From 023b657ec8eb58ce0d7723a8b600bae1a2a696c7 Mon Sep 17 00:00:00 2001 From: evalstate <1936278+evalstate@users.noreply.github.com> Date: Sat, 30 May 2026 00:21:13 +0100 Subject: [PATCH 1/9] Add MCP skill registry install support Implements the first SEP-2640 Skills over MCP slice by treating capable MCP servers as install registries for skill-md entries. Adds registry discovery, installation with MCP provenance, slash-command selection, MCP status display, docs, and the tmux/asciinema demo. Co-authored-by: olaservo --- docs/docs/assets/tui/skills-over-mcp.cast | 341 ++++++++++++++++++ docs/docs/mcp/skills-over-mcp.md | 70 ++++ docs/zensical.toml | 1 + scripts/docs_assets.py | 99 ++++- src/fast_agent/commands/command_catalog.py | 2 +- .../commands/handlers/mcp_runtime.py | 26 +- src/fast_agent/commands/handlers/skills.py | 222 +++++++++++- src/fast_agent/mcp/mcp_aggregator.py | 34 +- src/fast_agent/skills/command_support.py | 1 + src/fast_agent/skills/mcp_registry.py | 269 ++++++++++++++ src/fast_agent/skills/models.py | 4 +- src/fast_agent/skills/operations.py | 12 + src/fast_agent/skills/provenance.py | 113 +++++- src/fast_agent/ui/mcp_display.py | 14 + src/fast_agent/ui/prompt/agent_info.py | 71 +++- src/fast_agent/ui/prompt/completer.py | 91 ++++- .../commands/test_command_discovery.py | 2 +- .../test_skills_mcp_registry_handlers.py | 91 +++++ .../fast_agent/skills/test_mcp_registry.py | 130 +++++++ .../fast_agent/ui/test_agent_completer.py | 84 +++++ tests/unit/fast_agent/ui/test_agent_info.py | 68 ++++ tests/unit/fast_agent/ui/test_mcp_display.py | 49 +++ 22 files changed, 1760 insertions(+), 34 deletions(-) create mode 100644 docs/docs/assets/tui/skills-over-mcp.cast create mode 100644 docs/docs/mcp/skills-over-mcp.md create mode 100644 src/fast_agent/skills/mcp_registry.py create mode 100644 tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py create mode 100644 tests/unit/fast_agent/skills/test_mcp_registry.py create mode 100644 tests/unit/fast_agent/ui/test_agent_info.py diff --git a/docs/docs/assets/tui/skills-over-mcp.cast b/docs/docs/assets/tui/skills-over-mcp.cast new file mode 100644 index 000000000..464056efd --- /dev/null +++ b/docs/docs/assets/tui/skills-over-mcp.cast @@ -0,0 +1,341 @@ +{"version": 2, "width": 96, "height": 22, "timestamp": 1780097741, "idle_time_limit": 1.3, "env": {"SHELL": "/bin/bash", "TERM": "xterm-256color"}, "title": "fast-agent Skills over MCP"} +[0.039987, "o", "\u001b[?1049h\u001b[22;0;0t\u001b[?1h\u001b=\u001b[H\u001b[2J\u001b[?12l\u001b[?25h\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[?1006l\u001b[?1005l\u001b[?2004h\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[?1006l\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[1;1H\u001b[1;22r\u001b[c\u001b[>c\u001b[>q\u001b]10;?\u001b\\\u001b]11;?\u001b\\\u001b[1;11H\u001b[?25l\u001b[Hbash-5.2$ \u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[?12l\u001b[?25h\u001b[1;11H"] +[0.040709, "o", "\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[?1006l\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[1;1H\u001b[1;22r\u001b[1;11H\u001b[?25l\u001b[Hbash-5.2$ \u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[?12l\u001b[?25h\u001b[1;11H"] +[1.040163, "o", "f"] +[1.08018, "o", "a"] +[1.120137, "o", "s"] +[1.161049, "o", "t"] +[1.200203, "o", "-"] +[1.23991, "o", "a"] +[1.280291, "o", "g"] +[1.319208, "o", "e"] +[1.358044, "o", "n"] +[1.397855, "o", "t"] +[1.437551, "o", " "] +[1.478114, "o", "-"] +[1.518235, "o", "x"] +[1.559033, "o", " "] +[1.599671, "o", "-"] +[1.639568, "o", "-"] +[1.679809, "o", "m"] +[1.719232, "o", "o"] +[1.758929, "o", "d"] +[1.798163, "o", "e"] +[1.837751, "o", "l"] +[1.876883, "o", " "] +[1.916, "o", "p"] +[1.956029, "o", "a"] +[1.994901, "o", "s"] +[2.03403, "o", "s"] +[2.072885, "o", "t"] +[2.11185, "o", "h"] +[2.150907, "o", "r"] +[2.190391, "o", "o"] +[2.231288, "o", "u"] +[2.27195, "o", "g"] +[2.311958, "o", "h"] +[2.353442, "o", "\r\n"] +[3.803166, "o", "\u001b[?25l\u001b[?12l\u001b[?25h\u001b[?25l"] +[4.067177, "o", "\u001b[?12l\u001b[?25h"] +[4.096017, "o", "\u001b[2mUse \u001b[32m'/'\u001b[39m for commands, \u001b[32m'!'\u001b[39m for shell. \u001b[32m'#'\u001b[39m to query, \u001b[32m'@'\u001b[39m to switch agents\r\nCTRL+T multiline, CTRL+Y copy last message, CTRL+E external editor.\r\nCTRL+Space or Tab for path completion. Use \u001b[35m/\u001b[95mattach\u001b[39m, `^file:`, or `^url:` for attachments. F10 to\u001b[5;1Hclear.\r\n\u001b(B\u001b[m"] +[4.096865, "o", "\u001b[2mfast-agent environment\u001b(B\u001b[m \u001b[34m/tmp/tmp.5Sllys4Q8P\u001b[39m\u001b[2m \u001b[1m(\u001b[36m1\u001b(B\u001b[m\u001b[2m agent, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m hooks, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m extensions, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m modelrefs\u001b[1m)\u001b(B\u001b[m\u001b[2m via \r\nFAST_AGENT_HOME\r\n\u001b(B\u001b[m"] +[4.097496, "o", "\u001b[33m\u001b[1mAgents have shell\u001b(B\u001b[m\u001b[2m (switch, bash | cwd: tmp/fast-agent-skills-mcp.Ku7HFn)\r\n\u001b(B\u001b[m"] +[4.10017, "o", "\u001b[2mStreaming Enabled - markdown mode\r\n\u001b(B\u001b[m"] +[4.100408, "o", "\r\n"] +[4.108535, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[C\u001b(B\u001b[m"] +[4.119194, "o", "\u001b[22;1H\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[11;3H\u001b(B\u001b[m"] +[5.039588, "o", "\u001b[?7727h\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[?1006l\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[1;1H\u001b[1;22r\u001b[11;3H\u001b[?25l\u001b[Hbash-5.2$ fast-agent -x --model passthrough\u001b[K\u001b[2m\r\nUse \u001b[32m'/'\u001b[39m for commands, \u001b[32m'!'\u001b[39m for shell. \u001b[32m'#'\u001b[39m to query, \u001b[32m'@'\u001b[39m to switch agents\u001b(B\u001b[m\u001b[K\u001b[2m\r\nCTRL+T multiline, CTRL+Y copy last message, CTRL+E external editor.\u001b(B\u001b[m\u001b[K\u001b[2m\r\nCTRL+Space or Tab for path completion. Use \u001b[35m/\u001b[95mattach\u001b[39m, `^file:`, or `^url:` for attachments. F10 to\u001b[5;1Hclear.\u001b(B\u001b[m\u001b[K\u001b[2m\r\nfast-agent environment\u001b(B\u001b[m \u001b[34m/tmp/tmp.5Sllys4Q8P\u001b[39m\u001b[2m \u001b[1m(\u001b[36m1\u001b(B\u001b[m\u001b[2m agent, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m hooks, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m extensions, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m modelrefs\u001b[1m)\u001b(B\u001b[m\u001b[2m via \u001b(B\u001b[m\u001b[K\u001b[2m\r\nFAST_AGENT_HOME\u001b(B\u001b[m\u001b[K\u001b[33m\u001b[1m\r\nAgents have shell\u001b(B\u001b[m\u001b[2m (switch, bash | cwd: tmp/fast-agent-skills-mcp.Ku7HFn)\u001b(B\u001b[m\u001b[K\u001b[2m\r\nStreaming Enabled - markdown mode\u001b(B\u001b[m\u001b[K\r\n\u001b[K\u001b[93m\r\n❯\u001b[39m\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[30m\u001b[47m\u001b[7m\r\n \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[11;3H"] +[5.862558, "o", "/"] +[5.879687, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[13;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[14;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;238m \u001b[15;1H\u001b[32m\u001b[40m tools \u001b[34m List tools \u001b[38;5;16m\u001b[48;5;238m \u001b[16;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;238m \u001b[17;1H\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills ... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;1H\u001b[32m\u001b[40m cards \u001b[34m Manage card packs (/cards, /cards add, /cards remove, /cards update, /cards publ... \u001b[38;5;16m\u001b[48;5;248m \u001b[19;1H\u001b[32m\u001b[40m plugins \u001b[34m Manage command plugins (/plugins, /plugins available, /plugins add, /plugins rem... \u001b[38;5;16m\u001b[48;5;248m \u001b[20;1H\u001b[32m\u001b[40m prompt \u001b[34m Load a Prompt File or use MCP Prompt \u001b[38;5;16m\u001b[48;5;248m \u001b[21;1H\u001b[32m\u001b[40m attach \u001b[34m Stage file path or remote URL attachment token(s) for the next prompt \u001b[38;5;16m\u001b[48;5;248m \u001b[11;4H\u001b(B\u001b[m"] +[5.905554, "o", "m\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[11;5H"] +[5.918121, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[13;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;238m \u001b[14;1H\u001b[32m\u001b[40m markdown \u001b[34m Show last assistant message without markdown formatting \u001b[38;5;16m\u001b[48;5;238m \u001b[11;5H\u001b(B\u001b[m"] +[5.947519, "o", "c\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[11;6H"] +[5.955095, "o", "\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[11;6H\u001b(B\u001b[m"] +[5.98636, "o", "p\u001b[12;2H\u001b[K\u001b[11;7H"] +[6.026289, "o", "\u001b[C"] +[6.034918, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List currently attached MCP servers \u001b[38;5;16m\u001b[48;5;238m \u001b[13;8H\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[14;8H\u001b[32m\u001b[40m disconnect \u001b[34m Disconnect an attached MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[15;8H\u001b[32m\u001b[40m reconnect \u001b[34m Reconnect an attached MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[16;8H\u001b[32m\u001b[40m session \u001b[34m Inspect and control MCP data-layer sessions \u001b[38;5;16m\u001b[48;5;238m \u001b[11;8H\u001b(B\u001b[m"] +[6.067543, "o", "c\u001b[12;2H\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\u001b[11;9H"] +[6.076048, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;9H\u001b(B\u001b[m"] +[6.107669, "o", "o\u001b[12;2H\u001b[K\u001b[11;10H"] +[6.115998, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;10H\u001b(B\u001b[m"] +[6.147923, "o", "n\u001b[12;2H\u001b[K\u001b[11;11H"] +[6.15525, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;11H\u001b(B\u001b[m"] +[6.192446, "o", "n\u001b[12;2H\u001b[K\u001b[11;12H"] +[6.202787, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;12H\u001b(B\u001b[m"] +[6.234302, "o", "e\u001b[12;2H\u001b[K\u001b[11;13H"] +[6.242666, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;13H\u001b(B\u001b[m"] +[6.274086, "o", "c\u001b[12;2H\u001b[K\u001b[11;14H"] +[6.281188, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;14H\u001b(B\u001b[m"] +[6.316876, "o", "t\u001b[12;2H\u001b[K\u001b[11;15H"] +[6.356069, "o", "\u001b[C"] +[6.39816, "o", "-"] +[6.43824, "o", "-"] +[6.481196, "o", "n"] +[6.519552, "o", "a"] +[6.560086, "o", "m"] +[6.598124, "o", "e"] +[6.63975, "o", "\u001b[C"] +[6.681453, "o", "h"] +[6.723816, "o", "f"] +[6.762757, "o", "\u001b[C"] +[6.803208, "o", "h"] +[6.843148, "o", "t"] +[6.8859, "o", "t"] +[6.925529, "o", "p"] +[6.967023, "o", ":"] +[7.005995, "o", "/"] +[7.047816, "o", "/"] +[7.089965, "o", "l"] +[7.130718, "o", "o"] +[7.169963, "o", "c"] +[7.210919, "o", "a"] +[7.25519, "o", "l"] +[7.300664, "o", "h"] +[7.341317, "o", "o"] +[7.380907, "o", "s"] +[7.421148, "o", "t"] +[7.46028, "o", ":"] +[7.499557, "o", "3"] +[7.539562, "o", "0"] +[7.57702, "o", "0"] +[7.617544, "o", "0"] +[7.656733, "o", "/"] +[7.697007, "o", "m"] +[7.737222, "o", "c"] +[7.77768, "o", "p"] +[7.815384, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[7.816907, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mmcp\u001b[39m connect --name hf \u001b[94m\u001b[4mhttp://localhost:3000/mcp\r\n\u001b(B\u001b[m"] +[7.894363, "o", "\u001b[?25l"] +[7.976001, "o", "\u001b[32m⠋\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.057628, "o", "\r\u001b[K\u001b[32m⠙\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.138473, "o", "\r\u001b[K\u001b[32m⠹\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.219111, "o", "\r\u001b[K\u001b[32m⠸\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.299927, "o", "\r\u001b[K\u001b[32m⠼\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.380755, "o", "\r\u001b[K\u001b[32m⠴\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.461569, "o", "\r\u001b[K\u001b[32m⠦\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.49512, "o", "\r\u001b[K\u001b[32m⠦\u001b[39m\r\u001b[K\u001b[?12l\u001b[?25h"] +[8.495576, "o", "Connected MCP server 'hf' (url).\r\n"] +[8.496058, "o", "\u001b[2mAdded \u001b(B\u001b[m\u001b[96m\u001b[1m14\u001b(B\u001b[m\u001b[2m tools and \u001b(B\u001b[m\u001b[96m\u001b[1m4\u001b(B\u001b[m\u001b[2m prompts.\r\n\u001b(B\u001b[m"] +[8.504877, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[C\u001b(B\u001b[m"] +[8.513379, "o", "\u001b[22;1H\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[14;3H\u001b(B\u001b[m"] +[11.821113, "o", "/"] +[11.82933, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[16;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[17;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;1H\u001b[32m\u001b[40m tools \u001b[34m List tools \u001b[38;5;16m\u001b[48;5;248m \u001b[19;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;248m \u001b[20;1H\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills ... \u001b[38;5;16m\u001b[48;5;248m \u001b[21;1H\u001b[32m\u001b[40m cards \u001b[34m Manage card packs (/cards, /cards add, /cards remove, /cards update, /cards publ... \u001b[38;5;16m\u001b[48;5;248m \u001b[14;4H\u001b(B\u001b[m"] +[11.859923, "o", "m\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[14;5H"] +[11.865729, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[16;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;238m \u001b[17;1H\u001b[32m\u001b[40m markdown \u001b[34m Show last assistant message without markdown formatting \u001b[38;5;16m\u001b[48;5;238m \u001b[14;5H\u001b(B\u001b[m"] +[11.900497, "o", "c\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[14;6H"] +[11.909694, "o", "\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[14;6H\u001b(B\u001b[m"] +[11.939962, "o", "p\u001b[15;2H\u001b[K\u001b[14;7H"] +[11.978127, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[11.978781, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mmcp\r\n\u001b(B\u001b[m"] +[11.979849, "o", "\r\n"] +[11.980338, "o", "\u001b[36m▎\u001b[2m▼\u001b(B\u001b[m\u001b[36m [ 1] \u001b[94m\u001b[1mhf\u001b(B\u001b[m \u001b[2m─────────────────────────────────────────────────────────────────────────────────────\u001b[17;1H\u001b(B\u001b[m\r\n"] +[11.980588, "o", " \u001b[2mname : \u001b(B\u001b[m@huggingface/mcp-services\u001b[2m version : \u001b(B\u001b[m0.3.13\r\n \u001b[2msession : \u001b(B\u001b[m\u001b[33mNone\r\n\u001b(B\u001b[m"] +[11.980809, "o", " \u001b[2msessions : not advertised\r\n\u001b(B\u001b[m \u001b[2mhealth : pending | interval: 30s | misses: 0/3 | last ok: never\r\n\u001b(B\u001b[m"] +[11.980872, "o", "\n\u001b[K"] +[11.981194, "o", "\n\u001b[A \u001b[2mlast activity: 3s ago\u001b(B\u001b[m\r\n\u001b[K"] +[11.981336, "o", "\n\u001b[A \u001b[2mmcp calls: \u001b(B\u001b[minitialize:1, prompts/list:1, resources/list:1, tools/list:1\r\n\u001b[K\n\u001b[K"] +[11.981521, "o", "\u001b[2m┌ HTTP ────────────────────────────────────────\u001b(B\u001b[m\r\n\u001b[21;48H\u001b[2m req resp notif ping\u001b(B\u001b[m\r\n\u001b[K\u001b[2m│\u001b(B\u001b[m\r\n\u001b[K"] +[11.981925, "o", "\u001b[2m│ \u001b[30m◀\u001b[39m GET (SSE) 10m \u001b[30m····················\u001b(B\u001b[m\r\n\u001b[21;42H\u001b[2m now - - - -\u001b(B\u001b[m\r\n\u001b[K"] +[11.982177, "o", "\u001b[2m│ \u001b[30m▶\u001b[39m POST (SSE) 10m \u001b[30m····················\u001b(B\u001b[m\r\n\u001b[21;42H\u001b[2m now - - - -\u001b(B\u001b[m\r\n\u001b[K"] +[11.982522, "o", "\u001b[2m│ \u001b(B\u001b[m\u001b[92m▶\u001b[39m POST (JSON) \u001b[2m10m \u001b[37m\u001b[1m···················\u001b(B\u001b[m\u001b[34m\u001b[1m▼\u001b(B\u001b[m\r\n\u001b[21;42H\u001b[2m now \u001b(B\u001b[m 0\u001b[2m \u001b(B\u001b[m 4\u001b[2m \u001b(B\u001b[m 0\u001b[2m -\u001b(B\u001b[m\r\n\u001b[K"] +[11.982819, "o", "\u001b[2m│ ● HEALTH 10m \u001b[37m\u001b[1m····················\u001b(B\u001b[m\r\n\u001b[21;42H\u001b[2m now - - - -\u001b(B\u001b[m\r\n\u001b[K\u001b[2m│\u001b(B\u001b[m\r\n\u001b[K"] +[11.983125, "o", "\u001b[2m└ legend: \u001b(B\u001b[m\u001b[91m\u001b[1m●\u001b(B\u001b[m\u001b[2m error \u001b(B\u001b[m\u001b[34m\u001b[1m▼\u001b(B\u001b[m\u001b[2m response \u001b(B\u001b[m\u001b[33m\u001b[1m◆\u001b(B\u001b[m\u001b[2m request \u001b(B\u001b[m\u001b[36m\u001b[1m●\u001b(B\u001b[m\u001b[2m notification \u001b[32m●\u001b[39m ping 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"\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[18;3H\u001b(B\u001b[m"] +[13.383104, "o", "/"] +[13.389314, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] +[13.422393, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] +[13.428816, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] +[13.461926, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] +[13.4697, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] +[13.501275, "o", "i\r\n \u001b[K\u001b[18;7H"] +[13.507249, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] +[13.542004, "o", "l\r\n \u001b[K\u001b[18;8H"] +[13.547765, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] +[13.580406, "o", "l\r\n \u001b[K\u001b[18;9H"] +[13.586133, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] +[13.61927, "o", "s\r\n \u001b[K\u001b[18;10H"] +[13.65846, "o", "\u001b[C"] +[13.66536, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] +[13.699448, "o", "r\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] +[13.706355, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] +[13.739531, "o", "e\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] +[13.745901, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;13H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;13H\u001b(B\u001b[m"] +[13.779011, "o", "g\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;14H"] +[13.785284, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;14H\u001b(B\u001b[m"] +[13.818823, "o", "i\u001b[19;2H\u001b[K\u001b[18;15H"] +[13.825735, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;15H\u001b(B\u001b[m"] +[13.857591, "o", "s\u001b[19;2H\u001b[K\u001b[18;16H"] +[13.863209, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;16H\u001b(B\u001b[m"] +[13.90621, "o", "t\u001b[19;2H\u001b[K\u001b[18;17H"] +[13.916222, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;17H\u001b(B\u001b[m"] +[13.941648, "o", "r\u001b[19;2H\u001b[K\u001b[18;18H"] +[13.95004, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;18H\u001b(B\u001b[m"] +[13.982297, "o", "y\u001b[19;2H\u001b[K\u001b[18;19H"] +[14.021153, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[14.021996, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m registry\r\n\u001b(B\u001b[m"] +[14.034712, "o", "\u001b[36m\u001b[2m[ 1] \u001b(B\u001b[m\u001b[94m\u001b[1mhttps://github.com/fast-agent-ai/skills\u001b(B\u001b[m\u001b[2m •\u001b(B\u001b[m\r\u001b[5S\u001b[14;47H\u001b[2m \u001b[32mcurrent\r\n\u001b[36m[ 2] \u001b(B\u001b[m\u001b[94m\u001b[1mhttps://github.com/huggingface/skills\r\n\u001b(B\u001b[m\u001b[36m\u001b[2m[ 3] \u001b(B\u001b[m\u001b[94m\u001b[1mhttps://github.com/anthropics/skills\u001b[18;1H\u001b(B\u001b[m\u001b[2mMCP registries:\u001b(B\u001b[m\u001b[K\r\n\u001b[36m\u001b[2m[ 4] \u001b(B\u001b[m\u001b[94m\u001b[1mmcp-server hf@0.3.13\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[2mUsage: /skills registry \u001b(B\u001b[m\u001b[K\r\n\u001b[K"] +[14.043196, "o", "\u001b[K\u001b[93m❯\u001b[39m\r\u001b[3S\u001b[2A\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[19;3H"] +[14.049068, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[18;3H\u001b(B\u001b[m"] +[15.427203, "o", "/"] +[15.432642, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] +[15.465975, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] +[15.471169, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] +[15.506808, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] +[15.514588, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] +[15.548085, "o", "i\r\n \u001b[K\u001b[18;7H"] +[15.555668, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] +[15.585312, "o", "l\r\n \u001b[K\u001b[18;8H"] +[15.590264, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] +[15.625363, "o", "l\r\n \u001b[K\u001b[18;9H"] +[15.632872, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] +[15.665893, "o", "s\r\n \u001b[K\u001b[18;10H"] +[15.706992, "o", "\u001b[C"] +[15.71831, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] +[15.745205, "o", "r\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] +[15.751956, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] +[15.784775, "o", "e\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] +[15.791219, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;13H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;13H\u001b(B\u001b[m"] +[15.824922, "o", "g\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;14H"] +[15.830777, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;14H\u001b(B\u001b[m"] +[15.863679, "o", "i\u001b[19;2H\u001b[K\u001b[18;15H"] +[15.868343, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;15H\u001b(B\u001b[m"] +[15.901628, "o", "s\u001b[19;2H\u001b[K\u001b[18;16H"] +[15.906203, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;16H\u001b(B\u001b[m"] +[15.940992, "o", "t\u001b[19;2H\u001b[K\u001b[18;17H"] +[15.947887, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;17H\u001b(B\u001b[m"] +[15.982871, "o", "r\u001b[19;2H\u001b[K\u001b[18;18H"] +[15.99144, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;18H\u001b(B\u001b[m"] +[16.021757, "o", "y\u001b[19;2H\u001b[K\u001b[18;19H"] +[16.065645, "o", "\u001b[C"] +[16.086306, "o", "\n\u001b[32m\u001b[40m 1 \u001b[34m https://github.com/fast-agent-ai/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;20H\u001b[32m\u001b[40m 2 \u001b[34m https://github.com/huggingface/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;20H\u001b[32m\u001b[40m 3 \u001b[34m https://github.com/anthropics/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;20H\u001b(B\u001b[m"] +[16.104823, "o", "h\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;21H"] +[16.11935, "o", "\n\u001b[32m\u001b[40m 1 \u001b[34m https://github.com/fast-agent-ai/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;21H\u001b[32m\u001b[40m 2 \u001b[34m https://github.com/huggingface/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;21H\u001b[32m\u001b[40m 3 \u001b[34m https://github.com/anthropics/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;21H\u001b(B\u001b[m"] +[16.146402, "o", "f\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;22H"] +[16.184737, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[16.185612, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m registry hf\r\n\u001b(B\u001b[m"] +[16.197961, "o", "\u001b[32mRegistry set to: mcp-server hf@0.3.13\r\n\u001b[39m\u001b[2mSkills discovered: 15\r\n\u001b(B\u001b[m"] +[16.209002, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[39m\r\u001b[2S\u001b[K\r\n\u001b[K\u001b[19;3H"] +[16.214729, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[18;3H\u001b(B\u001b[m"] +[17.593108, "o", "/"] +[17.601568, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] +[17.634838, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] +[17.641979, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] +[17.675002, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] +[17.682595, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] +[17.714588, "o", "i\r\n \u001b[K\u001b[18;7H"] +[17.721387, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] +[17.753376, "o", "l\r\n \u001b[K\u001b[18;8H"] +[17.758916, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] +[17.794564, "o", "l\r\n \u001b[K\u001b[18;9H"] +[17.804093, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] +[17.834026, "o", "s\r\n \u001b[K\u001b[18;10H"] +[17.87401, "o", "\u001b[C"] +[17.8808, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] +[17.915397, "o", "a\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] +[17.927754, "o", "\n\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m add \u001b[34m Install a skill \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] +[17.957677, "o", "d\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] +[18.068769, "o", "\r\u001b[93m❯\u001b[39m /skills add\u001b[21;1H \r\n \u001b[K\u001b[18;14H\r\n\u001b[J\u001b[A\u001b[K"] +[18.069885, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m add\r\n\u001b(B\u001b[m"] +[18.089644, "o", "\u001b[22S\u001b[H\u001b[K\r\n\u001b[36m\u001b[2m[ 5] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-gradio\u001b(B\u001b[m\u001b[K\r\n Build Gradio web UIs and demos in Python. Use when creating or editing\u001b[K\r\n Gradio apps, components, event listeners, layouts, or chatbots.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-gradio/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[ 6] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-llm-trainer\u001b(B\u001b[m\u001b[K\r\n Train or fine-tune language and vision models using TRL (Transformer\u001b[K\r\n Reinforcement Learning) or Unsloth with Hugging Face Jobs\u001b[K\r\n infrastructure. Covers SFT, DPO, GRPO and reward modeling training\u001b[K\r\n methods, plus GGUF conversion for local deployment. Includes guidance on\u001b[K\r\n the TRL Jobs package, UV scripts with PEP 723 format, dataset\u001b[K\r\n preparation and validation, hardware selection, cost estimation, Trackio\u001b[K\r\n monitoring, Hub authentication, model selection/leaderboards and model\u001b[K\r\n persistence. Use for tasks involving cloud GPU training, GGUF\u001b[K\r\n conversion, or when users mention training on Hugging Face Jobs without\u001b[K\r\n local GPU setup.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-llm-trainer/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[ 7] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-local-models\u001b(B\u001b[m\u001b[K\r\n Use to select models to run locally with llama.cpp and GGUF on CPU, Mac\u001b[K\r\n Metal, CUDA, or ROCm. Covers finding GGUFs, quant \u001b[K\r\u001b[22S\u001b[H summarize, explain, or analyze an AI research paper.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-papers/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[10] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-tool-builder\u001b(B\u001b[m\u001b[K\r\n Use this skill when the user wants to build tool/scripts or achieve a\u001b[K\r\n task where using data from the Hugging Face API would help. This is\u001b[K\r\n especially useful when chaining or combining API calls or the task will\u001b[K\r\n be repeated/automated. This Skill creates a reusable script to fetch,\u001b[K\r\n enrich or process data.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-tool-builder/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[11] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-trackio\u001b(B\u001b[m\u001b[K\r\n Track and visualize ML training experiments with Trackio. Use when\u001b[K\r\n logging metrics during training (Python API), firing alerts for training\u001b[K\r\n diagnostics, or retrieving/analyzing logged metrics (CLI). Supports\u001b[K\r\n real-time dashboard visualization, alerts with webhooks, HF Space\u001b[K\r\n syncing, and JSON output for automation.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-trackio/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[12] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-vision-trainer\u001b(B\u001b[m\u001b[K\r\n Trains and fine-tunes vision models for object detection (D-FINE, RT-\u001b[K\r\n DETR v2, DETR, YOLOS), image classification (timm models \u001b[K—\r\n\u001b[21;64H MobileNetV3,\r\n MobileViT, ResNet, ViT/DINOv3 \u001b[K—\r\u001b[16S\u001b[6;37H plus any Transformers classifier), and\r\n SAM/SAM2 segmentation using Hugging Face Transformers on Hugging Face\u001b[K\r\n Jobs cloud GPUs. Covers COCO-format dataset preparation, Albumentations\u001b[K\r\n augmentation, mAP/mAR evaluation, accuracy metrics, SAM segmentation\u001b[K\r\n with bbox/point prompts, DiceCE loss, hardware selection, cost\u001b[K\r\n estimation, Trackio monitoring, and Hub persistence. Use when users\u001b[K\r\n mention training object detection, image classification, SAM, SAM2,\u001b[K\r\n segmentation, image matting, DETR, D-FINE, RT-DETR, ViT, timm,\u001b[K\r\n MobileNet, ResNet, bounding box models, or fine-tuning vision models on\u001b[K\r\n Hugging Face Jobs.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-vision-trainer/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[13] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-zerogpu\u001b(B\u001b[m\u001b[K\r\n AI demos and GPU compute with Gradio Spaces and Hugging Face Spaces\u001b[K\r\n ZeroGPU. Use when writing or reviewing code that uses `@spaces.GPU`,\u001b[K\r\n configuring `python_version` or `requirements.txt` for a ZeroGPU Space,\u001b[K\r\n or handling ZeroGPU-specific code constraints \u001b[K—\r\u001b[7S\u001b[15;53H pickle-based process\r\n isolation, `gr.State` semantics across the worker boundary, no\u001b[K\r\n `torch.compile` (use AoTI instead), CUDA wheel-only builds (no `nvcc` at\u001b[K\r\n build or runtime), large vs xlarge sizing, and dynamic duration\u001b[K\r\n callables. Make sure to use this skill whenever the user mentions\u001b[K\r\n ZeroGPU, `@spaces.GPU`, or the `spaces` Python package, or hits ZeroGPU-\u001b[K\r\n specific code errors like `PicklingError` across the worker boundary,\u001b[K\r\n `illegal duration`, or `flash-attn` wheel-build failures \u001b[K—\r\u001b[6S\u001b[16;64H even when the\r\n user does not explicitly ask for ZeroGPU coding guidance. Trigger on\u001b[K\r\n `import spaces` or `@spaces.GPU` in code.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-zerogpu/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[14] \u001b(B\u001b[m\u001b[94m\u001b[1mtrain-sentence-transformers\u001b(B\u001b[m\u001b[K\r\n Train or fine-tune se\u001b[K\r\u001b[22S\u001b[H `SentenceTransformer` (bi-encoder; dense or static embedding model; for\u001b[K\r\n retrieval, similarity, clustering, classification, paraphrase mining,\u001b[K\r\n dedup, multimodal), `CrossEncoder` (reranker; pair scoring for two-stage\u001b[K\r\n retrieval / pair classification), and `SparseEncoder` (SPLADE, sparse\u001b[K\r\n embedding model; for learned-sparse retrieval). Covers loss selection,\u001b[K\r\n hard-negative mining, evaluators, distillation, LoRA, Matryoshka, and\u001b[K\r\n Hugging Face Hub publishing. Use for any sentence-transformers training\u001b[K\r\n task.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://train-sentence-transformers/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[15] \u001b(B\u001b[m\u001b[94m\u001b[1mtransformers-js\u001b(B\u001b[m\u001b[K\r\n Use Transformers.js to run state-of-the-art machine learning models\u001b[K\r\n directly in JavaScript/TypeScript. Supports NLP (text classification,\u001b[K\r\n translation, summarization), computer vision (image classification,\u001b[K\r\n object detection), audio (speech recognition, audio classification), and\u001b[K\r\n multimodal tasks. Works in browsers and server-side runtimes (Node.js,\u001b[K\r\n Bun, Deno) with WebGPU/WASM using pre-trained models from Hugging Face\u001b[K\r\n Hub.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://transformers-js/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K"] +[18.096102, "o", "\u001b[KInstall skill by number or name (empty to cancel):\r\u001b[7S\u001b[6A\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[15;52H"] +[19.458437, "o", "\r\n\u001b[J\u001b[A\u001b[KInstall skill by number or name (empty to cancel):\r\n\u001b[?25l\r\n\u001b[J\u001b[A\u001b[K\u001b[?12l\u001b[?25h"] +[19.488697, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[C\u001b(B\u001b[m"] +[19.506629, "o", "\u001b[22;1H\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[16;3H\u001b(B\u001b[m"] +[19.869571, "o", "/"] +[19.895414, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[19;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[20;1H\u001b[32m\u001b[40m tools \u001b[34m List tools \u001b[38;5;16m\u001b[48;5;248m \u001b[21;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;248m \u001b[16;4H\u001b(B\u001b[m"] +[19.917768, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[16;5H"] +[19.940123, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[19;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m STOP \u001b[34m Stop this prompting session and move to next workflow step \u001b[38;5;16m\u001b[48;5;238m \u001b[16;5H\u001b(B\u001b[m"] +[19.961843, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[16;6H"] +[19.985493, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[16;6H\u001b(B\u001b[m"] +[20.005315, "o", "i\r\n \u001b[K\u001b[16;7H"] +[20.02392, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[16;7H\u001b(B\u001b[m"] +[20.054203, "o", "l\r\n \u001b[K\u001b[16;8H"] +[20.071101, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[16;8H\u001b(B\u001b[m"] +[20.098903, "o", "l\r\n \u001b[K\u001b[16;9H"] +[20.115152, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[16;9H\u001b(B\u001b[m"] +[20.145183, "o", "s\r\n \u001b[K\u001b[16;10H"] +[20.193397, "o", "\u001b[C"] +[20.211193, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[19;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m add \u001b[34m Install a skill \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;248m \u001b[16;11H\u001b(B\u001b[m"] +[20.238148, "o", "s\u001b[17;2H\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\u001b[16;12H"] +[20.262696, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[16;12H\u001b(B\u001b[m"] +[20.283408, "o", "e\u001b[17;2H\u001b[K\u001b[16;13H"] +[20.301122, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[16;13H\u001b(B\u001b[m"] +[20.333007, "o", "a\u001b[17;2H\u001b[K\u001b[16;14H"] +[20.353543, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[16;14H\u001b(B\u001b[m"] +[20.377111, "o", "r\u001b[17;2H\u001b[K\u001b[16;15H"] +[20.398265, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[16;15H\u001b(B\u001b[m"] +[20.427118, "o", "c\u001b[17;2H\u001b[K\u001b[16;16H"] +[20.4528, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[16;16H\u001b(B\u001b[m"] +[20.472016, "o", "h\u001b[17;2H\u001b[K\u001b[16;17H"] +[20.51894, "o", "\u001b[C"] +[20.566961, "o", "\n\u001b[32m\u001b[40m \u001b[34m filter marketplace skills by name/description \u001b[38;5;16m\u001b[48;5;238m \u001b[18;18H\u001b[32m\u001b[40m (empty) \u001b[34m no arg lists all; run /skills available to browse \u001b[38;5;16m\u001b[48;5;238m \u001b[16;18H\u001b(B\u001b[m"] +[20.583123, "o", "d\u001b[17;2H\u001b[K\n\u001b[K\u001b[16;19H"] +[20.622412, "o", "a"] +[20.661296, "o", "t"] +[20.704306, "o", "a"] +[20.751105, "o", "s"] +[20.798677, "o", "e"] +[20.845468, "o", "t"] +[20.889275, "o", "\u001b[C"] +[20.936036, "o", "v"] +[20.980672, "o", "i"] +[21.023262, "o", "e"] +[21.071925, "o", "w"] +[21.129591, "o", "e"] +[21.164481, "o", "r"] +[21.20749, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[21.209466, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m search dataset viewer\r\n\u001b(B\u001b[m"] +[21.230074, "o", "\u001b[4S\u001b[4A\u001b[1mMCP skills from mcp-server hf@0.3.13 (search: dataset viewer):\u001b[15;1H\u001b(B\u001b[m\u001b[36m\u001b[2m[ 1] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-datasets\r\n\u001b(B\u001b[m Use this skill for Hugging Face Dataset Viewer API workflows that fetch\r\n subset/split metadata, paginate rows, search text, apply filters,\r\n download parquet URLs, and read size or statistics.\r\n\u001b[2m \u001b[32msource: skill://huggingface-datasets/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\n\u001b[A\u001b[36mInstall with `/skills add `.\u001b[39m\r\n\u001b[K\n\u001b[A\u001b[36mSearch with `/skills search `.\u001b[39m\r\n\u001b[K"] +[21.255041, "o", "\u001b[K\u001b[93m❯\u001b[39m\r\u001b[3S\u001b[2A\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[19;3H"] +[21.26983, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[18;3H\u001b(B\u001b[m"] +[22.621169, "o", "/"] +[22.638409, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] +[22.666256, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] +[22.685405, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] +[22.712288, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] +[22.727933, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] +[22.763366, "o", "i\r\n \u001b[K\u001b[18;7H"] +[22.790342, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] +[22.816237, "o", "l\r\n\u001b[?25l"] +[22.816732, "o", " \u001b[K\u001b[18;8H\u001b[?12l\u001b[?25h"] +[22.839039, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] +[22.855677, "o", "l\r\n\u001b[?25l \u001b[K\u001b[18;9H\u001b[?12l\u001b[?25h"] +[22.87508, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] +[22.916129, "o", "s\r\n \u001b[K\u001b[18;10H"] +[22.951484, "o", "\u001b[C"] +[22.970562, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] +[22.990117, "o", "a\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] +[23.002512, "o", "\n\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m add \u001b[34m Install a skill \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] +[23.036634, "o", "d\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] +[23.05066, "o", "\n\u001b[32m\u001b[40m add \u001b[34m Install a skill \u001b[38;5;16m\u001b[48;5;238m \u001b[18;13H\u001b(B\u001b[m"] +[23.079003, "o", "d\u001b[19;2H\u001b[K\u001b[18;14H"] +[23.123214, "o", "\u001b[C"] +[23.13545, "o", "\n\u001b[32m\u001b[40m (empty) \u001b[34m press Enter with no argument to pick from a list \u001b[38;5;16m\u001b[48;5;238m \u001b[20;15H\u001b[32m\u001b[40m \u001b[34m by index — marketplace skill \u001b[38;5;16m\u001b[48;5;238m \u001b[21;15H\u001b[32m\u001b[40m \u001b[34m by name — marketplace skill \u001b[38;5;16m\u001b[48;5;248m \u001b[18;15H\u001b(B\u001b[m"] +[23.166961, "o", "h\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;16H"] +[23.207751, "o", "u"] +[23.249499, "o", "g"] +[23.290784, "o", "g"] +[23.330727, "o", "i"] +[23.372676, "o", "n"] +[23.41454, "o", "g"] +[23.458019, "o", "f"] +[23.498171, "o", "a"] +[23.539753, "o", "c"] +[23.580546, "o", "e"] +[23.620861, "o", "-"] +[23.663207, "o", "d"] +[23.704288, "o", "a"] +[23.746454, "o", "t"] +[23.790525, "o", "a"] +[23.831322, "o", "s"] +[23.874685, "o", "e"] +[23.915743, "o", "t"] +[23.957704, "o", "s"] +[23.99852, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[24.000084, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m add huggingface-datasets\r\n\u001b(B\u001b[m"] +[24.044151, "o", "\u001b[32mInstalled skill: huggingface-datasets\r\n\u001b[2mlocation: /tmp/tmp.5Sllys4Q8P/skills/huggingface-datasets\r\n\u001b(B\u001b[m"] +[24.058986, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[39m\r\u001b[2S\u001b[K\r\n\u001b[K\u001b[19;3H"] +[24.068944, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[18;3H\u001b(B\u001b[m"] diff --git a/docs/docs/mcp/skills-over-mcp.md b/docs/docs/mcp/skills-over-mcp.md new file mode 100644 index 000000000..dc5c99694 --- /dev/null +++ b/docs/docs/mcp/skills-over-mcp.md @@ -0,0 +1,70 @@ +--- +title: Skills over MCP +social: + title: Skills over MCP + tagline: Install Agent Skills from MCP servers that implement SEP-2640. + description: Install Agent Skills from MCP servers that implement SEP-2640. + alt: fast-agent social card - Skills over MCP +--- + +`fast-agent` supports the registry portion of +[SEP-2640: Skills Extension](https://github.com/modelcontextprotocol/modelcontextprotocol/blob/93d7a9ddb20d4b3594f4a1be7508ee47f0718f17/seps/2640-skills-extension.md). +SEP-2640 is still a draft, so this support is intentionally narrow: an MCP +server can act as a skills registry for installation when it advertises the +`io.modelcontextprotocol/skills` extension capability. + +When a connected MCP server advertises this capability, `fast-agent` shows it as +an MCP-backed skills registry. Opening `/skills registry` reads +`skill://index.json` and lists concrete `skill-md` entries; installing a selected +entry reads that skill's `SKILL.md` into the normal managed skills directory. +Installed skills then behave like other local skills and include MCP server +provenance in their sidecar metadata. + +## Trying it + +Run or connect to a SEP-2640-enabled MCP server. This example uses a local copy +of the Hugging Face MCP Server: + +```text +/mcp connect http://localhost:3000/mcp +/mcp +/skills registry +/skills registry +/skills available +/skills add +``` + +`/mcp` shows when SEP-2640 Skills over MCP is enabled and points you to +`/skills registry` to select the MCP server as the current install source. + +
+
+ + + +
+
+
+ + + +## Current scope + +This implementation uses MCP as a registry for installation. It does not expose +MCP-served skill resources directly to the model, and it does not make active +skills read supporting files from the MCP server. That deeper resource-loading +workflow is planned separately. diff --git a/docs/zensical.toml b/docs/zensical.toml index 8458dd938..f724bb7f4 100644 --- a/docs/zensical.toml +++ b/docs/zensical.toml @@ -69,6 +69,7 @@ nav = [ }, { "MCP" = [ { "Configuring Servers" = "mcp/index.md" }, + { "Skills over MCP" = "mcp/skills-over-mcp.md" }, { "Deploying as an MCP Server" = "mcp/mcp-server.md" }, { "Inspecting Servers" = "mcp/mcp_display.md" }, { "Quickstart - Elicitations" = "mcp/elicitations.md" }, diff --git a/scripts/docs_assets.py b/scripts/docs_assets.py index 313807647..aca643788 100644 --- a/scripts/docs_assets.py +++ b/scripts/docs_assets.py @@ -99,12 +99,30 @@ def _skills_slash_commands_scenario() -> TerminalCastScenario: ) +def _skills_over_mcp_scenario() -> TerminalCastScenario: + command = os.environ.get( + "FAST_AGENT_SKILLS_MCP_DEMO_COMMAND", + "fast-agent -x --model passthrough", + ) + return TerminalCastScenario( + name="skills-over-mcp", + title="fast-agent Skills over MCP", + output=ASSETS / "tui" / "skills-over-mcp.cast", + cols=int(os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_COLS", "96")), + rows=int(os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_ROWS", "22")), + idle_time_limit=float(os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_IDLE_TIME_LIMIT", "1.3")), + prompt="", + shell_command=command, + ) + + def _scenarios() -> dict[str, TerminalCastScenario]: scenarios = [ _tui_shell_scenario(), _model_picker_scenario(), _skills_direct_install_scenario(), _skills_slash_commands_scenario(), + _skills_over_mcp_scenario(), ] return {scenario.name: scenario for scenario in scenarios} @@ -135,7 +153,7 @@ def _model_picker_record_script(scenario: TerminalCastScenario) -> str: tmux kill-session -t "$SESSION" 2>/dev/null || true tmux new-session -d -s "$SESSION" -x {scenario.cols} -y {scenario.rows} \\ - "DEMO_FAST_AGENT_HOME=\\$(mktemp -d) && printf '{{}}\\n' > \\\"\\$DEMO_FAST_AGENT_HOME/fast-agent.yaml\\\" && export FAST_AGENT_HOME=\\\"\\$DEMO_FAST_AGENT_HOME\\\" && DEMO_WORKDIR=\\$(mktemp -d -t fast-agent-model-picker.XXXXXX) && cd \\\"\\$DEMO_WORKDIR\\\" && unset ENVIRONMENT_DIR FAST_AGENT_RUNTIME_ENVIRONMENT VIRTUAL_ENV FAST_AGENT_MODEL && TERM=xterm-256color COLORTERM=truecolor FORCE_COLOR=1 FAST_AGENT_KEYRING_NOTICE=0 bash --noprofile --norc" + "DEMO_FAST_AGENT_HOME=\\$(mktemp -d) && printf '{{}}\\n' > \\\"\\$DEMO_FAST_AGENT_HOME/fast-agent.yaml\\\" && export FAST_AGENT_HOME=\\\"\\$DEMO_FAST_AGENT_HOME\\\" && DEMO_WORKDIR=\\$(mktemp -d -t fast-agent-model-picker.XXXXXX) && cd \\\"\\$DEMO_WORKDIR\\\" && unset ENVIRONMENT_DIR FAST_AGENT_RUNTIME_ENVIRONMENT VIRTUAL_ENV FAST_AGENT_MODEL NO_COLOR && TERM=xterm-256color COLORTERM=truecolor FORCE_COLOR=1 FAST_AGENT_KEYRING_NOTICE=0 bash --noprofile --norc" tmux set-option -t "$SESSION" status off >/dev/null ( @@ -202,7 +220,7 @@ def _skills_direct_install_record_script(scenario: TerminalCastScenario) -> str: Use this skill to demonstrate direct installation from a local repository. SKILL git -C skill-repo init -q && git -C skill-repo config user.email docs-demo@example.com && git -C skill-repo config user.name 'Docs Demo' && git -C skill-repo add . && git -C skill-repo commit -q -m 'Initial demo skill' -unset ENVIRONMENT_DIR FAST_AGENT_RUNTIME_ENVIRONMENT VIRTUAL_ENV && TERM=xterm-256color COLORTERM=truecolor FORCE_COLOR=1 FAST_AGENT_KEYRING_NOTICE=0 bash --noprofile --norc" +unset ENVIRONMENT_DIR FAST_AGENT_RUNTIME_ENVIRONMENT VIRTUAL_ENV NO_COLOR && TERM=xterm-256color COLORTERM=truecolor FORCE_COLOR=1 FAST_AGENT_KEYRING_NOTICE=0 bash --noprofile --norc" tmux set-option -t "$SESSION" status off >/dev/null ( @@ -275,7 +293,7 @@ def _skills_slash_commands_record_script(scenario: TerminalCastScenario) -> str: Use this skill to demonstrate /skills add and /skills update. SKILL git -C skill-repo init -q && git -C skill-repo config user.email docs-demo@example.com && git -C skill-repo config user.name 'Docs Demo' && git -C skill-repo add . && git -C skill-repo commit -q -m 'Initial demo skill' -unset ENVIRONMENT_DIR FAST_AGENT_RUNTIME_ENVIRONMENT VIRTUAL_ENV && TERM=xterm-256color COLORTERM=truecolor FORCE_COLOR=1 FAST_AGENT_KEYRING_NOTICE=0 TUI__COMPLETION_MENU_RESERVED_LINES=${{TUI__COMPLETION_MENU_RESERVED_LINES:-4}} bash --noprofile --norc" +unset ENVIRONMENT_DIR FAST_AGENT_RUNTIME_ENVIRONMENT VIRTUAL_ENV NO_COLOR && TERM=xterm-256color COLORTERM=truecolor FORCE_COLOR=1 FAST_AGENT_KEYRING_NOTICE=0 TUI__COMPLETION_MENU_RESERVED_LINES=${{TUI__COMPLETION_MENU_RESERVED_LINES:-4}} bash --noprofile --norc" tmux set-option -t "$SESSION" status off >/dev/null ( @@ -309,6 +327,75 @@ def _skills_slash_commands_record_script(scenario: TerminalCastScenario) -> str: """ +def _skills_over_mcp_record_script(scenario: TerminalCastScenario) -> str: + startup_wait = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_STARTUP_WAIT", "3.5") + connect_wait = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_CONNECT_WAIT", "4.0") + command_wait = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_COMMAND_WAIT", "1.4") + final_wait = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_FINAL_WAIT", "1.0") + typing_delay = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_TYPING_DELAY", "0.035") + server_url = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_SERVER", "http://localhost:3000/mcp") + session = f"fast_agent_docs_{scenario.name.replace('-', '_')}" + command = scenario.shell_command.replace("'", "'\"'\"'") + server_url = server_url.replace("'", "'\"'\"'") + return f"""#!/usr/bin/env bash +set -euo pipefail + +SESSION='{session}' +ROOT='{ROOT}' + +type_slow() {{ + local target="$1" + local text="$2" + local delay="$3" + local i char + for (( i=0; i<${{#text}}; i++ )); do + char="${{text:i:1}}" + tmux send-keys -l -t "$target" "$char" + sleep "$delay" + done +}} + +tmux kill-session -t "$SESSION" 2>/dev/null || true +tmux new-session -d -s "$SESSION" -x {scenario.cols} -y {scenario.rows} \\ + "DEMO_FAST_AGENT_HOME=\\$(mktemp -d) && printf '{{}}\\n' > \\\"\\$DEMO_FAST_AGENT_HOME/fast-agent.yaml\\\" && export FAST_AGENT_HOME=\\\"\\$DEMO_FAST_AGENT_HOME\\\" && DEMO_WORKDIR=\\$(mktemp -d -t fast-agent-skills-mcp.XXXXXX) && cd \\\"\\$DEMO_WORKDIR\\\" && unset ENVIRONMENT_DIR FAST_AGENT_RUNTIME_ENVIRONMENT VIRTUAL_ENV NO_COLOR && TERM=xterm-256color COLORTERM=truecolor FORCE_COLOR=1 FAST_AGENT_KEYRING_NOTICE=0 TUI__COMPLETION_MENU_RESERVED_LINES=${{TUI__COMPLETION_MENU_RESERVED_LINES:-4}} bash --noprofile --norc" +tmux set-option -t "$SESSION" status off >/dev/null + +( + sleep 1 + type_slow "$SESSION" '{command}' 0.035 + tmux send-keys -t "$SESSION" Enter + sleep {startup_wait} + type_slow "$SESSION" '/mcp connect --name hf {server_url}' {typing_delay} + tmux send-keys -t "$SESSION" Enter + sleep {connect_wait} + type_slow "$SESSION" '/mcp' {typing_delay} + tmux send-keys -t "$SESSION" Enter + sleep {command_wait} + type_slow "$SESSION" '/skills registry' {typing_delay} + tmux send-keys -t "$SESSION" Enter + sleep {command_wait} + type_slow "$SESSION" '/skills registry hf' {typing_delay} + tmux send-keys -t "$SESSION" Enter + sleep {command_wait} + type_slow "$SESSION" '/skills add' {typing_delay} + tmux send-keys -t "$SESSION" Enter + sleep {command_wait} + tmux send-keys -t "$SESSION" Enter + sleep 0.4 + type_slow "$SESSION" '/skills search dataset viewer' {typing_delay} + tmux send-keys -t "$SESSION" Enter + sleep {command_wait} + type_slow "$SESSION" '/skills add huggingface-datasets' {typing_delay} + tmux send-keys -t "$SESSION" Enter + sleep {command_wait} + sleep {final_wait} + tmux kill-session -t "$SESSION" 2>/dev/null || true +) & + +tmux attach-session -t "$SESSION" || true +""" + + def _required_assets() -> list[Path]: return [ VENDOR_ASCIINEMA / "README.md", @@ -352,6 +439,8 @@ def _record_script(scenario: TerminalCastScenario) -> str: return _skills_direct_install_record_script(scenario) if scenario.name == "skills-slash-commands": return _skills_slash_commands_record_script(scenario) + if scenario.name == "skills-over-mcp": + return _skills_over_mcp_record_script(scenario) typing_delay = os.environ.get("FAST_AGENT_TUI_DEMO_TYPING_DELAY", "0.055") shell_delay = os.environ.get("FAST_AGENT_TUI_DEMO_SHELL_TYPING_DELAY", "0.045") @@ -396,7 +485,7 @@ def _record_script(scenario: TerminalCastScenario) -> str: tmux kill-session -t "$SESSION" 2>/dev/null || true tmux new-session -d -s "$SESSION" -x {scenario.cols} -y {scenario.rows} \\ - "DEMO_FAST_AGENT_HOME=\\$(mktemp -d) && printf '{{}}\\n' > \\\"\\$DEMO_FAST_AGENT_HOME/fast-agent.yaml\\\" && export FAST_AGENT_HOME=\\\"\\$DEMO_FAST_AGENT_HOME\\\" && DEMO_WORKDIR=\\$(mktemp -d -t fast-agent-demo.XXXXXX) && cd \\\"\\$DEMO_WORKDIR\\\" && git init -q && git config user.email docs@example.invalid && git config user.name 'Docs Demo' && printf '# Demo workspace\\n' > README.md && git add README.md && git commit -qm init && printf '\\nLocal edit\\n' >> README.md && unset ENVIRONMENT_DIR FAST_AGENT_RUNTIME_ENVIRONMENT VIRTUAL_ENV && TERM=xterm-256color COLORTERM=truecolor FORCE_COLOR=1 FAST_AGENT_KEYRING_NOTICE=0 TUI__COMPLETION_MENU_RESERVED_LINES=${{TUI__COMPLETION_MENU_RESERVED_LINES:-4}} bash --noprofile --norc" + "DEMO_FAST_AGENT_HOME=\\$(mktemp -d) && printf '{{}}\\n' > \\\"\\$DEMO_FAST_AGENT_HOME/fast-agent.yaml\\\" && export FAST_AGENT_HOME=\\\"\\$DEMO_FAST_AGENT_HOME\\\" && DEMO_WORKDIR=\\$(mktemp -d -t fast-agent-demo.XXXXXX) && cd \\\"\\$DEMO_WORKDIR\\\" && git init -q && git config user.email docs@example.invalid && git config user.name 'Docs Demo' && printf '# Demo workspace\\n' > README.md && git add README.md && git commit -qm init && printf '\\nLocal edit\\n' >> README.md && unset ENVIRONMENT_DIR FAST_AGENT_RUNTIME_ENVIRONMENT VIRTUAL_ENV NO_COLOR && TERM=xterm-256color COLORTERM=truecolor FORCE_COLOR=1 FAST_AGENT_KEYRING_NOTICE=0 TUI__COMPLETION_MENU_RESERVED_LINES=${{TUI__COMPLETION_MENU_RESERVED_LINES:-4}} bash --noprofile --norc" tmux set-option -t "$SESSION" status off >/dev/null ( @@ -479,6 +568,8 @@ def _is_terminal_teardown_event(line: str) -> bool: or "[detached" in output or "\x1b[?1049l" in output or "\u001b[?1049l" in output + or "\x1b[H\x1b[2J" in output + or "\u001b[H\u001b[2J" in output ) diff --git a/src/fast_agent/commands/command_catalog.py b/src/fast_agent/commands/command_catalog.py index 77da19735..be0b5eb0b 100644 --- a/src/fast_agent/commands/command_catalog.py +++ b/src/fast_agent/commands/command_catalog.py @@ -169,7 +169,7 @@ class CommandSpec: action="registry", aliases=("source",), help="Set the skills registry", - usage="/skills registry []", + usage="/skills registry []", examples=("/skills registry",), arguments=( CommandArgumentSpec( diff --git a/src/fast_agent/commands/handlers/mcp_runtime.py b/src/fast_agent/commands/handlers/mcp_runtime.py index 9ffbe5be7..1bb915127 100644 --- a/src/fast_agent/commands/handlers/mcp_runtime.py +++ b/src/fast_agent/commands/handlers/mcp_runtime.py @@ -254,7 +254,9 @@ async def _resolve_configured_server_alias( return candidate if candidate in configured_names else None -def _format_added_summary(tools_added_count: int, prompts_added_count: int) -> Text: +def _format_added_summary( + tools_added_count: int, prompts_added_count: int, skills_count: int | None = None +) -> Text: tool_word = "tool" if tools_added_count == 1 else "tools" prompt_word = "prompt" if prompts_added_count == 1 else "prompts" @@ -263,7 +265,13 @@ def _format_added_summary(tools_added_count: int, prompts_added_count: int) -> T summary.append(str(tools_added_count), style="bold bright_cyan") summary.append(f" {tool_word} and ", style="dim") summary.append(str(prompts_added_count), style="bold bright_cyan") - summary.append(f" {prompt_word}.", style="dim") + summary.append(f" {prompt_word}", style="dim") + if skills_count is not None: + skill_word = "skill" if skills_count == 1 else "skills" + summary.append("; ", style="dim") + summary.append(str(skills_count), style="bold bright_cyan") + summary.append(f" {skill_word} available from the server", style="dim") + summary.append(".", style="dim") return summary @@ -273,6 +281,7 @@ def _format_refreshed_summary( prompts_refreshed_count: int, tools_added_count: int, prompts_added_count: int, + skills_count: int | None = None, ) -> Text: tool_word = "tool" if tools_refreshed_count == 1 else "tools" prompt_word = "prompt" if prompts_refreshed_count == 1 else "prompts" @@ -285,7 +294,13 @@ def _format_refreshed_summary( summary.append(str(prompts_refreshed_count), style="bold bright_cyan") summary.append(f" {prompt_word} (", style="dim") summary.append(str(new_count), style="bold bright_cyan") - summary.append(" new).", style="dim") + summary.append(" new)", style="dim") + if skills_count is not None: + skill_word = "skill" if skills_count == 1 else "skills" + summary.append("; ", style="dim") + summary.append(str(skills_count), style="bold bright_cyan") + summary.append(f" {skill_word} available from the server", style="dim") + summary.append(".", style="dim") return summary @@ -1335,6 +1350,7 @@ async def emit_oauth_event(event: OAuthEvent) -> None: prompts_added = getattr(result, "prompts_added", []) tools_total = getattr(result, "tools_total", None) prompts_total = getattr(result, "prompts_total", None) + skills_total = getattr(result, "skills_total", None) warnings = getattr(result, "warnings", []) already_attached = bool(getattr(result, "already_attached", False)) @@ -1382,6 +1398,7 @@ async def emit_oauth_event(event: OAuthEvent) -> None: prompts_refreshed_count=prompts_refreshed_count, tools_added_count=tools_added_count, prompts_added_count=prompts_added_count, + skills_count=skills_total if isinstance(skills_total, int) else None, ), right_info="mcp", agent_name=agent_name, @@ -1391,6 +1408,7 @@ async def emit_oauth_event(event: OAuthEvent) -> None: _format_added_summary( tools_added_count=tools_added_count, prompts_added_count=prompts_added_count, + skills_count=skills_total if isinstance(skills_total, int) else None, ), right_info="mcp", agent_name=agent_name, @@ -1498,6 +1516,7 @@ async def handle_mcp_reconnect( prompts_added = getattr(result, "prompts_added", []) tools_total = getattr(result, "tools_total", None) prompts_total = getattr(result, "prompts_total", None) + skills_total = getattr(result, "skills_total", None) warnings = getattr(result, "warnings", []) tools_added_count = len(tools_added) @@ -1522,6 +1541,7 @@ async def handle_mcp_reconnect( prompts_refreshed_count=prompts_refreshed_count, tools_added_count=tools_added_count, prompts_added_count=prompts_added_count, + skills_count=skills_total if isinstance(skills_total, int) else None, ), right_info="mcp", agent_name=agent_name, diff --git a/src/fast_agent/commands/handlers/skills.py b/src/fast_agent/commands/handlers/skills.py index f555c64c2..460b5662d 100644 --- a/src/fast_agent/commands/handlers/skills.py +++ b/src/fast_agent/commands/handlers/skills.py @@ -4,7 +4,7 @@ import asyncio from pathlib import Path -from typing import TYPE_CHECKING, cast +from typing import TYPE_CHECKING, Any, Protocol, cast, runtime_checkable from rich.text import Text @@ -24,6 +24,12 @@ get_marketplace_url, resolve_skill_registries, ) +from fast_agent.skills.mcp_registry import ( + McpRegistrySkill, + McpSkillRegistry, + install_mcp_registry_skill, + select_mcp_registry_skill, +) from fast_agent.skills.operations import ( apply_skill_updates, check_skill_updates, @@ -57,9 +63,52 @@ from fast_agent.skills.models import SkillUpdateInfo +MCP_REGISTRY_PREFIX = "mcp://" + + +@runtime_checkable +class _McpSkillRegistryAggregator(Protocol): + async def list_mcp_skill_registries(self) -> list[McpSkillRegistry]: ... + + +@runtime_checkable +class _McpSkillRegistryAgent(Protocol): + @property + def aggregator(self) -> _McpSkillRegistryAggregator: ... + + _parse_update_argument = parse_update_argument +def _mcp_registry_source(server_name: str) -> str: + return f"{MCP_REGISTRY_PREFIX}{server_name}" + + +def _mcp_registry_server_name(source: str) -> str | None: + if not source.startswith(MCP_REGISTRY_PREFIX): + return None + server_name = source[len(MCP_REGISTRY_PREFIX) :].strip() + return server_name or None + + +async def _list_mcp_skill_registries( + ctx: CommandContext, *, agent_name: str +) -> list[McpSkillRegistry]: + agent = ctx.agent_provider._agent(agent_name) + if not isinstance(agent, _McpSkillRegistryAgent): + return [] + return await agent.aggregator.list_mcp_skill_registries() + + +def _find_mcp_registry( + registries: Sequence[McpSkillRegistry], server_name: str +) -> McpSkillRegistry | None: + for registry in registries: + if registry.server_name == server_name: + return registry + return None + + def _append_manifest_entry(content: Text, manifest: SkillManifest, index: int) -> None: entry = Text() entry.append(f"[{index:2}] ", style="dim cyan") @@ -392,11 +441,12 @@ async def handle_list_skills(ctx: CommandContext, *, agent_name: str) -> Command async def handle_set_skills_registry( - ctx: CommandContext, *, argument: str | None + ctx: CommandContext, *, agent_name: str, argument: str | None ) -> CommandOutcome: outcome = CommandOutcome() settings = ctx.resolve_settings() configured_urls = resolve_skill_registries(settings) + mcp_registries = await _list_mcp_skill_registries(ctx, agent_name=agent_name) if not argument: current = get_marketplace_url(settings) @@ -404,7 +454,12 @@ async def handle_set_skills_registry( configured_displays = [ format_marketplace_display_url(reg_url) for reg_url in configured_urls ] - current_in_configured = current_display in configured_displays + mcp_displays = [registry.display_name for registry in mcp_registries] + current_mcp_server = _mcp_registry_server_name(current) + current_in_configured = current_display in configured_displays or ( + current_mcp_server is not None + and _find_mcp_registry(mcp_registries, current_mcp_server) is not None + ) content = Text() if not current_in_configured: current_line = Text() @@ -423,28 +478,67 @@ async def handle_set_skills_registry( index=index, is_current=display == current_display, ) + if mcp_displays: + if configured_displays: + content.append("\n") + content.append_text(Text("MCP registries:", style="dim")) + content.append("\n") + offset = len(configured_displays) + for index, registry in enumerate(mcp_registries, offset + 1): + _append_registry_entry( + content, + display_url=registry.display_name, + index=index, + is_current=current_mcp_server == registry.server_name, + ) content.append("\n") - content.append_text(Text("Usage: /skills registry ", style="dim")) + content.append_text( + Text("Usage: /skills registry ", style="dim") + ) outcome.add_message(content, right_info="skills") return outcome arg = str(argument).strip() + selected_mcp: McpSkillRegistry | None = None if arg.isdigit(): index = int(arg) - if not configured_urls: + combined_count = len(configured_urls) + len(mcp_registries) + if combined_count == 0: outcome.add_message("No registries configured.", channel="warning") return outcome if 1 <= index <= len(configured_urls): url = configured_urls[index - 1] + elif len(configured_urls) < index <= combined_count: + selected_mcp = mcp_registries[index - len(configured_urls) - 1] + url = _mcp_registry_source(selected_mcp.server_name) else: outcome.add_message( - f"Invalid registry number. Use 1-{len(configured_urls)}.", + f"Invalid registry number. Use 1-{combined_count}.", channel="warning", ) return outcome else: - url = arg + explicit_mcp_server = _mcp_registry_server_name(arg) or arg + selected_mcp = _find_mcp_registry(mcp_registries, explicit_mcp_server) + url = _mcp_registry_source(selected_mcp.server_name) if selected_mcp is not None else arg + + if selected_mcp is not None: + skills_settings = getattr(settings, "skills", None) + if skills_settings is not None: + skills_settings.marketplace_url = url + + content = Text() + content.append_text( + Text( + f"Registry set to: {selected_mcp.display_name}", + style="green", + ) + ) + content.append("\n") + content.append_text(Text(f"Skills discovered: {len(selected_mcp.skills)}", style="dim")) + outcome.add_message(content, right_info="skills") + return outcome try: marketplace, resolved_url = await fetch_marketplace_skills_with_source(url) @@ -491,6 +585,49 @@ async def handle_list_marketplace_skills( outcome = CommandOutcome() marketplace_url = get_marketplace_url(ctx.resolve_settings()) + mcp_server_name = _mcp_registry_server_name(marketplace_url) + if mcp_server_name is not None: + mcp_registries = await _list_mcp_skill_registries(ctx, agent_name=agent_name) + mcp_registry = _find_mcp_registry(mcp_registries, mcp_server_name) + if mcp_registry is None: + outcome.add_message( + f"MCP skill registry is not available: {mcp_server_name}", + channel="error", + ) + return outcome + marketplace: Sequence[McpRegistrySkill] = mcp_registry.skills + if query and query.strip(): + query_lower = query.strip().lower() + marketplace = [ + skill + for skill in marketplace + if query_lower in skill.name.lower() + or query_lower in (skill.description or "").lower() + ] + if not marketplace: + outcome.add_message("No skills found in the MCP registry.", channel="warning") + return outcome + content = Text() + heading = f"MCP skills from {mcp_registry.display_name}:" + if query and query.strip(): + heading = f"MCP skills from {mcp_registry.display_name} (search: {query.strip()}):" + append_heading(content, heading) + content.append_text(_format_marketplace_skills(marketplace)) + outcome.add_message(content, right_info="skills", agent_name=agent_name) + outcome.add_message( + SKILLS_ADD_HINT_SLASH, + channel="info", + right_info="skills", + agent_name=agent_name, + ) + outcome.add_message( + "Search with `/skills search `.", + channel="info", + right_info="skills", + agent_name=agent_name, + ) + return outcome + try: marketplace = await fetch_marketplace_skills(marketplace_url) except Exception as exc: # noqa: BLE001 @@ -562,6 +699,75 @@ async def handle_add_skill( managed_skills_dir = management_scope.managed_directory selection = argument marketplace_url = get_marketplace_url(ctx.resolve_settings()) + mcp_server_name = _mcp_registry_server_name(marketplace_url) + + if mcp_server_name is not None: + agent = ctx.agent_provider._agent(agent_name) + if not isinstance(agent, _McpSkillRegistryAgent): + outcome.add_message("This agent does not expose MCP skill registries.", channel="error") + return outcome + mcp_registries = await agent.aggregator.list_mcp_skill_registries() + mcp_registry = _find_mcp_registry(mcp_registries, mcp_server_name) + if mcp_registry is None: + outcome.add_message( + f"MCP skill registry is not available: {mcp_server_name}", + channel="error", + ) + return outcome + + if not selection: + content = Text() + append_heading(content, f"MCP skills from {mcp_registry.display_name}:") + content.append_text(_format_marketplace_skills(mcp_registry.skills)) + if not interactive: + outcome.add_message(content, right_info="skills", agent_name=agent_name) + outcome.add_message( + SKILLS_ADD_HINT_SLASH, + channel="info", + right_info="skills", + agent_name=agent_name, + ) + outcome.add_message( + "Change registry with `/skills registry`.", + channel="info", + right_info="skills", + agent_name=agent_name, + ) + return outcome + + await ctx.io.emit( + CommandMessage(text=content, right_info="skills", agent_name=agent_name) + ) + selection = await ctx.io.prompt_selection( + "Install skill by number or name (empty to cancel): ", + options=[skill.name for skill in mcp_registry.skills], + allow_cancel=True, + ) + if selection is None: + return outcome + + mcp_skill = select_mcp_registry_skill(mcp_registry.skills, selection) + if mcp_skill is None: + outcome.add_message(f"Skill not found: {selection}", channel="error") + return outcome + + try: + install_path = await install_mcp_registry_skill( + cast("Any", agent.aggregator), + mcp_skill, + destination_root=managed_skills_dir, + ) + except Exception as exc: # noqa: BLE001 + outcome.add_message(f"Failed to install skill: {exc}", channel="error") + return outcome + + outcome.add_message( + _format_install_result(mcp_skill.name, install_path), + right_info="skills", + agent_name=agent_name, + ) + await _refresh_agent_skills(ctx, agent_name) + return outcome if selection: try: @@ -835,7 +1041,7 @@ async def handle_skills_command( if normalized in {"add", "install"}: return await handle_add_skill(ctx, agent_name=agent_name, argument=argument) if normalized in {"registry", "source"}: - return await handle_set_skills_registry(ctx, argument=argument) + return await handle_set_skills_registry(ctx, agent_name=agent_name, argument=argument) if normalized in {"remove", "rm", "delete", "uninstall"}: return await handle_remove_skill(ctx, agent_name=agent_name, argument=argument) if normalized in {"update", "refresh", "upgrade"}: diff --git a/src/fast_agent/mcp/mcp_aggregator.py b/src/fast_agent/mcp/mcp_aggregator.py index cbfa77dd1..31879c05d 100644 --- a/src/fast_agent/mcp/mcp_aggregator.py +++ b/src/fast_agent/mcp/mcp_aggregator.py @@ -77,6 +77,11 @@ from fast_agent.mcp.tool_execution_handler import NoOpToolExecutionHandler, ToolExecutionHandler from fast_agent.mcp.tool_permission_handler import NoOpToolPermissionHandler, ToolPermissionHandler from fast_agent.mcp.transport_tracking import TransportSnapshot +from fast_agent.skills.mcp_registry import ( + McpSkillRegistry, + scan_mcp_skill_registry, + server_supports_mcp_skills, +) from fast_agent.ui.tool_call_ids import format_tool_call_id from fast_agent.utils.async_utils import gather_with_cancel @@ -217,6 +222,7 @@ class ServerStatus(BaseModel): session_title: str | None = None transport_channels: TransportSnapshot | None = None skybridge: SkybridgeServerConfig | None = None + mcp_skills_enabled: bool | None = None reconnect_count: int = 0 ping_interval_seconds: int | None = None ping_max_missed: int | None = None @@ -254,6 +260,7 @@ class MCPAttachResult: warnings: list[str] tools_total: int | None = None prompts_total: int | None = None + skills_total: int | None = None @dataclass(frozen=True, slots=True) @@ -759,6 +766,7 @@ async def attach_server( warnings=[], tools_total=len(existing_tool_names), prompts_total=len(existing_prompt_names), + skills_total=None, ) if attach_options.force_reconnect: @@ -803,7 +811,6 @@ async def attach_server( tools = await self._fetch_server_tools(server_name) prompts = await self._fetch_server_prompts(server_name) - async with self._tool_map_lock: for namespaced in self._server_to_tool_map.get(server_name, []): self._namespaced_tool_map.pop(namespaced.namespaced_tool_name, None) @@ -852,6 +859,7 @@ async def attach_server( warnings=list(skybridge_config.warnings), tools_total=len(tool_names), prompts_total=len(prompt_names), + skills_total=None, ) async def detach_server(self, server_name: str) -> MCPDetachResult: @@ -1128,6 +1136,27 @@ def _display_startup_state(self, total_tool_count: int, total_prompt_count: int) }, ) + def _server_implementation_version(self, server_name: str) -> str | None: + manager = self._persistent_connection_manager + if not self.connection_persistence or manager is None: + return None + server_conn = manager.running_servers.get(server_name) + if server_conn is None or server_conn.server_implementation is None: + return None + return server_conn.server_implementation.version + + async def list_mcp_skill_registries(self) -> list[McpSkillRegistry]: + registries: list[McpSkillRegistry] = [] + for server_name in self.list_attached_servers(): + registry = await scan_mcp_skill_registry( + self, + server_name, + server_version=self._server_implementation_version(server_name), + ) + if registry is not None: + registries.append(registry) + return registries + async def get_capabilities(self, server_name: str) -> ServerCapabilities | None: """Get server capabilities if available.""" if not self.connection_persistence: @@ -1434,6 +1463,7 @@ async def collect_server_status(self) -> dict[str, ServerStatus]: ping_activity_buckets: list[str] | None = None ping_activity_bucket_seconds: int | None = None ping_activity_bucket_count: int | None = None + mcp_skills_enabled: bool | None = None manager = self._persistent_connection_manager if self.connection_persistence and manager is not None: @@ -1448,6 +1478,7 @@ async def collect_server_status(self) -> dict[str, ServerStatus]: implementation_name = implementation.name implementation_version = implementation.version capabilities = server_conn.server_capabilities + mcp_skills_enabled = server_supports_mcp_skills(capabilities) client_capabilities = server_conn.client_capabilities session = server_conn.session if isinstance(session, SessionClientInfoCapable): @@ -1620,6 +1651,7 @@ async def collect_server_status(self) -> dict[str, ServerStatus]: session_title=session_title, transport_channels=transport_snapshot, skybridge=self._skybridge_configs.get(server_name), + mcp_skills_enabled=mcp_skills_enabled, reconnect_count=reconnect_count, ping_interval_seconds=ping_interval_seconds, ping_max_missed=ping_max_missed, diff --git a/src/fast_agent/skills/command_support.py b/src/fast_agent/skills/command_support.py index 35b8ebc7a..6fcc30ff2 100644 --- a/src/fast_agent/skills/command_support.py +++ b/src/fast_agent/skills/command_support.py @@ -28,6 +28,7 @@ def skills_usage_lines() -> list[str]: "- /skills add https://github.com/org/repo/blob/main/skills/example/SKILL.md", "- /skills add ./skills/example", "- /skills registry", + "- /skills registry ", ] diff --git a/src/fast_agent/skills/mcp_registry.py b/src/fast_agent/skills/mcp_registry.py new file mode 100644 index 000000000..ccd9b2c77 --- /dev/null +++ b/src/fast_agent/skills/mcp_registry.py @@ -0,0 +1,269 @@ +"""SEP-2640 Skills over MCP registry support. + +This module intentionally implements only the registry/install part of the +draft SEP: servers that advertise ``io.modelcontextprotocol/skills`` can be +used as a source for installing concrete ``skill-md`` entries into the normal +managed skills directory. +""" + +from __future__ import annotations + +import asyncio +import json +import re +import shutil +from dataclasses import dataclass +from typing import TYPE_CHECKING, Any, Iterable, Mapping, Protocol + +from mcp.types import ServerCapabilities, TextResourceContents + +from fast_agent.core.logging.logger import get_logger +from fast_agent.skills.provenance import ( + build_mcp_installed_skill_source, + compute_skill_content_fingerprint, + write_installed_skill_source, +) +from fast_agent.skills.registry import SkillRegistry + +if TYPE_CHECKING: + from pathlib import Path + + from mcp.types import ReadResourceResult + + +class McpSkillRegistryClient(Protocol): + async def get_capabilities(self, server_name: str) -> ServerCapabilities | None: ... + + async def get_resource( + self, resource_uri: str, *, server_name: str | None = None + ) -> "ReadResourceResult": ... + + +class McpSkillRegistryStatusClient(McpSkillRegistryClient, Protocol): + async def collect_server_status(self) -> Mapping[str, Any]: ... + + +logger = get_logger(__name__) + +SKILLS_EXTENSION = "io.modelcontextprotocol/skills" +INDEX_URI = "skill://index.json" +MAX_INDEX_BYTES = 1_048_576 +MAX_SKILL_MD_BYTES = 262_144 + + +@dataclass(frozen=True) +class McpRegistrySkill: + name: str + description: str | None + source_url: str + server_name: str + server_version: str | None = None + + @property + def install_dir_name(self) -> str: + return self.name + + +@dataclass(frozen=True) +class McpSkillRegistry: + server_name: str + server_version: str | None + skills: list[McpRegistrySkill] + + @property + def display_name(self) -> str: + version = f"@{self.server_version}" if self.server_version else "" + return f"mcp-server {self.server_name}{version}" + + +def server_supports_mcp_skills(capabilities: ServerCapabilities | None) -> bool: + if capabilities is None: + return False + extras = capabilities.model_extra or {} + extensions = extras.get("extensions") + if not isinstance(extensions, Mapping): + return False + return SKILLS_EXTENSION in extensions + + +async def scan_mcp_skill_registry( + aggregator: McpSkillRegistryClient, + server_name: str, + *, + server_version: str | None = None, +) -> McpSkillRegistry | None: + capabilities = await aggregator.get_capabilities(server_name) + if not server_supports_mcp_skills(capabilities): + return None + + try: + result = await aggregator.get_resource(INDEX_URI, server_name=server_name) + except Exception as exc: # noqa: BLE001 - optional index; registry simply has no entries. + logger.debug( + "SEP-2640 skills index unavailable", + data={"server": server_name, "error": str(exc)}, + ) + return McpSkillRegistry(server_name=server_name, server_version=server_version, skills=[]) + + entries = _parse_index(result, server_name) + skills: list[McpRegistrySkill] = [] + for entry in entries: + if entry.get("type") != "skill-md": + continue + name = entry.get("name") + url = entry.get("url") + description = entry.get("description") + if not isinstance(name, str) or not name.strip(): + logger.warning("MCP skill entry missing name", data={"server": server_name}) + continue + if not isinstance(url, str) or not url.strip(): + logger.warning("MCP skill entry missing url", data={"server": server_name}) + continue + if url.lower().startswith("file://"): + logger.warning( + "Rejecting file:// MCP skill URL", + data={"server": server_name, "url": url}, + ) + continue + skills.append( + McpRegistrySkill( + name=name.strip(), + description=description.strip() if isinstance(description, str) else None, + source_url=url.strip(), + server_name=server_name, + server_version=server_version, + ) + ) + return McpSkillRegistry(server_name=server_name, server_version=server_version, skills=skills) + + +async def list_mcp_skill_registries( + aggregator: McpSkillRegistryStatusClient, server_names: Iterable[str] +) -> list[McpSkillRegistry]: + registries: list[McpSkillRegistry] = [] + for server_name in server_names: + server_version = await _server_version(aggregator, server_name) + registry = await scan_mcp_skill_registry( + aggregator, server_name, server_version=server_version + ) + if registry is not None: + registries.append(registry) + return registries + + +async def install_mcp_registry_skill( + aggregator: McpSkillRegistryClient, + skill: McpRegistrySkill, + *, + destination_root: Path, +) -> Path: + result = await aggregator.get_resource(skill.source_url, server_name=skill.server_name) + skill_text = _first_text(result) + if not skill_text: + raise ValueError(f"MCP skill resource returned no text content: {skill.source_url}") + if len(skill_text.encode("utf-8")) > MAX_SKILL_MD_BYTES: + raise ValueError(f"MCP skill SKILL.md exceeds size limit: {skill.source_url}") + + manifest, parse_error = SkillRegistry.parse_manifest_text(skill_text) + if manifest is None: + raise ValueError(f"Failed to parse MCP skill manifest: {parse_error}") + if manifest.name != skill.name: + raise ValueError( + f"MCP skill index name '{skill.name}' does not match manifest name '{manifest.name}'" + ) + + install_dir = destination_root.resolve() / _safe_install_dir_name(skill.name) + if install_dir.exists(): + raise FileExistsError(f"Skill already exists: {install_dir}") + + try: + install_dir.mkdir(parents=True, exist_ok=False) + (install_dir / "SKILL.md").write_text(skill_text, encoding="utf-8") + fingerprint = compute_skill_content_fingerprint(install_dir) + write_installed_skill_source( + install_dir, + build_mcp_installed_skill_source( + server_name=skill.server_name, + server_version=skill.server_version, + skill_uri=skill.source_url, + fingerprint=fingerprint, + ), + ) + except Exception: + if install_dir.exists(): + shutil.rmtree(install_dir) + raise + return install_dir + + +def select_mcp_registry_skill( + entries: Iterable[McpRegistrySkill], + selector: str, +) -> McpRegistrySkill | None: + selector_clean = selector.strip() + if not selector_clean: + return None + entries_list = list(entries) + if selector_clean.isdigit(): + index = int(selector_clean) + if 1 <= index <= len(entries_list): + return entries_list[index - 1] + return None + selector_lower = selector_clean.lower() + for entry in entries_list: + if entry.name.lower() == selector_lower: + return entry + return None + + +async def _server_version( + aggregator: McpSkillRegistryStatusClient, server_name: str +) -> str | None: + status_map = await aggregator.collect_server_status() + status = status_map.get(server_name) + if status is None: + return None + return status.implementation_version + + +def _parse_index(result: "ReadResourceResult", server_name: str) -> list[dict[str, Any]]: + text = _first_text(result) + if not text: + return [] + if len(text.encode("utf-8")) > MAX_INDEX_BYTES: + logger.warning( + "MCP skill index exceeds size limit", + data={"server": server_name, "limit": MAX_INDEX_BYTES}, + ) + return [] + try: + parsed = json.loads(text) + except Exception as exc: # noqa: BLE001 + logger.warning( + "Failed to parse MCP skill index", + data={"server": server_name, "error": str(exc)}, + ) + return [] + skills = parsed.get("skills") if isinstance(parsed, dict) else None + if not isinstance(skills, list): + return [] + return [entry for entry in skills if isinstance(entry, dict)] + + +def _first_text(result: "ReadResourceResult") -> str | None: + for item in result.contents: + if isinstance(item, TextResourceContents): + return item.text + return None + + +def _safe_install_dir_name(name: str) -> str: + if not re.fullmatch(r"[A-Za-z0-9][A-Za-z0-9_.-]*", name): + raise ValueError(f"Invalid MCP skill name for local install: {name}") + return name + + +def scan_mcp_skill_registry_sync( + aggregator: McpSkillRegistryClient, server_name: str +) -> McpSkillRegistry | None: + return asyncio.run(scan_mcp_skill_registry(aggregator, server_name)) diff --git a/src/fast_agent/skills/models.py b/src/fast_agent/skills/models.py index 8e9126c13..f56d7436f 100644 --- a/src/fast_agent/skills/models.py +++ b/src/fast_agent/skills/models.py @@ -24,7 +24,7 @@ SKILL_SOURCE_SCHEMA_VERSION = 1 LOCAL_REVISION = "local" -SkillSourceOrigin = Literal["remote", "local"] +SkillSourceOrigin = Literal["remote", "local", "mcp"] SkillUpdateStatus = Literal[ "up_to_date", "update_available", @@ -55,6 +55,8 @@ class InstalledSkillSource: installed_revision: str installed_at: str content_fingerprint: str + mcp_server_name: str | None = None + mcp_server_version: str | None = None @dataclass(frozen=True) diff --git a/src/fast_agent/skills/operations.py b/src/fast_agent/skills/operations.py index 3bbb17cef..3acc5e3be 100644 --- a/src/fast_agent/skills/operations.py +++ b/src/fast_agent/skills/operations.py @@ -427,6 +427,18 @@ def _evaluate_skill_update( managed_source=source, ) + if source.source_origin == "mcp": + return SkillUpdateInfo( + index=index, + name=name, + skill_dir=skill_dir, + status="unknown_revision", + detail="source is an MCP skill registry; compare unavailable", + current_revision=source.installed_revision, + available_revision=source.installed_revision, + managed_source=source, + ) + if source.installed_commit is None and source.installed_revision == LOCAL_REVISION: return SkillUpdateInfo( index=index, diff --git a/src/fast_agent/skills/provenance.py b/src/fast_agent/skills/provenance.py index 36f9c41f7..425c81cf7 100644 --- a/src/fast_agent/skills/provenance.py +++ b/src/fast_agent/skills/provenance.py @@ -82,6 +82,10 @@ def write_installed_skill_source(skill_dir: Path, source: InstalledSkillSource) "installed_at": source.installed_at, "content_fingerprint": source.content_fingerprint, } + if source.mcp_server_name is not None: + payload["mcp_server_name"] = source.mcp_server_name + if source.mcp_server_version is not None: + payload["mcp_server_version"] = source.mcp_server_version sidecar_path.write_text( json.dumps(payload, indent=2, ensure_ascii=False, sort_keys=True) + "\n", encoding="utf-8", @@ -103,7 +107,14 @@ def get_skill_provenance(skill_dir: Path) -> SkillProvenance: ) ref_label = f"@{source.repo_ref}" if source.repo_ref else "" - if source.source_origin == "remote": + if source.source_origin == "mcp": + version = f"@{source.mcp_server_version}" if source.mcp_server_version else "" + summary = ( + "managed (mcp)" + f" • {source.mcp_server_name or source.repo_url}{version}" + f" • {source.repo_path}" + ) + elif source.source_origin == "remote": summary = ( "managed (marketplace)" f" • {source.repo_url}{ref_label}" @@ -138,6 +149,18 @@ def format_skill_provenance_details(skill_dir: Path) -> tuple[str, str | None]: return provenance.summary, None source = provenance.source + if source.source_origin == "mcp": + version = f"@{source.mcp_server_version}" if source.mcp_server_version else "" + provenance_value = ( + f"mcp-server {source.mcp_server_name or source.repo_url}{version} " + f"({source.repo_path})" + ) + installed_value = ( + f"{format_installed_at_display(source.installed_at)} " + f"revision: {format_revision_short(source.installed_revision)}" + ) + return provenance_value, installed_value + ref_label = f"@{source.repo_ref}" if source.repo_ref else "" provenance_value = f"{source.repo_url}{ref_label} ({source.repo_path})" installed_value = ( @@ -148,6 +171,10 @@ def format_skill_provenance_details(skill_dir: Path) -> tuple[str, str | None]: def parse_installed_skill_source_payload(payload: dict[str, Any]) -> InstalledSkillSource: + installed_via = payload.get("installed_via") + if installed_via == "mcp": + return _parse_mcp_installed_skill_source_payload(payload) + parsed = marketplace_source_utils.parse_installed_source_fields( payload, expected_schema_version=SKILL_SOURCE_SCHEMA_VERSION, @@ -170,6 +197,65 @@ def parse_installed_skill_source_payload(payload: dict[str, Any]) -> InstalledSk ) +def _parse_mcp_installed_skill_source_payload(payload: dict[str, Any]) -> InstalledSkillSource: + schema_version = payload.get("schema_version") + if schema_version != SKILL_SOURCE_SCHEMA_VERSION: + raise ValueError(f"unsupported schema_version: {schema_version}") + + source_origin = payload.get("source_origin") + if source_origin != "mcp": + raise ValueError("source_origin must be 'mcp'") + + repo_url = payload.get("repo_url") + if not isinstance(repo_url, str) or not repo_url.strip(): + raise ValueError("repo_url is required") + + repo_path = payload.get("repo_path") + if not isinstance(repo_path, str) or not repo_path.strip(): + raise ValueError("repo_path is required") + + source_url = payload.get("source_url") + if source_url is not None and not isinstance(source_url, str): + raise ValueError("source_url must be a string or null") + + installed_revision = payload.get("installed_revision") + if not isinstance(installed_revision, str) or not installed_revision.strip(): + raise ValueError("installed_revision is required") + + installed_at = payload.get("installed_at") + if not isinstance(installed_at, str) or not installed_at.strip(): + raise ValueError("installed_at is required") + + content_fingerprint = payload.get("content_fingerprint") + if not isinstance(content_fingerprint, str) or not content_fingerprint.startswith("sha256:"): + raise ValueError("content_fingerprint must be a sha256 fingerprint") + + server_name = payload.get("mcp_server_name") + if server_name is not None and not isinstance(server_name, str): + raise ValueError("mcp_server_name must be a string or null") + + server_version = payload.get("mcp_server_version") + if server_version is not None and not isinstance(server_version, str): + raise ValueError("mcp_server_version must be a string or null") + + return InstalledSkillSource( + schema_version=SKILL_SOURCE_SCHEMA_VERSION, + installed_via="mcp", + source_origin="mcp", + repo_url=repo_url.strip(), + repo_ref=None, + repo_path=repo_path.strip(), + source_url=source_url.strip() if isinstance(source_url, str) else None, + installed_commit=None, + installed_path_oid=None, + installed_revision=installed_revision.strip(), + installed_at=installed_at.strip(), + content_fingerprint=content_fingerprint, + mcp_server_name=server_name.strip() if isinstance(server_name, str) else None, + mcp_server_version=server_version.strip() if isinstance(server_version, str) else None, + ) + + def build_installed_skill_source( *, skill: MarketplaceSkill, @@ -195,5 +281,30 @@ def build_installed_skill_source( ) +def build_mcp_installed_skill_source( + *, + server_name: str, + server_version: str | None, + skill_uri: str, + fingerprint: str, +) -> InstalledSkillSource: + return InstalledSkillSource( + schema_version=SKILL_SOURCE_SCHEMA_VERSION, + installed_via="mcp", + source_origin="mcp", + repo_url=f"mcp://{server_name}", + repo_ref=None, + repo_path=skill_uri, + source_url=skill_uri, + installed_commit=None, + installed_path_oid=None, + installed_revision=LOCAL_REVISION, + installed_at=_iso_utc_now(), + content_fingerprint=fingerprint, + mcp_server_name=server_name, + mcp_server_version=server_version, + ) + + def _iso_utc_now() -> str: return datetime.now(UTC).replace(microsecond=0).isoformat().replace("+00:00", "Z") diff --git a/src/fast_agent/ui/mcp_display.py b/src/fast_agent/ui/mcp_display.py index 2dab006a8..64f456de3 100644 --- a/src/fast_agent/ui/mcp_display.py +++ b/src/fast_agent/ui/mcp_display.py @@ -393,6 +393,7 @@ def _format_capability_shorthand( ("Co", bool(completion_caps), False), ("Ex", bool(experimental_caps), False), ("In", _instruction_capability_state(status, template_expected=template_expected), False), + ("Sk", bool(status.mcp_skills_enabled), False), ("Ui", _skybridge_capability_state(status), False), ("Ro", bool(status.roots_configured), False), ("El", _elicitation_capability_state(status.elicitation_mode), False), @@ -1193,6 +1194,18 @@ def _render_server_calls(status: ServerStatus, *, indent: str) -> None: console.console.print(reconnect_line) +def _render_mcp_skills_hint(status: ServerStatus, *, indent: str) -> None: + if not status.mcp_skills_enabled: + return + + skills_line = Text(indent + " ") + skills_line.append( + "SEP-2640 Skills over MCP is enabled: use `/skills registry` to select them", + style=Colours.TEXT_SUCCESS, + ) + console.console.print(skills_line) + + def _render_capability_banner( tokens: list[tuple[str, str]], *, @@ -1236,6 +1249,7 @@ def _render_server_status_block( _render_server_state(status, indent=indent, template_expected=template_expected) _render_server_calls(status, indent=indent) _render_channel_summary(status, indent, total_width) + _render_mcp_skills_hint(status, indent=indent) _render_capability_banner( primary_caps + secondary_caps, indent=indent, diff --git a/src/fast_agent/ui/prompt/agent_info.py b/src/fast_agent/ui/prompt/agent_info.py index 8554f547e..9cabbfc80 100644 --- a/src/fast_agent/ui/prompt/agent_info.py +++ b/src/fast_agent/ui/prompt/agent_info.py @@ -2,6 +2,7 @@ from __future__ import annotations +from dataclasses import dataclass from typing import TYPE_CHECKING, cast from rich import print as rich_print @@ -17,6 +18,13 @@ from fast_agent.core.agent_app import AgentApp +@dataclass(frozen=True, slots=True) +class AgentSurfaceCounts: + server_count: int = 0 + tool_count: int = 0 + prompt_count: int = 0 + resource_count: int = 0 + async def display_agent_info( agent_name: str, @@ -74,21 +82,21 @@ async def _build_standard_agent_info_parts(agent: AgentProtocol) -> list[str]: content_parts.append(f"{child_count:,}[dim] {child_word}[/dim]") server_count = _server_count_for_agent(agent) - tool_count, prompt_count, resource_count = await _resource_counts_for_agent(agent) + counts = await _resource_counts_for_agent(agent) if server_count > 0: content_parts.append( _format_server_summary( server_count=server_count, - tool_count=tool_count, - prompt_count=prompt_count, - resource_count=resource_count, + tool_count=counts.tool_count, + prompt_count=counts.prompt_count, + resource_count=counts.resource_count, ) ) skill_count = _skill_count_for_agent(agent) if skill_count > 0: skill_word = "skill" if skill_count == 1 else "skills" - content_parts.append(f"{skill_count:,}[dim] {skill_word}[/dim][dim] available[/dim]") + content_parts.append(f"{skill_count:,}[dim] {skill_word} installed[/dim]") return content_parts @@ -100,7 +108,10 @@ def _server_count_for_agent(agent: AgentProtocol) -> int: return len(server_names) if server_names else 0 -async def _resource_counts_for_agent(agent: AgentProtocol) -> tuple[int, int, int]: +async def _resource_counts_for_agent(agent: AgentProtocol) -> AgentSurfaceCounts: + if isinstance(agent, McpAgentProtocol): + return await _mcp_server_resource_counts(agent) + tools_result = await agent.list_tools() tool_count = len(tools_result.tools) @@ -109,7 +120,28 @@ async def _resource_counts_for_agent(agent: AgentProtocol) -> tuple[int, int, in prompts_dict = await agent.list_prompts() prompt_count = sum(len(prompts) for prompts in prompts_dict.values()) if prompts_dict else 0 - return tool_count, prompt_count, resource_count + return AgentSurfaceCounts( + tool_count=tool_count, + prompt_count=prompt_count, + resource_count=resource_count, + ) + + +async def _mcp_server_resource_counts(agent: McpAgentProtocol) -> AgentSurfaceCounts: + """Count MCP server surfaces without local runtime or child-agent tools.""" + tools_result = await agent.aggregator.list_tools() + tool_count = len(tools_result.tools) + + resources_dict = await agent.aggregator.list_resources() + resource_count = sum(len(resources) for resources in resources_dict.values()) if resources_dict else 0 + + prompts_dict = await agent.aggregator.list_prompts() + prompt_count = sum(len(prompts) for prompts in prompts_dict.values()) if prompts_dict else 0 + return AgentSurfaceCounts( + tool_count=tool_count, + prompt_count=prompt_count, + resource_count=resource_count, + ) def _format_server_summary( @@ -266,14 +298,15 @@ async def _display_child_agent_info( ) -> None: del agent_provider try: - server_count, tool_count, prompt_count, resource_count = await _child_agent_counts(child_agent) + counts = await _child_agent_counts(child_agent) + server_count = counts.server_count if server_count > 0: rich_print( f"[dim] {prefix} [/dim][blue]{child_agent.name}[/blue][dim]:[/dim] " f"{server_count:,}[dim] MCP {'Server' if server_count == 1 else 'Servers'}, [/dim]" - f"{tool_count:,}[dim] {'tool' if tool_count == 1 else 'tools'}, [/dim]" - f"{resource_count:,}[dim] {'resource' if resource_count == 1 else 'resources'}, [/dim]" - f"{prompt_count:,}[dim] {'prompt' if prompt_count == 1 else 'prompts'} available[/dim]" + f"{counts.tool_count:,}[dim] {'tool' if counts.tool_count == 1 else 'tools'}, [/dim]" + f"{counts.resource_count:,}[dim] {'resource' if counts.resource_count == 1 else 'resources'}, [/dim]" + f"{counts.prompt_count:,}[dim] {'prompt' if counts.prompt_count == 1 else 'prompts'} available[/dim]" ) return rich_print(f"[dim] {prefix} [/dim][blue]{child_agent.name}[/blue][dim]: No MCP Servers[/dim]") @@ -281,11 +314,18 @@ async def _display_child_agent_info( rich_print(f"[dim] {prefix} [/dim][blue]{child_agent.name}[/blue]") -async def _child_agent_counts(child_agent: AgentProtocol) -> tuple[int, int, int, int]: +async def _child_agent_counts(child_agent: AgentProtocol) -> AgentSurfaceCounts: server_count = 0 if isinstance(child_agent, McpAgentProtocol): server_names = child_agent.aggregator.server_names server_count = len(server_names) if server_names else 0 + counts = await _mcp_server_resource_counts(child_agent) + return AgentSurfaceCounts( + server_count=server_count, + tool_count=counts.tool_count, + prompt_count=counts.prompt_count, + resource_count=counts.resource_count, + ) tools_result = await child_agent.list_tools() tool_count = len(tools_result.tools) @@ -295,4 +335,9 @@ async def _child_agent_counts(child_agent: AgentProtocol) -> tuple[int, int, int prompts_dict = await child_agent.list_prompts() prompt_count = sum(len(prompts) for prompts in prompts_dict.values()) if prompts_dict else 0 - return server_count, tool_count, prompt_count, resource_count + return AgentSurfaceCounts( + server_count=server_count, + tool_count=tool_count, + prompt_count=prompt_count, + resource_count=resource_count, + ) diff --git a/src/fast_agent/ui/prompt/completer.py b/src/fast_agent/ui/prompt/completer.py index 5eb735b53..aa54fff31 100644 --- a/src/fast_agent/ui/prompt/completer.py +++ b/src/fast_agent/ui/prompt/completer.py @@ -545,7 +545,7 @@ def _complete_local_skill_names( ) def _complete_skill_registries(self, partial: str): - """Generate completions for configured skills registries.""" + """Generate completions for configured and MCP-backed skills registries.""" from fast_agent.skills.configuration import ( format_marketplace_display_url, resolve_skill_registries, @@ -557,6 +557,64 @@ def _complete_skill_registries(self, partial: str): configured_urls=configured_urls, display_formatter=format_marketplace_display_url, ) + yield from self._complete_mcp_skill_registries(partial, offset=len(configured_urls)) + + def _complete_mcp_skill_registries(self, partial: str, *, offset: int = 0): + """Generate completions for live MCP skill registries.""" + cache_key = ( + "mcp_skill_registries", + self.current_agent, + partial, + offset, + ) + cached = self._completion_cache_get(cache_key) + if cached is not None: + yield from cached + return + + choices = self._run_async_completion(self._list_mcp_skill_registry_choices()) or [] + partial_lower = partial.lower() + include_numbers = not partial or partial.isdigit() + include_servers = bool(partial) and not partial.isdigit() + completions: list[Completion] = [] + + for index, (server_name, display, skill_count) in enumerate(choices, offset + 1): + skill_word = "skill" if skill_count == 1 else "skills" + meta = f"{display} ({skill_count:,} {skill_word})" + index_text = str(index) + if include_numbers and index_text.startswith(partial): + completions.append( + Completion( + index_text, + start_position=-len(partial), + display=index_text, + display_meta=meta, + ) + ) + if include_servers: + if partial_lower.startswith("mcp://"): + source = f"mcp://{server_name}" + if source.lower().startswith(partial_lower): + completions.append( + Completion( + source, + start_position=-len(partial), + display=server_name, + display_meta=meta, + ) + ) + elif server_name.lower().startswith(partial_lower): + completions.append( + Completion( + server_name, + start_position=-len(partial), + display=server_name, + display_meta=meta, + ) + ) + + self._completion_cache_put(cache_key, completions) + yield from completions def _complete_registry_urls( self, @@ -1265,6 +1323,37 @@ async def _list_server_resource_uris(self, server_name: str) -> list[str]: uris = result.get(server_name, []) if isinstance(result, dict) else [] return [str(uri) for uri in uris] + async def _list_mcp_skill_registry_choices(self) -> list[tuple[str, str, int]]: + agent = self._current_agent_object() + if agent is None: + return [] + + aggregator = getattr(agent, "aggregator", None) + list_registries = getattr(aggregator, "list_mcp_skill_registries", None) + if not callable(list_registries): + return [] + + try: + registries = await list_registries() + except Exception: + return [] + + choices: list[tuple[str, str, int]] = [] + for registry in registries: + server_name = getattr(registry, "server_name", None) + if not isinstance(server_name, str) or not server_name: + continue + display_name = getattr(registry, "display_name", None) + display = display_name if isinstance(display_name, str) else f"mcp-server {server_name}" + skills = getattr(registry, "skills", ()) + try: + skill_count = len(skills) + except TypeError: + skill_count = 0 + choices.append((server_name, display, skill_count)) + + return sorted(choices, key=lambda choice: choice[0].lower()) + async def _list_server_resource_templates(self, server_name: str) -> list[ResourceTemplate]: agent = self._current_agent_object() if agent is None: diff --git a/tests/unit/fast_agent/commands/test_command_discovery.py b/tests/unit/fast_agent/commands/test_command_discovery.py index 7bad57b1b..f5dbc073a 100644 --- a/tests/unit/fast_agent/commands/test_command_discovery.py +++ b/tests/unit/fast_agent/commands/test_command_discovery.py @@ -29,7 +29,7 @@ def test_render_command_detail_markdown_contains_registry_action() -> None: assert rendered is not None assert "`registry`" in rendered - assert "/skills registry []" in rendered + assert "/skills registry []" in rendered def test_render_commands_json_detail_has_schema_version() -> None: diff --git a/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py b/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py new file mode 100644 index 000000000..c744e9513 --- /dev/null +++ b/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py @@ -0,0 +1,91 @@ +from __future__ import annotations + +import pytest + +from fast_agent.commands.context import ( + CommandContext, + NonInteractiveCommandIOBase, + StaticAgentProvider, +) +from fast_agent.commands.handlers.skills import ( + handle_list_marketplace_skills, + handle_set_skills_registry, +) +from fast_agent.config import Settings, SkillsSettings +from fast_agent.skills.mcp_registry import McpRegistrySkill, McpSkillRegistry + + +class _Aggregator: + async def list_mcp_skill_registries(self) -> list[McpSkillRegistry]: + return [ + McpSkillRegistry( + server_name="hf", + server_version="1.2.3", + skills=[ + McpRegistrySkill( + name="hub-search", + description="Search the Hub", + source_url="skill://hub-search/SKILL.md", + server_name="hf", + server_version="1.2.3", + ) + ], + ) + ] + + +class _Agent: + aggregator = _Aggregator() + + +def _ctx(settings: Settings) -> CommandContext: + return CommandContext( + agent_provider=StaticAgentProvider({"main": _Agent()}), + current_agent_name="main", + io=NonInteractiveCommandIOBase(), + settings=settings, + ) + + +def _plain(message: object) -> str: + value = getattr(message, "plain", None) + return value if isinstance(value, str) else str(message) + + +@pytest.mark.asyncio +async def test_skills_registry_lists_mcp_servers() -> None: + settings = Settings( + skills=SkillsSettings(marketplace_urls=["https://github.com/example/skills"]) + ) + + outcome = await handle_set_skills_registry(_ctx(settings), agent_name="main", argument=None) + + rendered = "\n".join(_plain(message.text) for message in outcome.messages) + assert "https://github.com/example/skills" in rendered + assert "MCP registries:" in rendered + assert "mcp-server hf@1.2.3" in rendered + + +@pytest.mark.asyncio +async def test_skills_registry_can_select_mcp_server_by_name() -> None: + settings = Settings() + + outcome = await handle_set_skills_registry(_ctx(settings), agent_name="main", argument="hf") + + rendered = "\n".join(_plain(message.text) for message in outcome.messages) + assert settings.skills.marketplace_url == "mcp://hf" + assert "Registry set to: mcp-server hf@1.2.3" in rendered + assert "Skills discovered: 1" in rendered + + +@pytest.mark.asyncio +async def test_skills_available_uses_selected_mcp_registry() -> None: + settings = Settings(skills=SkillsSettings(marketplace_url="mcp://hf")) + + outcome = await handle_list_marketplace_skills( + _ctx(settings), agent_name="main", query=None + ) + + rendered = "\n".join(_plain(message.text) for message in outcome.messages) + assert "MCP skills from mcp-server hf@1.2.3" in rendered + assert "hub-search" in rendered diff --git a/tests/unit/fast_agent/skills/test_mcp_registry.py b/tests/unit/fast_agent/skills/test_mcp_registry.py new file mode 100644 index 000000000..c36d64790 --- /dev/null +++ b/tests/unit/fast_agent/skills/test_mcp_registry.py @@ -0,0 +1,130 @@ +from __future__ import annotations + +import json + +import pytest +from mcp.types import ReadResourceResult, ServerCapabilities, TextResourceContents +from pydantic import AnyUrl + +from fast_agent.skills.mcp_registry import ( + INDEX_URI, + McpRegistrySkill, + install_mcp_registry_skill, + scan_mcp_skill_registry, + server_supports_mcp_skills, +) +from fast_agent.skills.provenance import read_installed_skill_source + + +def _text(uri: str, body: str) -> ReadResourceResult: + return ReadResourceResult( + contents=[TextResourceContents(uri=AnyUrl(uri), mimeType="text/plain", text=body)] + ) + + +class _Aggregator: + def __init__(self, *, capabilities: ServerCapabilities, responses: dict[str, str]) -> None: + self.capabilities = capabilities + self.responses = responses + + async def get_capabilities(self, server_name: str) -> ServerCapabilities: + del server_name + return self.capabilities + + async def get_resource( + self, resource_uri: str, *, server_name: str | None = None + ) -> ReadResourceResult: + del server_name + return _text(resource_uri, self.responses[resource_uri]) + + +def _skills_capabilities() -> ServerCapabilities: + return ServerCapabilities.model_validate( + {"extensions": {"io.modelcontextprotocol/skills": {}}} + ) + + +def test_server_supports_mcp_skills_from_extensions_extra() -> None: + assert server_supports_mcp_skills(_skills_capabilities()) + assert not server_supports_mcp_skills(ServerCapabilities()) + + +@pytest.mark.asyncio +async def test_scan_mcp_skill_registry_requires_capability() -> None: + index = json.dumps( + { + "skills": [ + { + "type": "skill-md", + "name": "demo", + "description": "Demo skill", + "url": "skill://demo/SKILL.md", + } + ] + } + ) + aggregator = _Aggregator(capabilities=ServerCapabilities(), responses={INDEX_URI: index}) + + assert await scan_mcp_skill_registry(aggregator, "demo") is None + + +@pytest.mark.asyncio +async def test_scan_mcp_skill_registry_reads_skill_md_entries_only() -> None: + index = json.dumps( + { + "skills": [ + { + "type": "skill-md", + "name": "demo", + "description": "Demo skill", + "url": "skill://demo/SKILL.md", + }, + { + "type": "mcp-resource-template", + "description": "Template", + "url": "skill://docs/{product}/SKILL.md", + }, + ] + } + ) + aggregator = _Aggregator(capabilities=_skills_capabilities(), responses={INDEX_URI: index}) + + registry = await scan_mcp_skill_registry(aggregator, "hf", server_version="1.2.3") + + assert registry is not None + assert registry.server_name == "hf" + assert registry.server_version == "1.2.3" + assert [skill.name for skill in registry.skills] == ["demo"] + assert registry.skills[0].source_url == "skill://demo/SKILL.md" + + +@pytest.mark.asyncio +async def test_install_mcp_registry_skill_writes_provenance(tmp_path) -> None: + skill_text = "---\nname: demo\ndescription: Demo skill\n---\nBody\n" + skill = McpRegistrySkill( + name="demo", + description="Demo skill", + source_url="skill://demo/SKILL.md", + server_name="hf", + server_version="1.2.3", + ) + aggregator = _Aggregator( + capabilities=_skills_capabilities(), + responses={"skill://demo/SKILL.md": skill_text}, + ) + + install_dir = await install_mcp_registry_skill( + aggregator, + skill, + destination_root=tmp_path, + ) + + assert (install_dir / "SKILL.md").read_text(encoding="utf-8") == skill_text + source, error = read_installed_skill_source(install_dir) + assert error is None + assert source is not None + assert source.installed_via == "mcp" + assert source.source_origin == "mcp" + assert source.mcp_server_name == "hf" + assert source.mcp_server_version == "1.2.3" + assert source.source_url == "skill://demo/SKILL.md" diff --git a/tests/unit/fast_agent/ui/test_agent_completer.py b/tests/unit/fast_agent/ui/test_agent_completer.py index db2d6867f..e7b73f148 100644 --- a/tests/unit/fast_agent/ui/test_agent_completer.py +++ b/tests/unit/fast_agent/ui/test_agent_completer.py @@ -28,6 +28,7 @@ from fast_agent.llm.reasoning_effort import ReasoningEffortSetting, ReasoningEffortSpec from fast_agent.mcp.prompt_message_extended import PromptMessageExtended from fast_agent.session import get_session_manager, reset_session_manager +from fast_agent.skills.mcp_registry import McpRegistrySkill, McpSkillRegistry from fast_agent.skills.models import ( DEFAULT_SKILL_REGISTRIES, InstalledSkillSource, @@ -173,6 +174,37 @@ def __init__(self) -> None: self.aggregator = _MentionFilteredAggregatorStub() +class _McpSkillRegistryAggregatorStub: + async def list_mcp_skill_registries(self) -> list[McpSkillRegistry]: + return [ + McpSkillRegistry( + server_name="hf", + server_version="1.2.3", + skills=[ + McpRegistrySkill( + name="datasets", + description="Work with datasets", + source_url="skill://datasets/SKILL.md", + server_name="hf", + server_version="1.2.3", + ), + McpRegistrySkill( + name="spaces", + description="Work with Spaces", + source_url="skill://spaces/SKILL.md", + server_name="hf", + server_version="1.2.3", + ), + ], + ) + ] + + +class _McpSkillRegistryAgentStub: + def __init__(self) -> None: + self.aggregator = _McpSkillRegistryAggregatorStub() + + class _HistoryAgentStub: def __init__(self, turn_count: int) -> None: self.message_history = [ @@ -1270,6 +1302,58 @@ def test_get_completions_for_skills_registry_supports_file_paths( update_global_settings(old_settings) +def test_get_completions_for_skills_registry_includes_mcp_registry() -> None: + old_settings = get_settings() + override = old_settings.model_copy( + update={ + "skills": SkillsSettings( + marketplace_urls=["https://example.com/registry-one.json"], + ) + } + ) + update_global_settings(override) + try: + completer = AgentCompleter( + agents=["agent1"], + current_agent="agent1", + agent_provider=cast("AgentApp", _ProviderStub(_McpSkillRegistryAgentStub())), + ) + doc = Document("/skills registry ", cursor_position=len("/skills registry ")) + completions = list(completer.get_completions(doc, None)) + meta_by_text = {completion.text: completion.display_meta_text for completion in completions} + + assert "1" in meta_by_text + assert meta_by_text["2"] == "mcp-server hf@1.2.3 (2 skills)" + finally: + update_global_settings(old_settings) + + +def test_get_completions_for_skills_registry_completes_mcp_server_name() -> None: + completer = AgentCompleter( + agents=["agent1"], + current_agent="agent1", + agent_provider=cast("AgentApp", _ProviderStub(_McpSkillRegistryAgentStub())), + ) + doc = Document("/skills registry h", cursor_position=len("/skills registry h")) + completions = list(completer.get_completions(doc, None)) + names = [completion.text for completion in completions] + + assert "hf" in names + + +def test_get_completions_for_skills_registry_completes_mcp_source_uri() -> None: + completer = AgentCompleter( + agents=["agent1"], + current_agent="agent1", + agent_provider=cast("AgentApp", _ProviderStub(_McpSkillRegistryAgentStub())), + ) + doc = Document("/skills registry mcp://h", cursor_position=len("/skills registry mcp://h")) + completions = list(completer.get_completions(doc, None)) + names = [completion.text for completion in completions] + + assert "mcp://hf" in names + + def test_get_completions_for_skills_update_only_managed(): with tempfile.TemporaryDirectory() as tmpdir: skills_root = Path(tmpdir) / "skills" diff --git a/tests/unit/fast_agent/ui/test_agent_info.py b/tests/unit/fast_agent/ui/test_agent_info.py new file mode 100644 index 000000000..edcfac354 --- /dev/null +++ b/tests/unit/fast_agent/ui/test_agent_info.py @@ -0,0 +1,68 @@ +from types import SimpleNamespace +from typing import TYPE_CHECKING, cast + +import pytest +from mcp.types import ListToolsResult, Tool + +from fast_agent.ui.prompt import agent_info +from fast_agent.ui.prompt.agent_info import ( + AgentSurfaceCounts, + _child_agent_counts, + _mcp_server_resource_counts, +) + +if TYPE_CHECKING: + from fast_agent.mcp.types import McpAgentProtocol + + +class _AggregatorStub: + server_names = ["hf"] + + async def list_tools(self) -> ListToolsResult: + return ListToolsResult( + tools=[ + Tool(name="hf.tool_1", inputSchema={}), + Tool(name="hf.tool_2", inputSchema={}), + ] + ) + + async def list_resources(self) -> dict[str, list[str]]: + return {"hf": ["skill://index.json", "skill://datasets/SKILL.md"]} + + async def list_prompts(self): + return {"hf": [object()]} + + +class _McpChildAgentStub: + name = "child" + aggregator = _AggregatorStub() + + +@pytest.mark.asyncio +async def test_mcp_server_resource_counts_use_aggregator_only() -> None: + agent = cast( + "McpAgentProtocol", + SimpleNamespace( + aggregator=_AggregatorStub(), + ), + ) + + assert await _mcp_server_resource_counts(agent) == AgentSurfaceCounts( + tool_count=2, + prompt_count=1, + resource_count=2, + ) + + +@pytest.mark.asyncio +async def test_child_agent_counts_keep_prompt_and_resource_order(monkeypatch: pytest.MonkeyPatch) -> None: + monkeypatch.setattr(agent_info, "McpAgentProtocol", _McpChildAgentStub) + + counts = await _child_agent_counts(cast("McpAgentProtocol", _McpChildAgentStub())) + + assert counts == AgentSurfaceCounts( + server_count=1, + tool_count=2, + prompt_count=1, + resource_count=2, + ) diff --git a/tests/unit/fast_agent/ui/test_mcp_display.py b/tests/unit/fast_agent/ui/test_mcp_display.py index 6f0f1211c..5a1b4ccce 100644 --- a/tests/unit/fast_agent/ui/test_mcp_display.py +++ b/tests/unit/fast_agent/ui/test_mcp_display.py @@ -2,6 +2,7 @@ from datetime import datetime, timedelta, timezone import pytest +from click.utils import strip_ansi from rich.console import Console from fast_agent.mcp.mcp_aggregator import ServerStatus @@ -215,6 +216,54 @@ async def test_render_mcp_status_renders_server_details_and_calls() -> None: assert "session" in output +@pytest.mark.asyncio +async def test_render_mcp_status_shows_skills_hint_above_capability_bar() -> None: + agent = _FakeAgent( + { + "skills-server": ServerStatus( + server_name="skills-server", + is_connected=True, + staleness_seconds=202, + transport="stdio", + mcp_skills_enabled=True, + transport_channels=TransportSnapshot( + activity_bucket_seconds=30, + activity_bucket_count=4, + stdio=ChannelSnapshot( + state="connected", + message_count=1, + request_count=1, + response_count=1, + notification_count=0, + activity_buckets=["request", "response"], + ), + ), + ) + }, + instruction="", + ) + + original_console = _set_console_size(width=120) + try: + with console.console.capture() as capture: + await render_mcp_status(agent, indent=" ") + output = strip_ansi(capture.get()) + finally: + _restore_console_size(original_console) + + assert "last activity:" in output + assert "last activity:" in output and "SEP-2640" in output + assert "last activity:" not in next(line for line in output.splitlines() if "SEP-2640" in line) + + lines = output.splitlines() + transport_index = next(index for index, line in enumerate(lines) if "STDIO" in line) + skills_index = next(index for index, line in enumerate(lines) if "SEP-2640" in line) + capability_index = next(index for index, line in enumerate(lines) if "─| " in line) + + assert transport_index < skills_index < capability_index + assert " Sk " in lines[capability_index] or " Sk" in lines[capability_index] + + @pytest.mark.asyncio async def test_render_mcp_status_reports_when_no_server_status_is_available() -> None: class _NoStatusAgent: From 189e64dae5b8f3e78d9861e554f01158184ee953 Mon Sep 17 00:00:00 2001 From: evalstate <1936278+evalstate@users.noreply.github.com> Date: Sat, 30 May 2026 00:39:23 +0100 Subject: [PATCH 2/9] Update skills repo pointer --- skills-repo | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/skills-repo b/skills-repo index aef036d4f..622462c15 160000 --- a/skills-repo +++ b/skills-repo @@ -1 +1 @@ -Subproject commit aef036d4f3e2cad427b2264d4aa1f06709445448 +Subproject commit 622462c15a4447fd3ccc799e6fb4de4156819957 From ce5d80f16b8026ea70d9d6d0b04d4223210a5994 Mon Sep 17 00:00:00 2001 From: evalstate <1936278+evalstate@users.noreply.github.com> Date: Sat, 30 May 2026 00:40:07 +0100 Subject: [PATCH 3/9] fix ux regression --- .../assets/social/mcp/skills-over-mcp.png | Bin 0 -> 26085 bytes docs/social_cards/contact-sheet.html | 21 ++++++++++++--- src/fast_agent/commands/handlers/skills.py | 4 ++- .../test_skills_mcp_registry_handlers.py | 25 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fast-agent social cards

Generated review sheet for committed Open Graph/Twitter images.

-
64 cards · 1200×630px target · 1000 KB max
+
65 cards · 1200×630px target · 1000 KB max
@@ -595,6 +595,21 @@

MCP Resources

+
+ Skills over MCP +
+

Skills over MCP

+
+
Source
mcp/skills-over-mcp.md
+
Output
docs/assets/social/mcp/skills-over-mcp.png
+
Badge
MCP
+
Theme
doc / protocol-lines
+
Status
ok
+
Size
1200×630 · 25 KB
+
+
+
+
MCP State Transfer
@@ -886,9 +901,9 @@

OpenRouter

- xAI / Grok + xAI
-

xAI / Grok

+

xAI

Source
models/providers/xai.md
Output
docs/assets/social/models/providers/xai.png
diff --git a/src/fast_agent/commands/handlers/skills.py b/src/fast_agent/commands/handlers/skills.py index 460b5662d..2dd6f6b2d 100644 --- a/src/fast_agent/commands/handlers/skills.py +++ b/src/fast_agent/commands/handlers/skills.py @@ -445,7 +445,9 @@ async def handle_set_skills_registry( ) -> CommandOutcome: outcome = CommandOutcome() settings = ctx.resolve_settings() - configured_urls = resolve_skill_registries(settings) + configured_urls = [ + url for url in resolve_skill_registries(settings) if _mcp_registry_server_name(url) is None + ] mcp_registries = await _list_mcp_skill_registries(ctx, agent_name=agent_name) if not argument: diff --git a/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py b/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py index c744e9513..8ff1d9305 100644 --- a/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py +++ b/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py @@ -78,6 +78,31 @@ async def test_skills_registry_can_select_mcp_server_by_name() -> None: assert "Skills discovered: 1" in rendered +@pytest.mark.asyncio +async def test_skills_registry_filters_active_mcp_source_from_configured_numbers() -> None: + settings = Settings( + skills=SkillsSettings( + marketplace_url="mcp://hf", + marketplace_urls=["https://github.com/example/skills"], + ) + ) + + list_outcome = await handle_set_skills_registry(_ctx(settings), agent_name="main", argument=None) + rendered_list = "\n".join(_plain(message.text) for message in list_outcome.messages) + + assert "https://github.com/example/skills" in rendered_list + assert "mcp://hf" not in rendered_list + assert "MCP registries:" in rendered_list + assert "mcp-server hf@1.2.3" in rendered_list + + select_outcome = await handle_set_skills_registry(_ctx(settings), agent_name="main", argument="2") + rendered_select = "\n".join(_plain(message.text) for message in select_outcome.messages) + + assert settings.skills.marketplace_url == "mcp://hf" + assert "Registry set to: mcp-server hf@1.2.3" in rendered_select + assert "Failed to load registry" not in rendered_select + + @pytest.mark.asyncio async def test_skills_available_uses_selected_mcp_registry() -> None: settings = Settings(skills=SkillsSettings(marketplace_url="mcp://hf")) From fb7ecba88eff3ec56ba5411934656631fc345ac0 Mon Sep 17 00:00:00 2001 From: evalstate <1936278+evalstate@users.noreply.github.com> Date: Sat, 30 May 2026 00:55:17 +0100 Subject: [PATCH 4/9] Restore fetchable skills submodule pointer Reset skills-repo to the commit used by main so Cloudflare can clone submodules during the docs build. --- skills-repo | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/skills-repo b/skills-repo index 622462c15..aef036d4f 160000 --- a/skills-repo +++ b/skills-repo @@ -1 +1 @@ -Subproject commit 622462c15a4447fd3ccc799e6fb4de4156819957 +Subproject commit aef036d4f3e2cad427b2264d4aa1f06709445448 From d64a757b3fb6e23f1ce221a8d23d557d9a675abd Mon Sep 17 00:00:00 2001 From: evalstate <1936278+evalstate@users.noreply.github.com> Date: Tue, 2 Jun 2026 12:48:03 +0100 Subject: [PATCH 5/9] attach_media in-line display --- .../tools/local_filesystem_runtime.py | 7 ++++++- src/fast_agent/ui/tool_display.py | 6 ++++-- .../tools/test_local_filesystem_runtime.py | 7 ++++++- .../fast_agent/ui/test_terminal_images.py | 21 +++++++++++++++++++ 4 files changed, 37 insertions(+), 4 deletions(-) diff --git a/src/fast_agent/tools/local_filesystem_runtime.py b/src/fast_agent/tools/local_filesystem_runtime.py index 7092a3293..b89802023 100644 --- a/src/fast_agent/tools/local_filesystem_runtime.py +++ b/src/fast_agent/tools/local_filesystem_runtime.py @@ -14,6 +14,8 @@ from mcp.types import CallToolResult, ContentBlock, TextContent, Tool +from fast_agent.mcp.mime_utils import is_image_mime_type +from fast_agent.mcp.tool_result_metadata import set_tool_result_media_preview from fast_agent.patch.engine import apply_patch as run_apply_patch from fast_agent.patch.errors import ApplyPatchError from fast_agent.tools.apply_patch_tool import ( @@ -517,7 +519,7 @@ async def attach_media( mode = "linked" if attached.linked else "embedded" self._pending_media_attachments.append(attached.block) - return CallToolResult( + result = CallToolResult( content=[ TextContent( type="text", @@ -529,6 +531,9 @@ async def attach_media( ], isError=False, ) + if is_image_mime_type(attached.mime_type): + set_tool_result_media_preview(result, [attached.block]) + return result async def attach_resource( self, arguments: dict[str, Any] | None = None, tool_use_id: str | None = None diff --git a/src/fast_agent/ui/tool_display.py b/src/fast_agent/ui/tool_display.py index 1ea5a59e2..dc2ea026b 100644 --- a/src/fast_agent/ui/tool_display.py +++ b/src/fast_agent/ui/tool_display.py @@ -10,6 +10,7 @@ from rich.text import Text from fast_agent.core.logging.logger import get_logger +from fast_agent.mcp.tool_result_metadata import get_tool_result_media_preview from fast_agent.tools.apply_patch_tool import extract_apply_patch_input, is_apply_patch_tool_name from fast_agent.ui import console from fast_agent.ui.apply_patch_preview import ( @@ -943,12 +944,13 @@ def show_tool_result( read_additional_message, ) post_content: RenderableType | None = None - if result.content: + image_content = get_tool_result_media_preview(result) or result.content + if image_content: from fast_agent.ui.terminal_images import render_tool_result_images post_content = render_tool_result_images( self._display.config, - result.content, + image_content, ) if has_structured: diff --git a/tests/unit/fast_agent/tools/test_local_filesystem_runtime.py b/tests/unit/fast_agent/tools/test_local_filesystem_runtime.py index 19bc6bf0a..8c8257f97 100644 --- a/tests/unit/fast_agent/tools/test_local_filesystem_runtime.py +++ b/tests/unit/fast_agent/tools/test_local_filesystem_runtime.py @@ -12,6 +12,7 @@ from fast_agent.llm.model_info import ModelInfo from fast_agent.llm.provider_types import Provider +from fast_agent.mcp.tool_result_metadata import get_tool_result_media_preview from fast_agent.tools.local_filesystem_runtime import LocalFilesystemRuntime @@ -133,6 +134,10 @@ async def test_attach_media_local_png_stages_image_content(tmp_path: Path) -> No assert result.content is not None assert isinstance(result.content[0], TextContent) assert len(result.content) == 1 + preview = get_tool_result_media_preview(result) + assert preview is not None + assert len(preview) == 1 + assert isinstance(preview[0], ImageContent) pending = runtime.consume_pending_media_attachments() assert len(pending) == 1 assert isinstance(pending[0], ImageContent) @@ -155,6 +160,7 @@ async def test_attach_media_local_pdf_stages_embedded_blob(tmp_path: Path) -> No assert result.isError is False assert result.content is not None assert len(result.content) == 1 + assert get_tool_result_media_preview(result) is None pending = runtime.consume_pending_media_attachments() assert len(pending) == 1 assert isinstance(pending[0], EmbeddedResource) @@ -567,4 +573,3 @@ def test_attach_media_tool_description_conditional() -> None: openai_tool = _tool_by_name(openai_runtime, "attach_media") assert openai_tool is not None assert "Gemini YouTube links" not in openai_tool.description - diff --git a/tests/unit/fast_agent/ui/test_terminal_images.py b/tests/unit/fast_agent/ui/test_terminal_images.py index e39f5a8db..6073aaaf7 100644 --- a/tests/unit/fast_agent/ui/test_terminal_images.py +++ b/tests/unit/fast_agent/ui/test_terminal_images.py @@ -4,6 +4,10 @@ from fast_agent.config import LoggerSettings, Settings, TerminalImageSettings from fast_agent.mcp.prompt_render import render_content_blocks +from fast_agent.mcp.tool_result_metadata import ( + get_tool_result_media_preview, + set_tool_result_media_preview, +) from fast_agent.ui.console_display import ConsoleDisplay from fast_agent.ui.terminal_images import ( extract_image_artifacts, @@ -73,6 +77,23 @@ def test_tool_result_images_render_without_console_display_state() -> None: assert render_tool_result_images(config, [_image_content()]) is not None +def test_tool_result_media_preview_is_display_only() -> None: + from mcp.types import CallToolResult + + result = CallToolResult( + content=[TextContent(type="text", text="Staged image for the next model call.")], + isError=False, + ) + + set_tool_result_media_preview(result, [_image_content()]) + + assert len(result.content) == 1 + preview = get_tool_result_media_preview(result) + assert preview is not None + assert len(preview) == 1 + assert isinstance(preview[0], ImageContent) + + def test_tool_result_image_rendering_does_not_create_console_display_state() -> None: display = ConsoleDisplay( Settings( From 575fb1df15c05dd5279cceb179d2dfad665a651c Mon Sep 17 00:00:00 2001 From: evalstate <1936278+evalstate@users.noreply.github.com> Date: Tue, 2 Jun 2026 12:48:50 +0100 Subject: [PATCH 6/9] version/lock bump --- pyproject.toml | 2 +- uv.lock | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index e83cfef9a..efa8acd75 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "fast-agent-mcp" -version = "0.7.14" +version = "0.7.15" description = "Define, Prompt and Test MCP enabled Agents and Workflows" readme = "README.md" license = { file = "LICENSE" } diff --git a/uv.lock b/uv.lock index 659a93bab..5d755e93d 100644 --- a/uv.lock +++ b/uv.lock @@ -760,7 +760,7 @@ requires-dist = [{ name = "fast-agent-mcp", editable = "." }] [[package]] name = "fast-agent-mcp" -version = "0.7.14" +version = "0.7.15" source = { editable = "." } dependencies = [ { name = "a2a-sdk" }, From 7834edfcbedc15da59ea43cad062827b9dfe3765 Mon Sep 17 00:00:00 2001 From: evalstate <1936278+evalstate@users.noreply.github.com> Date: Tue, 2 Jun 2026 15:44:01 +0100 Subject: [PATCH 7/9] sha check, .tar.gz handling, docs --- docs/docs/assets/tui/skills-over-mcp.cast | 693 +++++++++--------- docs/docs/mcp/skills-over-mcp.md | 34 +- src/fast_agent/acp/slash/handlers/skills.py | 180 +---- src/fast_agent/commands/handlers/skills.py | 241 +++++- src/fast_agent/mcp/tool_result_metadata.py | 29 + src/fast_agent/skills/mcp_registry.py | 231 +++++- src/fast_agent/skills/models.py | 3 + src/fast_agent/skills/operations.py | 2 + src/fast_agent/skills/provenance.py | 23 +- .../test_skills_mcp_registry_handlers.py | 44 ++ .../fast_agent/skills/test_mcp_registry.py | 142 +++- .../fast_agent/ui/test_agent_completer.py | 2 + 12 files changed, 1068 insertions(+), 556 deletions(-) create mode 100644 src/fast_agent/mcp/tool_result_metadata.py diff --git a/docs/docs/assets/tui/skills-over-mcp.cast b/docs/docs/assets/tui/skills-over-mcp.cast index 464056efd..82abb4b3f 100644 --- a/docs/docs/assets/tui/skills-over-mcp.cast +++ b/docs/docs/assets/tui/skills-over-mcp.cast @@ -1,341 +1,352 @@ -{"version": 2, "width": 96, "height": 22, "timestamp": 1780097741, "idle_time_limit": 1.3, "env": {"SHELL": "/bin/bash", "TERM": "xterm-256color"}, "title": "fast-agent Skills over MCP"} -[0.039987, "o", "\u001b[?1049h\u001b[22;0;0t\u001b[?1h\u001b=\u001b[H\u001b[2J\u001b[?12l\u001b[?25h\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[?1006l\u001b[?1005l\u001b[?2004h\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[?1006l\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[1;1H\u001b[1;22r\u001b[c\u001b[>c\u001b[>q\u001b]10;?\u001b\\\u001b]11;?\u001b\\\u001b[1;11H\u001b[?25l\u001b[Hbash-5.2$ \u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[?12l\u001b[?25h\u001b[1;11H"] -[0.040709, "o", "\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[?1006l\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[1;1H\u001b[1;22r\u001b[1;11H\u001b[?25l\u001b[Hbash-5.2$ 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-[2.311958, "o", "h"] -[2.353442, "o", "\r\n"] -[3.803166, "o", "\u001b[?25l\u001b[?12l\u001b[?25h\u001b[?25l"] -[4.067177, "o", "\u001b[?12l\u001b[?25h"] -[4.096017, "o", "\u001b[2mUse \u001b[32m'/'\u001b[39m for commands, \u001b[32m'!'\u001b[39m for shell. \u001b[32m'#'\u001b[39m to query, \u001b[32m'@'\u001b[39m to switch agents\r\nCTRL+T multiline, CTRL+Y copy last message, CTRL+E external editor.\r\nCTRL+Space or Tab for path completion. 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Use \u001b[35m/\u001b[95mattach\u001b[39m, `^file:`, or `^url:` for attachments. 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▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[11;3H"] -[5.862558, "o", "/"] -[5.879687, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[13;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[14;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;238m \u001b[15;1H\u001b[32m\u001b[40m tools \u001b[34m List tools \u001b[38;5;16m\u001b[48;5;238m \u001b[16;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;238m \u001b[17;1H\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills ... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;1H\u001b[32m\u001b[40m cards \u001b[34m Manage card packs (/cards, /cards add, /cards remove, /cards update, /cards publ... \u001b[38;5;16m\u001b[48;5;248m \u001b[19;1H\u001b[32m\u001b[40m plugins \u001b[34m Manage command plugins (/plugins, /plugins available, /plugins add, /plugins rem... \u001b[38;5;16m\u001b[48;5;248m \u001b[20;1H\u001b[32m\u001b[40m prompt \u001b[34m Load a Prompt File or use MCP Prompt \u001b[38;5;16m\u001b[48;5;248m \u001b[21;1H\u001b[32m\u001b[40m attach \u001b[34m Stage file path or remote URL attachment token(s) for the next prompt \u001b[38;5;16m\u001b[48;5;248m \u001b[11;4H\u001b(B\u001b[m"] -[5.905554, "o", "m\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[11;5H"] -[5.918121, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[13;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;238m \u001b[14;1H\u001b[32m\u001b[40m markdown \u001b[34m Show last assistant message without markdown formatting \u001b[38;5;16m\u001b[48;5;238m \u001b[11;5H\u001b(B\u001b[m"] -[5.947519, "o", "c\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[11;6H"] -[5.955095, "o", "\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[11;6H\u001b(B\u001b[m"] -[5.98636, "o", "p\u001b[12;2H\u001b[K\u001b[11;7H"] -[6.026289, "o", "\u001b[C"] -[6.034918, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List currently attached MCP servers \u001b[38;5;16m\u001b[48;5;238m \u001b[13;8H\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[14;8H\u001b[32m\u001b[40m disconnect \u001b[34m Disconnect an attached MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[15;8H\u001b[32m\u001b[40m reconnect \u001b[34m Reconnect an attached MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[16;8H\u001b[32m\u001b[40m session \u001b[34m Inspect and control MCP data-layer sessions \u001b[38;5;16m\u001b[48;5;238m \u001b[11;8H\u001b(B\u001b[m"] -[6.067543, "o", "c\u001b[12;2H\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\u001b[11;9H"] -[6.076048, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;9H\u001b(B\u001b[m"] -[6.107669, "o", "o\u001b[12;2H\u001b[K\u001b[11;10H"] -[6.115998, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;10H\u001b(B\u001b[m"] -[6.147923, "o", "n\u001b[12;2H\u001b[K\u001b[11;11H"] -[6.15525, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;11H\u001b(B\u001b[m"] -[6.192446, "o", "n\u001b[12;2H\u001b[K\u001b[11;12H"] -[6.202787, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;12H\u001b(B\u001b[m"] -[6.234302, "o", "e\u001b[12;2H\u001b[K\u001b[11;13H"] -[6.242666, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;13H\u001b(B\u001b[m"] -[6.274086, "o", "c\u001b[12;2H\u001b[K\u001b[11;14H"] -[6.281188, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;14H\u001b(B\u001b[m"] -[6.316876, "o", "t\u001b[12;2H\u001b[K\u001b[11;15H"] -[6.356069, "o", "\u001b[C"] -[6.39816, "o", "-"] -[6.43824, "o", "-"] -[6.481196, "o", "n"] -[6.519552, "o", "a"] -[6.560086, "o", "m"] -[6.598124, "o", "e"] -[6.63975, "o", "\u001b[C"] -[6.681453, "o", "h"] -[6.723816, "o", "f"] -[6.762757, "o", "\u001b[C"] -[6.803208, "o", "h"] -[6.843148, "o", "t"] -[6.8859, "o", "t"] -[6.925529, "o", "p"] -[6.967023, "o", ":"] -[7.005995, "o", "/"] -[7.047816, "o", "/"] -[7.089965, "o", "l"] -[7.130718, "o", "o"] -[7.169963, "o", "c"] -[7.210919, "o", "a"] -[7.25519, "o", "l"] -[7.300664, "o", "h"] -[7.341317, "o", "o"] -[7.380907, "o", "s"] -[7.421148, "o", "t"] -[7.46028, "o", ":"] -[7.499557, "o", "3"] -[7.539562, "o", "0"] -[7.57702, "o", "0"] -[7.617544, "o", "0"] -[7.656733, "o", "/"] -[7.697007, "o", "m"] -[7.737222, "o", "c"] -[7.77768, "o", "p"] -[7.815384, "o", "\r\n\u001b[J\u001b[A\u001b[K"] -[7.816907, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mmcp\u001b[39m connect --name hf \u001b[94m\u001b[4mhttp://localhost:3000/mcp\r\n\u001b(B\u001b[m"] -[7.894363, "o", "\u001b[?25l"] -[7.976001, "o", "\u001b[32m⠋\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] -[8.057628, "o", "\r\u001b[K\u001b[32m⠙\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] -[8.138473, "o", "\r\u001b[K\u001b[32m⠹\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] -[8.219111, "o", "\r\u001b[K\u001b[32m⠸\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] -[8.299927, "o", "\r\u001b[K\u001b[32m⠼\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] -[8.380755, "o", "\r\u001b[K\u001b[32m⠴\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] -[8.461569, "o", "\r\u001b[K\u001b[32m⠦\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] -[8.49512, "o", "\r\u001b[K\u001b[32m⠦\u001b[39m\r\u001b[K\u001b[?12l\u001b[?25h"] -[8.495576, "o", "Connected MCP server 'hf' (url).\r\n"] -[8.496058, "o", "\u001b[2mAdded \u001b(B\u001b[m\u001b[96m\u001b[1m14\u001b(B\u001b[m\u001b[2m tools and \u001b(B\u001b[m\u001b[96m\u001b[1m4\u001b(B\u001b[m\u001b[2m prompts.\r\n\u001b(B\u001b[m"] -[8.504877, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[C\u001b(B\u001b[m"] -[8.513379, "o", "\u001b[22;1H\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[14;3H\u001b(B\u001b[m"] -[11.821113, "o", "/"] -[11.82933, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[16;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[17;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;1H\u001b[32m\u001b[40m tools \u001b[34m List tools \u001b[38;5;16m\u001b[48;5;248m \u001b[19;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;248m \u001b[20;1H\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills ... \u001b[38;5;16m\u001b[48;5;248m \u001b[21;1H\u001b[32m\u001b[40m cards \u001b[34m Manage card packs (/cards, /cards add, /cards remove, /cards update, /cards publ... \u001b[38;5;16m\u001b[48;5;248m \u001b[14;4H\u001b(B\u001b[m"] -[11.859923, "o", "m\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[14;5H"] -[11.865729, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[16;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;238m \u001b[17;1H\u001b[32m\u001b[40m markdown \u001b[34m Show last assistant message without markdown formatting \u001b[38;5;16m\u001b[48;5;238m \u001b[14;5H\u001b(B\u001b[m"] -[11.900497, "o", "c\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[14;6H"] -[11.909694, "o", "\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[14;6H\u001b(B\u001b[m"] -[11.939962, "o", "p\u001b[15;2H\u001b[K\u001b[14;7H"] -[11.978127, "o", "\r\n\u001b[J\u001b[A\u001b[K"] -[11.978781, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mmcp\r\n\u001b(B\u001b[m"] -[11.979849, "o", "\r\n"] -[11.980338, "o", "\u001b[36m▎\u001b[2m▼\u001b(B\u001b[m\u001b[36m [ 1] \u001b[94m\u001b[1mhf\u001b(B\u001b[m \u001b[2m─────────────────────────────────────────────────────────────────────────────────────\u001b[17;1H\u001b(B\u001b[m\r\n"] -[11.980588, "o", " \u001b[2mname : \u001b(B\u001b[m@huggingface/mcp-services\u001b[2m version : \u001b(B\u001b[m0.3.13\r\n \u001b[2msession : \u001b(B\u001b[m\u001b[33mNone\r\n\u001b(B\u001b[m"] -[11.980809, "o", " \u001b[2msessions : not advertised\r\n\u001b(B\u001b[m \u001b[2mhealth : pending | interval: 30s | misses: 0/3 | last ok: never\r\n\u001b(B\u001b[m"] -[11.980872, "o", "\n\u001b[K"] -[11.981194, "o", "\n\u001b[A \u001b[2mlast activity: 3s ago\u001b(B\u001b[m\r\n\u001b[K"] -[11.981336, "o", "\n\u001b[A \u001b[2mmcp calls: \u001b(B\u001b[minitialize:1, prompts/list:1, resources/list:1, tools/list:1\r\n\u001b[K\n\u001b[K"] -[11.981521, "o", "\u001b[2m┌ HTTP ────────────────────────────────────────\u001b(B\u001b[m\r\n\u001b[21;48H\u001b[2m req resp notif ping\u001b(B\u001b[m\r\n\u001b[K\u001b[2m│\u001b(B\u001b[m\r\n\u001b[K"] -[11.981925, "o", "\u001b[2m│ \u001b[30m◀\u001b[39m GET (SSE) 10m \u001b[30m····················\u001b(B\u001b[m\r\n\u001b[21;42H\u001b[2m now - - - -\u001b(B\u001b[m\r\n\u001b[K"] -[11.982177, "o", "\u001b[2m│ \u001b[30m▶\u001b[39m POST (SSE) 10m 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\u001b[37m·\u001b(B\u001b[m\r\n\u001b[21;63H\u001b[2m idle\u001b(B\u001b[m\r\n\u001b[K\n\u001b[K"] -[11.983366, "o", "\n\u001b[A \u001b[92mSEP-2640 Skills over MCP is enabled: use `/skills registry` to select them\u001b[39m\r\n\u001b[K"] -[11.983895, "o", "\u001b[2m─| \u001b(B\u001b[m\u001b[92m\u001b[7mTo\u001b(B\u001b[m \u001b[92m\u001b[7mPr\u001b(B\u001b[m \u001b[92m\u001b[7mRe\u001b(B\u001b[m \u001b[2mRs\u001b(B\u001b[m \u001b[2mLo\u001b(B\u001b[m \u001b[2mCo\u001b(B\u001b[m \u001b[2mEx\u001b(B\u001b[m \u001b[92m\u001b[7mIn\u001b(B\u001b[m \u001b[92m\u001b[7mSk\u001b(B\u001b[m \u001b[2mUi\u001b(B\u001b[m \u001b[2m• Ro\u001b(B\u001b[m \u001b[92m\u001b[7mEl\u001b(B\u001b[m \u001b[92m\u001b[7mSa\u001b(B\u001b[m \u001b[2mSp |────────────────────────────────────────────────\u001b(B\u001b[m\u001b[22;1H\u001b[2S\u001b[A\u001b[K\r\n\u001b[K"] -[11.992129, "o", "\u001b[K\u001b[93m❯\u001b[39m\r\u001b[3S\u001b[2A\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[19;3H"] -[11.997539, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[18;3H\u001b(B\u001b[m"] -[13.383104, "o", "/"] -[13.389314, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] -[13.422393, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] -[13.428816, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] -[13.461926, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] -[13.4697, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] -[13.501275, "o", "i\r\n \u001b[K\u001b[18;7H"] -[13.507249, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] -[13.542004, "o", "l\r\n \u001b[K\u001b[18;8H"] -[13.547765, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] -[13.580406, "o", "l\r\n \u001b[K\u001b[18;9H"] -[13.586133, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] -[13.61927, "o", "s\r\n \u001b[K\u001b[18;10H"] -[13.65846, "o", "\u001b[C"] -[13.66536, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] -[13.699448, "o", "r\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] -[13.706355, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] -[13.739531, "o", "e\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] -[13.745901, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;13H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;13H\u001b(B\u001b[m"] -[13.779011, "o", "g\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;14H"] -[13.785284, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;14H\u001b(B\u001b[m"] -[13.818823, "o", "i\u001b[19;2H\u001b[K\u001b[18;15H"] -[13.825735, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;15H\u001b(B\u001b[m"] -[13.857591, "o", "s\u001b[19;2H\u001b[K\u001b[18;16H"] -[13.863209, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;16H\u001b(B\u001b[m"] -[13.90621, "o", "t\u001b[19;2H\u001b[K\u001b[18;17H"] -[13.916222, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;17H\u001b(B\u001b[m"] -[13.941648, "o", "r\u001b[19;2H\u001b[K\u001b[18;18H"] -[13.95004, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;18H\u001b(B\u001b[m"] -[13.982297, "o", "y\u001b[19;2H\u001b[K\u001b[18;19H"] -[14.021153, "o", "\r\n\u001b[J\u001b[A\u001b[K"] -[14.021996, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m registry\r\n\u001b(B\u001b[m"] -[14.034712, "o", "\u001b[36m\u001b[2m[ 1] \u001b(B\u001b[m\u001b[94m\u001b[1mhttps://github.com/fast-agent-ai/skills\u001b(B\u001b[m\u001b[2m •\u001b(B\u001b[m\r\u001b[5S\u001b[14;47H\u001b[2m \u001b[32mcurrent\r\n\u001b[36m[ 2] \u001b(B\u001b[m\u001b[94m\u001b[1mhttps://github.com/huggingface/skills\r\n\u001b(B\u001b[m\u001b[36m\u001b[2m[ 3] \u001b(B\u001b[m\u001b[94m\u001b[1mhttps://github.com/anthropics/skills\u001b[18;1H\u001b(B\u001b[m\u001b[2mMCP registries:\u001b(B\u001b[m\u001b[K\r\n\u001b[36m\u001b[2m[ 4] \u001b(B\u001b[m\u001b[94m\u001b[1mmcp-server hf@0.3.13\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[2mUsage: /skills registry \u001b(B\u001b[m\u001b[K\r\n\u001b[K"] -[14.043196, "o", "\u001b[K\u001b[93m❯\u001b[39m\r\u001b[3S\u001b[2A\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[19;3H"] -[14.049068, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[18;3H\u001b(B\u001b[m"] -[15.427203, "o", "/"] -[15.432642, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] -[15.465975, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] -[15.471169, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] -[15.506808, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] -[15.514588, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] -[15.548085, "o", "i\r\n \u001b[K\u001b[18;7H"] -[15.555668, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] -[15.585312, "o", "l\r\n \u001b[K\u001b[18;8H"] -[15.590264, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] -[15.625363, "o", "l\r\n \u001b[K\u001b[18;9H"] -[15.632872, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] -[15.665893, "o", "s\r\n \u001b[K\u001b[18;10H"] -[15.706992, "o", "\u001b[C"] -[15.71831, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] -[15.745205, "o", "r\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] -[15.751956, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] -[15.784775, "o", "e\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] -[15.791219, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;13H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;13H\u001b(B\u001b[m"] -[15.824922, "o", "g\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;14H"] -[15.830777, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;14H\u001b(B\u001b[m"] -[15.863679, "o", "i\u001b[19;2H\u001b[K\u001b[18;15H"] -[15.868343, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;15H\u001b(B\u001b[m"] -[15.901628, "o", "s\u001b[19;2H\u001b[K\u001b[18;16H"] -[15.906203, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;16H\u001b(B\u001b[m"] -[15.940992, "o", "t\u001b[19;2H\u001b[K\u001b[18;17H"] -[15.947887, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;17H\u001b(B\u001b[m"] -[15.982871, "o", "r\u001b[19;2H\u001b[K\u001b[18;18H"] -[15.99144, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;18H\u001b(B\u001b[m"] -[16.021757, "o", "y\u001b[19;2H\u001b[K\u001b[18;19H"] -[16.065645, "o", "\u001b[C"] -[16.086306, "o", "\n\u001b[32m\u001b[40m 1 \u001b[34m https://github.com/fast-agent-ai/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;20H\u001b[32m\u001b[40m 2 \u001b[34m https://github.com/huggingface/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;20H\u001b[32m\u001b[40m 3 \u001b[34m https://github.com/anthropics/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;20H\u001b(B\u001b[m"] -[16.104823, "o", "h\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;21H"] -[16.11935, "o", "\n\u001b[32m\u001b[40m 1 \u001b[34m https://github.com/fast-agent-ai/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;21H\u001b[32m\u001b[40m 2 \u001b[34m https://github.com/huggingface/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;21H\u001b[32m\u001b[40m 3 \u001b[34m https://github.com/anthropics/skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;21H\u001b(B\u001b[m"] -[16.146402, "o", "f\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;22H"] -[16.184737, "o", "\r\n\u001b[J\u001b[A\u001b[K"] -[16.185612, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m registry hf\r\n\u001b(B\u001b[m"] -[16.197961, "o", "\u001b[32mRegistry set to: mcp-server hf@0.3.13\r\n\u001b[39m\u001b[2mSkills discovered: 15\r\n\u001b(B\u001b[m"] -[16.209002, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[39m\r\u001b[2S\u001b[K\r\n\u001b[K\u001b[19;3H"] -[16.214729, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[18;3H\u001b(B\u001b[m"] -[17.593108, "o", "/"] -[17.601568, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] -[17.634838, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] -[17.641979, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] -[17.675002, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] -[17.682595, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] -[17.714588, "o", "i\r\n \u001b[K\u001b[18;7H"] -[17.721387, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] -[17.753376, "o", "l\r\n \u001b[K\u001b[18;8H"] -[17.758916, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] -[17.794564, "o", "l\r\n \u001b[K\u001b[18;9H"] -[17.804093, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] -[17.834026, "o", "s\r\n \u001b[K\u001b[18;10H"] -[17.87401, "o", "\u001b[C"] -[17.8808, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] -[17.915397, "o", "a\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] -[17.927754, "o", "\n\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m add \u001b[34m Install a skill \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] -[17.957677, "o", "d\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] -[18.068769, "o", "\r\u001b[93m❯\u001b[39m /skills add\u001b[21;1H \r\n \u001b[K\u001b[18;14H\r\n\u001b[J\u001b[A\u001b[K"] -[18.069885, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m add\r\n\u001b(B\u001b[m"] -[18.089644, "o", "\u001b[22S\u001b[H\u001b[K\r\n\u001b[36m\u001b[2m[ 5] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-gradio\u001b(B\u001b[m\u001b[K\r\n Build Gradio web UIs and demos in Python. Use when creating or editing\u001b[K\r\n Gradio apps, components, event listeners, layouts, or chatbots.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-gradio/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[ 6] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-llm-trainer\u001b(B\u001b[m\u001b[K\r\n Train or fine-tune language and vision models using TRL (Transformer\u001b[K\r\n Reinforcement Learning) or Unsloth with Hugging Face Jobs\u001b[K\r\n infrastructure. Covers SFT, DPO, GRPO and reward modeling training\u001b[K\r\n methods, plus GGUF conversion for local deployment. Includes guidance on\u001b[K\r\n the TRL Jobs package, UV scripts with PEP 723 format, dataset\u001b[K\r\n preparation and validation, hardware selection, cost estimation, Trackio\u001b[K\r\n monitoring, Hub authentication, model selection/leaderboards and model\u001b[K\r\n persistence. Use for tasks involving cloud GPU training, GGUF\u001b[K\r\n conversion, or when users mention training on Hugging Face Jobs without\u001b[K\r\n local GPU setup.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-llm-trainer/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[ 7] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-local-models\u001b(B\u001b[m\u001b[K\r\n Use to select models to run locally with llama.cpp and GGUF on CPU, Mac\u001b[K\r\n Metal, CUDA, or ROCm. Covers finding GGUFs, quant \u001b[K\r\u001b[22S\u001b[H summarize, explain, or analyze an AI research paper.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-papers/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[10] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-tool-builder\u001b(B\u001b[m\u001b[K\r\n Use this skill when the user wants to build tool/scripts or achieve a\u001b[K\r\n task where using data from the Hugging Face API would help. This is\u001b[K\r\n especially useful when chaining or combining API calls or the task will\u001b[K\r\n be repeated/automated. This Skill creates a reusable script to fetch,\u001b[K\r\n enrich or process data.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-tool-builder/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[11] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-trackio\u001b(B\u001b[m\u001b[K\r\n Track and visualize ML training experiments with Trackio. Use when\u001b[K\r\n logging metrics during training (Python API), firing alerts for training\u001b[K\r\n diagnostics, or retrieving/analyzing logged metrics (CLI). Supports\u001b[K\r\n real-time dashboard visualization, alerts with webhooks, HF Space\u001b[K\r\n syncing, and JSON output for automation.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-trackio/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[12] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-vision-trainer\u001b(B\u001b[m\u001b[K\r\n Trains and fine-tunes vision models for object detection (D-FINE, RT-\u001b[K\r\n DETR v2, DETR, YOLOS), image classification (timm models \u001b[K—\r\n\u001b[21;64H MobileNetV3,\r\n MobileViT, ResNet, ViT/DINOv3 \u001b[K—\r\u001b[16S\u001b[6;37H plus any Transformers classifier), and\r\n SAM/SAM2 segmentation using Hugging Face Transformers on Hugging Face\u001b[K\r\n Jobs cloud GPUs. Covers COCO-format dataset preparation, Albumentations\u001b[K\r\n augmentation, mAP/mAR evaluation, accuracy metrics, SAM segmentation\u001b[K\r\n with bbox/point prompts, DiceCE loss, hardware selection, cost\u001b[K\r\n estimation, Trackio monitoring, and Hub persistence. Use when users\u001b[K\r\n mention training object detection, image classification, SAM, SAM2,\u001b[K\r\n segmentation, image matting, DETR, D-FINE, RT-DETR, ViT, timm,\u001b[K\r\n MobileNet, ResNet, bounding box models, or fine-tuning vision models on\u001b[K\r\n Hugging Face Jobs.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-vision-trainer/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[13] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-zerogpu\u001b(B\u001b[m\u001b[K\r\n AI demos and GPU compute with Gradio Spaces and Hugging Face Spaces\u001b[K\r\n ZeroGPU. Use when writing or reviewing code that uses `@spaces.GPU`,\u001b[K\r\n configuring `python_version` or `requirements.txt` for a ZeroGPU Space,\u001b[K\r\n or handling ZeroGPU-specific code constraints \u001b[K—\r\u001b[7S\u001b[15;53H pickle-based process\r\n isolation, `gr.State` semantics across the worker boundary, no\u001b[K\r\n `torch.compile` (use AoTI instead), CUDA wheel-only builds (no `nvcc` at\u001b[K\r\n build or runtime), large vs xlarge sizing, and dynamic duration\u001b[K\r\n callables. Make sure to use this skill whenever the user mentions\u001b[K\r\n ZeroGPU, `@spaces.GPU`, or the `spaces` Python package, or hits ZeroGPU-\u001b[K\r\n specific code errors like `PicklingError` across the worker boundary,\u001b[K\r\n `illegal duration`, or `flash-attn` wheel-build failures \u001b[K—\r\u001b[6S\u001b[16;64H even when the\r\n user does not explicitly ask for ZeroGPU coding guidance. Trigger on\u001b[K\r\n `import spaces` or `@spaces.GPU` in code.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-zerogpu/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[14] \u001b(B\u001b[m\u001b[94m\u001b[1mtrain-sentence-transformers\u001b(B\u001b[m\u001b[K\r\n Train or fine-tune se\u001b[K\r\u001b[22S\u001b[H `SentenceTransformer` (bi-encoder; dense or static embedding model; for\u001b[K\r\n retrieval, similarity, clustering, classification, paraphrase mining,\u001b[K\r\n dedup, multimodal), `CrossEncoder` (reranker; pair scoring for two-stage\u001b[K\r\n retrieval / pair classification), and `SparseEncoder` (SPLADE, sparse\u001b[K\r\n embedding model; for learned-sparse retrieval). Covers loss selection,\u001b[K\r\n hard-negative mining, evaluators, distillation, LoRA, Matryoshka, and\u001b[K\r\n Hugging Face Hub publishing. Use for any sentence-transformers training\u001b[K\r\n task.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://train-sentence-transformers/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[15] \u001b(B\u001b[m\u001b[94m\u001b[1mtransformers-js\u001b(B\u001b[m\u001b[K\r\n Use Transformers.js to run state-of-the-art machine learning models\u001b[K\r\n directly in JavaScript/TypeScript. Supports NLP (text classification,\u001b[K\r\n translation, summarization), computer vision (image classification,\u001b[K\r\n object detection), audio (speech recognition, audio classification), and\u001b[K\r\n multimodal tasks. Works in browsers and server-side runtimes (Node.js,\u001b[K\r\n Bun, Deno) with WebGPU/WASM using pre-trained models from Hugging Face\u001b[K\r\n Hub.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://transformers-js/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K"] -[18.096102, "o", "\u001b[KInstall skill by number or name (empty to cancel):\r\u001b[7S\u001b[6A\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[15;52H"] -[19.458437, "o", "\r\n\u001b[J\u001b[A\u001b[KInstall skill by number or name (empty to cancel):\r\n\u001b[?25l\r\n\u001b[J\u001b[A\u001b[K\u001b[?12l\u001b[?25h"] -[19.488697, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[C\u001b(B\u001b[m"] -[19.506629, "o", "\u001b[22;1H\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[16;3H\u001b(B\u001b[m"] -[19.869571, "o", "/"] -[19.895414, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[19;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[20;1H\u001b[32m\u001b[40m tools \u001b[34m List tools \u001b[38;5;16m\u001b[48;5;248m \u001b[21;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;248m \u001b[16;4H\u001b(B\u001b[m"] -[19.917768, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[16;5H"] -[19.940123, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[19;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m STOP \u001b[34m Stop this prompting session and move to next workflow step \u001b[38;5;16m\u001b[48;5;238m \u001b[16;5H\u001b(B\u001b[m"] -[19.961843, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[16;6H"] -[19.985493, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[16;6H\u001b(B\u001b[m"] -[20.005315, "o", "i\r\n \u001b[K\u001b[16;7H"] -[20.02392, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[16;7H\u001b(B\u001b[m"] -[20.054203, "o", "l\r\n \u001b[K\u001b[16;8H"] -[20.071101, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[16;8H\u001b(B\u001b[m"] -[20.098903, "o", "l\r\n \u001b[K\u001b[16;9H"] -[20.115152, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[16;9H\u001b(B\u001b[m"] -[20.145183, "o", "s\r\n \u001b[K\u001b[16;10H"] -[20.193397, "o", "\u001b[C"] -[20.211193, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[19;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m add \u001b[34m Install a skill \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;248m \u001b[16;11H\u001b(B\u001b[m"] -[20.238148, "o", "s\u001b[17;2H\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\u001b[16;12H"] -[20.262696, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[16;12H\u001b(B\u001b[m"] -[20.283408, "o", "e\u001b[17;2H\u001b[K\u001b[16;13H"] -[20.301122, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[16;13H\u001b(B\u001b[m"] -[20.333007, "o", "a\u001b[17;2H\u001b[K\u001b[16;14H"] -[20.353543, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[16;14H\u001b(B\u001b[m"] -[20.377111, "o", "r\u001b[17;2H\u001b[K\u001b[16;15H"] -[20.398265, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[16;15H\u001b(B\u001b[m"] -[20.427118, "o", "c\u001b[17;2H\u001b[K\u001b[16;16H"] -[20.4528, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[16;16H\u001b(B\u001b[m"] -[20.472016, "o", "h\u001b[17;2H\u001b[K\u001b[16;17H"] -[20.51894, "o", "\u001b[C"] -[20.566961, "o", "\n\u001b[32m\u001b[40m \u001b[34m filter marketplace skills by name/description \u001b[38;5;16m\u001b[48;5;238m \u001b[18;18H\u001b[32m\u001b[40m (empty) \u001b[34m no arg lists all; run /skills available to browse \u001b[38;5;16m\u001b[48;5;238m \u001b[16;18H\u001b(B\u001b[m"] -[20.583123, "o", "d\u001b[17;2H\u001b[K\n\u001b[K\u001b[16;19H"] -[20.622412, "o", "a"] -[20.661296, "o", "t"] -[20.704306, "o", "a"] -[20.751105, "o", "s"] -[20.798677, "o", "e"] -[20.845468, "o", "t"] -[20.889275, "o", "\u001b[C"] -[20.936036, "o", "v"] -[20.980672, "o", "i"] -[21.023262, "o", "e"] -[21.071925, "o", "w"] -[21.129591, "o", "e"] -[21.164481, "o", "r"] -[21.20749, "o", "\r\n\u001b[J\u001b[A\u001b[K"] -[21.209466, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m search dataset viewer\r\n\u001b(B\u001b[m"] -[21.230074, "o", "\u001b[4S\u001b[4A\u001b[1mMCP skills from mcp-server hf@0.3.13 (search: dataset viewer):\u001b[15;1H\u001b(B\u001b[m\u001b[36m\u001b[2m[ 1] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-datasets\r\n\u001b(B\u001b[m Use this skill for Hugging Face Dataset Viewer API workflows that fetch\r\n subset/split metadata, paginate rows, search text, apply filters,\r\n download parquet URLs, and read size or statistics.\r\n\u001b[2m \u001b[32msource: skill://huggingface-datasets/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\n\u001b[A\u001b[36mInstall with `/skills add `.\u001b[39m\r\n\u001b[K\n\u001b[A\u001b[36mSearch with `/skills search `.\u001b[39m\r\n\u001b[K"] -[21.255041, "o", "\u001b[K\u001b[93m❯\u001b[39m\r\u001b[3S\u001b[2A\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[19;3H"] -[21.26983, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[18;3H\u001b(B\u001b[m"] -[22.621169, "o", "/"] -[22.638409, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] -[22.666256, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] -[22.685405, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] -[22.712288, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] -[22.727933, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] -[22.763366, "o", "i\r\n \u001b[K\u001b[18;7H"] -[22.790342, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] -[22.816237, "o", "l\r\n\u001b[?25l"] -[22.816732, "o", " \u001b[K\u001b[18;8H\u001b[?12l\u001b[?25h"] -[22.839039, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] -[22.855677, "o", "l\r\n\u001b[?25l \u001b[K\u001b[18;9H\u001b[?12l\u001b[?25h"] -[22.87508, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] -[22.916129, "o", "s\r\n \u001b[K\u001b[18;10H"] -[22.951484, "o", "\u001b[C"] -[22.970562, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] -[22.990117, "o", "a\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] -[23.002512, "o", "\n\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m add \u001b[34m Install a skill \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] -[23.036634, "o", "d\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] -[23.05066, "o", "\n\u001b[32m\u001b[40m add \u001b[34m Install a skill \u001b[38;5;16m\u001b[48;5;238m \u001b[18;13H\u001b(B\u001b[m"] -[23.079003, "o", "d\u001b[19;2H\u001b[K\u001b[18;14H"] -[23.123214, "o", "\u001b[C"] -[23.13545, "o", "\n\u001b[32m\u001b[40m (empty) \u001b[34m press Enter with no argument to pick from a list \u001b[38;5;16m\u001b[48;5;238m \u001b[20;15H\u001b[32m\u001b[40m \u001b[34m by index — marketplace skill \u001b[38;5;16m\u001b[48;5;238m \u001b[21;15H\u001b[32m\u001b[40m \u001b[34m by name — marketplace skill \u001b[38;5;16m\u001b[48;5;248m \u001b[18;15H\u001b(B\u001b[m"] -[23.166961, "o", "h\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;16H"] -[23.207751, "o", "u"] -[23.249499, "o", "g"] -[23.290784, "o", "g"] -[23.330727, "o", "i"] -[23.372676, "o", "n"] -[23.41454, "o", "g"] -[23.458019, "o", "f"] -[23.498171, "o", "a"] -[23.539753, "o", "c"] -[23.580546, "o", "e"] -[23.620861, "o", "-"] -[23.663207, "o", "d"] -[23.704288, "o", "a"] -[23.746454, "o", "t"] -[23.790525, "o", "a"] -[23.831322, "o", "s"] -[23.874685, "o", "e"] -[23.915743, "o", "t"] -[23.957704, "o", "s"] -[23.99852, "o", "\r\n\u001b[J\u001b[A\u001b[K"] -[24.000084, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m add huggingface-datasets\r\n\u001b(B\u001b[m"] -[24.044151, "o", "\u001b[32mInstalled skill: huggingface-datasets\r\n\u001b[2mlocation: /tmp/tmp.5Sllys4Q8P/skills/huggingface-datasets\r\n\u001b(B\u001b[m"] -[24.058986, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[39m\r\u001b[2S\u001b[K\r\n\u001b[K\u001b[19;3H"] -[24.068944, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.Ku7HFn | fast-agent 0.7.14\u001b[18;3H\u001b(B\u001b[m"] +{"version": 2, "width": 96, "height": 22, "timestamp": 1780411357, "idle_time_limit": 1.3, "env": {"SHELL": "/bin/bash", "TERM": "xterm-256color"}, "title": "fast-agent Skills over MCP"} +[0.03499, "o", "\u001b[?1049h\u001b[22;0;0t\u001b[?1h\u001b=\u001b[H\u001b[2J\u001b[?12l\u001b[?25h\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[?1006l\u001b[?1005l\u001b[?2004h\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[?1006l\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[1;1H\u001b[1;22r\u001b[c\u001b[>c\u001b[>q\u001b]10;?\u001b\\\u001b]11;?\u001b\\\u001b[1;11H\u001b[?25l\u001b[Hbash-5.2$ \u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[?12l\u001b[?25h\u001b[1;11H"] +[0.035437, "o", "\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[?1006l\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[1;1H\u001b[1;22r\u001b[1;11H\u001b[?25l\u001b[Hbash-5.2$ \u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[?12l\u001b[?25h\u001b[1;11H"] +[1.045257, "o", "u"] +[1.089998, "o", "v"] +[1.150223, "o", " "] +[1.194252, "o", "r"] +[1.238479, "o", "u"] +[1.285759, "o", "n"] +[1.326635, "o", " "] +[1.371944, "o", "f"] +[1.417221, "o", "a"] +[1.461648, "o", "s"] +[1.502283, "o", "t"] +[1.543306, "o", "-"] +[1.584196, "o", "a"] +[1.626086, "o", "g"] +[1.66936, "o", "e"] +[1.710347, "o", "n"] +[1.753855, "o", "t"] +[1.798921, "o", " "] +[1.846535, "o", "-"] +[1.893042, "o", "x"] +[1.937818, "o", " "] +[1.982583, "o", "-"] +[2.025752, "o", "-"] +[2.066214, "o", "m"] +[2.105692, "o", "o"] +[2.150033, "o", "d"] +[2.19594, "o", "e"] +[2.240857, "o", "l"] +[2.285458, "o", " "] +[2.330906, "o", "p"] +[2.377457, "o", "a"] +[2.418856, "o", "s"] +[2.459126, "o", "s"] +[2.498199, "o", "t"] +[2.538456, "o", "h"] +[2.584719, "o", "r"] +[2.626154, "o", "o"] +[2.66739, "o", "u"] +[2.709615, "o", "g"] +[2.75369, "o", "h"] +[2.799576, "o", "\r\n"] +[4.288442, "o", "\u001b[?25l\u001b[?12l\u001b[?25h\u001b[?25l"] +[4.423295, "o", "\u001b[?12l\u001b[?25h"] +[4.432925, "o", "\u001b[2mUse \u001b[32m'/'\u001b[39m for commands, \u001b[32m'!'\u001b[39m for shell. \u001b[32m'#'\u001b[39m to query, \u001b[32m'@'\u001b[39m to switch agents\r\nCTRL+T multiline, CTRL+Y copy last message, CTRL+E external editor.\r\nCTRL+Space or Tab for path completion. Use \u001b[35m/\u001b[95mattach\u001b[39m, `^file:`, or `^url:` for attachments. F10 to\u001b[5;1Hclear.\r\n\u001b(B\u001b[m"] +[4.433712, "o", "\u001b[2mfast-agent environment\u001b(B\u001b[m \u001b[34m/tmp/tmp.lUDBM4Wrjc\u001b[39m\u001b[2m \u001b[1m(\u001b[36m1\u001b(B\u001b[m\u001b[2m agent, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m hooks, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m extensions, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m modelrefs\u001b[1m)\u001b(B\u001b[m\u001b[2m via \r\nFAST_AGENT_HOME\r\n\u001b(B\u001b[m"] +[4.433994, "o", "\u001b[33m\u001b[1mAgents have shell\u001b(B\u001b[m\u001b[2m (switch, bash | cwd: tmp/fast-agent-skills-mcp.yg2p6z)\r\n\u001b(B\u001b[m"] +[4.435133, "o", "\u001b[2mStreaming Enabled - markdown mode\u001b[11;1H\u001b(B\u001b[m"] +[4.439563, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[C\u001b(B\u001b[m"] +[4.444271, "o", "\u001b[22;1H\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.yg2p6z | fast-agent 0.7.15\u001b[11;3H\u001b(B\u001b[m"] +[5.036926, "o", "\u001b[?7727h\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[?1006l\u001b[?1000l\u001b[?1002l\u001b[?1003l\u001b[1;1H\u001b[1;22r\u001b[11;3H\u001b[?25l\u001b[Hbash-5.2$ uv run fast-agent -x --model passthrough\u001b[K\u001b[2m\r\nUse \u001b[32m'/'\u001b[39m for commands, \u001b[32m'!'\u001b[39m for shell. \u001b[32m'#'\u001b[39m to query, \u001b[32m'@'\u001b[39m to switch agents\u001b(B\u001b[m\u001b[K\u001b[2m\r\nCTRL+T multiline, CTRL+Y copy last message, CTRL+E external editor.\u001b(B\u001b[m\u001b[K\u001b[2m\r\nCTRL+Space or Tab for path completion. Use \u001b[35m/\u001b[95mattach\u001b[39m, `^file:`, or `^url:` for attachments. F10 to\u001b[5;1Hclear.\u001b(B\u001b[m\u001b[K\u001b[2m\r\nfast-agent environment\u001b(B\u001b[m \u001b[34m/tmp/tmp.lUDBM4Wrjc\u001b[39m\u001b[2m \u001b[1m(\u001b[36m1\u001b(B\u001b[m\u001b[2m agent, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m hooks, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m extensions, \u001b[36m\u001b[1m0\u001b(B\u001b[m\u001b[2m modelrefs\u001b[1m)\u001b(B\u001b[m\u001b[2m via \u001b(B\u001b[m\u001b[K\u001b[2m\r\nFAST_AGENT_HOME\u001b(B\u001b[m\u001b[K\u001b[33m\u001b[1m\r\nAgents have shell\u001b(B\u001b[m\u001b[2m (switch, bash | cwd: tmp/fast-agent-skills-mcp.yg2p6z)\u001b(B\u001b[m\u001b[K\u001b[2m\r\nStreaming Enabled - markdown mode\u001b(B\u001b[m\u001b[K\r\n\u001b[K\u001b[93m\r\n❯\u001b[39m\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[30m\u001b[47m\u001b[7m\r\n \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.yg2p6z | fast-agent 0.7.15\u001b(B\u001b[m\u001b[?12l\u001b[?25h\u001b[11;3H"] +[6.310158, "o", "/"] +[6.320538, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[13;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[14;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;238m \u001b[15;1H\u001b[32m\u001b[40m tools \u001b[34m List tools \u001b[38;5;16m\u001b[48;5;238m \u001b[16;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;238m \u001b[17;1H\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills ... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;1H\u001b[32m\u001b[40m cards \u001b[34m Manage card packs (/cards, /cards add, /cards remove, /cards update, /cards publ... \u001b[38;5;16m\u001b[48;5;248m \u001b[19;1H\u001b[32m\u001b[40m plugins \u001b[34m Manage command plugins (/plugins, /plugins available, /plugins add, /plugins rem... \u001b[38;5;16m\u001b[48;5;248m \u001b[20;1H\u001b[32m\u001b[40m prompt \u001b[34m Load a Prompt File or use MCP Prompt \u001b[38;5;16m\u001b[48;5;248m \u001b[21;1H\u001b[32m\u001b[40m attach \u001b[34m Stage file path or remote URL attachment token(s) for the next prompt \u001b[38;5;16m\u001b[48;5;248m \u001b[11;4H\u001b(B\u001b[m"] +[6.346698, "o", "m\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[11;5H"] +[6.352921, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[13;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;238m \u001b[14;1H\u001b[32m\u001b[40m markdown \u001b[34m Show last assistant message without markdown formatting \u001b[38;5;16m\u001b[48;5;238m \u001b[11;5H\u001b(B\u001b[m"] +[6.398414, "o", "c\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[11;6H"] +[6.409189, "o", "\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[11;6H\u001b(B\u001b[m"] +[6.437387, "o", "p\u001b[12;2H\u001b[K\u001b[11;7H"] +[6.480375, "o", "\u001b[C"] +[6.487536, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List currently attached MCP servers \u001b[38;5;16m\u001b[48;5;238m \u001b[13;8H\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[14;8H\u001b[32m\u001b[40m disconnect \u001b[34m Disconnect an attached MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[15;8H\u001b[32m\u001b[40m reconnect \u001b[34m Reconnect an attached MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[16;8H\u001b[32m\u001b[40m session \u001b[34m Inspect and control MCP data-layer sessions \u001b[38;5;16m\u001b[48;5;238m \u001b[11;8H\u001b(B\u001b[m"] +[6.524601, "o", "c\u001b[12;2H\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\u001b[11;9H"] +[6.536727, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;9H\u001b(B\u001b[m"] +[6.563455, "o", "o\u001b[12;2H\u001b[K\u001b[11;10H"] +[6.568758, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;10H\u001b(B\u001b[m"] +[6.606527, "o", "n\u001b[12;2H\u001b[K\u001b[11;11H"] +[6.61527, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;11H\u001b(B\u001b[m"] +[6.644194, "o", "n\u001b[12;2H\u001b[K\u001b[11;12H"] +[6.649528, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;12H\u001b(B\u001b[m"] +[6.686269, "o", "e\u001b[12;2H\u001b[K\u001b[11;13H"] +[6.69264, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;13H\u001b(B\u001b[m"] +[6.725029, "o", "c\u001b[12;2H\u001b[K\u001b[11;14H"] +[6.730752, "o", "\n\u001b[32m\u001b[40m connect \u001b[34m Connect a new MCP server \u001b[38;5;16m\u001b[48;5;238m \u001b[11;14H\u001b(B\u001b[m"] +[6.764209, "o", "t\u001b[12;2H\u001b[K\u001b[11;15H"] +[6.804073, "o", "\u001b[C"] +[6.845145, "o", "h"] +[6.884592, "o", "t"] +[6.925207, "o", "t"] +[6.963096, "o", "p"] +[7.003154, "o", "s"] +[7.04326, "o", ":"] +[7.083086, "o", "/"] +[7.122034, "o", "/"] +[7.160965, "o", "h"] +[7.200046, "o", "u"] +[7.239126, "o", "g"] +[7.277794, "o", "g"] +[7.316996, "o", "i"] +[7.357091, "o", "n"] +[7.397149, "o", "g"] +[7.437993, "o", "f"] +[7.476406, "o", "a"] +[7.51561, "o", "c"] +[7.555831, "o", "e"] +[7.595465, "o", "."] +[7.635782, "o", "c"] +[7.680253, "o", "o"] +[7.720327, "o", "/"] +[7.76026, "o", "m"] +[7.801127, "o", "c"] +[7.875431, "o", "p"] +[7.883951, "o", "\u001b[C"] +[7.892348, "o", "\n\u001b[32m\u001b[40m --name \u001b[34m set attached server name \u001b[38;5;16m\u001b[48;5;238m \u001b[13;43H\u001b[32m\u001b[40m --auth \u001b[34m set bearer token for URL servers \u001b[38;5;16m\u001b[48;5;238m \u001b[14;43H\u001b[32m\u001b[40m --timeout \u001b[34m set startup timeout in seconds \u001b[38;5;16m\u001b[48;5;238m \u001b[15;43H\u001b[32m\u001b[40m --oauth \u001b[34m enable oauth flow \u001b[38;5;16m\u001b[48;5;238m \u001b[16;43H\u001b[32m\u001b[40m --no-oauth \u001b[34m disable oauth flow \u001b[38;5;16m\u001b[48;5;238m \u001b[17;43H\u001b[32m\u001b[40m --reconnect \u001b[34m force reconnect and refresh tools \u001b[38;5;16m\u001b[48;5;238m \u001b[18;43H\u001b[32m\u001b[40m --no-reconnect \u001b[34m disable reconnect-on-disconnect \u001b[38;5;16m\u001b[48;5;238m \u001b[11;43H\u001b(B\u001b[m"] +[7.921704, "o", "-\u001b[12;2H\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\u001b[11;44H"] +[7.961434, "o", "-"] +[7.969629, "o", "\n\u001b[32m\u001b[40m --name \u001b[34m set attached server name \u001b[38;5;16m\u001b[48;5;238m \u001b[13;45H\u001b[32m\u001b[40m --auth \u001b[34m set bearer token for URL servers \u001b[38;5;16m\u001b[48;5;238m \u001b[14;45H\u001b[32m\u001b[40m --timeout \u001b[34m set startup timeout in seconds \u001b[38;5;16m\u001b[48;5;238m \u001b[15;45H\u001b[32m\u001b[40m --oauth \u001b[34m enable oauth flow \u001b[38;5;16m\u001b[48;5;238m \u001b[16;45H\u001b[32m\u001b[40m --no-oauth \u001b[34m disable oauth flow \u001b[38;5;16m\u001b[48;5;238m \u001b[17;45H\u001b[32m\u001b[40m --reconnect \u001b[34m force reconnect and refresh tools \u001b[38;5;16m\u001b[48;5;238m \u001b[18;45H\u001b[32m\u001b[40m --no-reconnect \u001b[34m disable reconnect-on-disconnect \u001b[38;5;16m\u001b[48;5;238m \u001b[11;45H\u001b(B\u001b[m"] +[8.001986, "o", "n\u001b[12;2H\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\n\u001b[K\u001b[11;46H"] +[8.010122, "o", "\n\u001b[32m\u001b[40m --name \u001b[34m set attached server name \u001b[38;5;16m\u001b[48;5;238m \u001b[13;46H\u001b[32m\u001b[40m --no-oauth \u001b[34m disable oauth flow \u001b[38;5;16m\u001b[48;5;238m \u001b[14;46H\u001b[32m\u001b[40m --no-reconnect \u001b[34m disable reconnect-on-disconnect \u001b[38;5;16m\u001b[48;5;238m \u001b[11;46H\u001b(B\u001b[m"] +[8.046584, "o", "a\u001b[12;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[11;47H"] +[8.058408, "o", "\n\u001b[32m\u001b[40m --name \u001b[34m set attached server name \u001b[38;5;16m\u001b[48;5;238m \u001b[11;47H\u001b(B\u001b[m"] +[8.087099, "o", "m\u001b[12;2H\u001b[K\u001b[11;48H"] +[8.094974, "o", "\n\u001b[32m\u001b[40m --name \u001b[34m set attached server name \u001b[38;5;16m\u001b[48;5;238m \u001b[11;48H\u001b(B\u001b[m"] +[8.129967, "o", "e\u001b[12;2H\u001b[K\u001b[11;49H"] +[8.17028, "o", "\u001b[C"] +[8.209732, "o", "h"] +[8.248333, "o", "f"] +[8.286596, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[8.287788, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mmcp\u001b[39m connect \u001b[94m\u001b[4mhttps://huggingface.co/mcp\u001b(B\u001b[m\u001b[2m --name hf\r\n\u001b(B\u001b[m"] +[8.334614, "o", "\u001b[?25l"] +[8.415571, "o", "\u001b[32m⠋\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.497136, "o", "\r\u001b[K\u001b[32m⠙\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.578576, "o", "\r\u001b[K\u001b[32m⠹\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.658655, "o", "\r\u001b[K\u001b[32m⠸\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.74745, "o", "\r\u001b[K\u001b[32m⠼\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.820928, "o", "\r\u001b[K\u001b[32m⠴\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.901507, "o", "\r\u001b[K\u001b[32m⠦\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[8.982209, "o", "\r\u001b[K\u001b[32m⠧\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[9.063019, "o", "\r\u001b[K\u001b[32m⠇\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[9.143923, "o", "\r\u001b[K\u001b[32m⠏\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[9.22426, "o", "\r\u001b[K\u001b[32m⠋\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[9.304684, "o", "\r\u001b[K\u001b[32m⠙\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[9.385643, "o", "\r\u001b[K\u001b[32m⠹\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[9.46703, "o", "\r\u001b[K\u001b[32m⠸\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[9.548008, "o", "\r\u001b[K\u001b[32m⠼\u001b[39m \u001b[33mConnecting MCP server 'hf' via url…\u001b(B\u001b[m"] +[9.565279, "o", "\r\u001b[K\u001b[32m⠼\u001b[39m\r\u001b[K\u001b[?12l\u001b[?25h"] +[9.565744, "o", "Connected MCP server 'hf' (url).\r\n"] +[9.565967, "o", "\u001b[2mAdded \u001b(B\u001b[m\u001b[96m\u001b[1m8\u001b(B\u001b[m\u001b[2m tools and \u001b(B\u001b[m\u001b[96m\u001b[1m4\u001b(B\u001b[m\u001b[2m prompts.\r\n\u001b(B\u001b[m"] +[9.571997, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[C\u001b(B\u001b[m"] +[9.576347, "o", "\u001b[22;1H\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.yg2p6z | fast-agent 0.7.15\u001b[14;3H\u001b(B\u001b[m"] +[16.292073, "o", "/"] +[16.297523, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[16;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[17;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;1H\u001b[32m\u001b[40m tools \u001b[34m List tools \u001b[38;5;16m\u001b[48;5;248m \u001b[19;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;248m \u001b[20;1H\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills ... \u001b[38;5;16m\u001b[48;5;248m \u001b[21;1H\u001b[32m\u001b[40m cards \u001b[34m Manage card packs (/cards, /cards add, /cards remove, /cards update, /cards publ... \u001b[38;5;16m\u001b[48;5;248m \u001b[14;4H\u001b(B\u001b[m"] +[16.33022, "o", "m\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[14;5H"] +[16.335623, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[16;1H\u001b[32m\u001b[40m model \u001b[34m Inspect/switch models and update runtime settings (/model reasoning|task_budget|... \u001b[38;5;16m\u001b[48;5;238m \u001b[17;1H\u001b[32m\u001b[40m markdown \u001b[34m Show last assistant message without markdown formatting \u001b[38;5;16m\u001b[48;5;238m \u001b[14;5H\u001b(B\u001b[m"] +[16.373978, "o", "c\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[14;6H"] +[16.379526, "o", "\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[14;6H\u001b(B\u001b[m"] +[16.410646, "o", "p\u001b[15;2H\u001b[K\u001b[14;7H"] +[16.448853, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[16.449506, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mmcp\r\n\u001b(B\u001b[m"] +[16.450596, "o", "\r\n"] +[16.450813, "o", "\u001b[36m▎\u001b[2m▼\u001b(B\u001b[m\u001b[36m [ 1] \u001b[94m\u001b[1mhf\u001b(B\u001b[m \u001b[2m─────────────────────────────────────────────────────────────────────────────────────\u001b[17;1H\u001b(B\u001b[m\r\n"] +[16.450944, "o", " \u001b[2mname : \u001b(B\u001b[m@huggingface/mcp-services\u001b[2m version : \u001b(B\u001b[m0.3.17\r\n"] +[16.451131, "o", " \u001b[2msession : \u001b(B\u001b[m\u001b[32mb1ba8616-2...1955e27fa2\r\n\u001b(B\u001b[m"] +[16.451317, "o", " \u001b[2msessions : not advertised\r\n\u001b(B\u001b[m"] +[16.451357, "o", " \u001b[2mhealth : pending | interval: 30s | misses: 0/3 | last ok: never\r\n\u001b(B\u001b[m"] +[16.451478, "o", "\n\u001b[K"] +[16.451687, "o", "\n\u001b[A \u001b[2mlast activity: 7s ago\u001b(B\u001b[m\r\n\u001b[K"] +[16.451768, "o", "\n\u001b[A \u001b[2mmcp calls: \u001b(B\u001b[minitialize:1, prompts/list:1, resources/list:1, tools/list:1\r\n\u001b[K\n\u001b[K"] +[16.451952, "o", "\u001b[2m┌ HTTP ────────────────────────────────────────\u001b(B\u001b[m\r\n\u001b[21;48H\u001b[2m req resp notif ping\u001b(B\u001b[m\r\n\u001b[K\u001b[2m│\u001b(B\u001b[m\r\n\u001b[K"] +[16.45223, "o", "\u001b[2m│ \u001b(B\u001b[m\u001b[36m◁\u001b[39m\u001b[2m GET (SSE) 10m \u001b[37m\u001b[1m···················\u001b(B\u001b[m\u001b[94m\u001b[1m▽\u001b(B\u001b[m\r\n\u001b[21;42H\u001b[2m now - - - -\u001b(B\u001b[m\r\n\u001b[K"] +[16.452529, "o", "\u001b[2m│ \u001b[30m▶\u001b[39m POST (SSE) 10m \u001b[30m····················\u001b(B\u001b[m\r\n\u001b[21;42H\u001b[2m now - - - -\u001b(B\u001b[m\r\n\u001b[K"] +[16.452979, "o", "\u001b[2m│ \u001b(B\u001b[m\u001b[92m▶\u001b[39m POST (JSON) \u001b[2m10m 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registry` to select them\u001b[39m\r\n\u001b[K"] +[16.45396, "o", "\u001b[2m─| \u001b(B\u001b[m\u001b[92m\u001b[7mTo\u001b(B\u001b[m \u001b[92m\u001b[7mPr\u001b(B\u001b[m \u001b[92m\u001b[7mRe\u001b(B\u001b[m \u001b[2mRs\u001b(B\u001b[m \u001b[2mLo\u001b(B\u001b[m \u001b[2mCo\u001b(B\u001b[m \u001b[2mEx\u001b(B\u001b[m \u001b[92m\u001b[7mIn\u001b(B\u001b[m \u001b[92m\u001b[7mSk\u001b(B\u001b[m \u001b[2mUi\u001b(B\u001b[m \u001b[2m• Ro\u001b(B\u001b[m \u001b[92m\u001b[7mEl\u001b(B\u001b[m \u001b[92m\u001b[7mSa\u001b(B\u001b[m \u001b[2mSp |────────────────────────────────────────────────\u001b(B\u001b[m\u001b[22;1H\n\u001b[K\n\u001b[K"] +[16.474447, "o", "\u001b[K\u001b[93m❯\u001b[39m\r\u001b[3S\u001b[2A\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[19;3H"] +[16.478065, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.yg2p6z | fast-agent 0.7.15\u001b[18;3H\u001b(B\u001b[m"] +[19.456139, "o", "/"] +[19.461675, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] +[19.494624, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] +[19.500178, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] +[19.533739, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] +[19.538575, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] +[19.574949, "o", "i\r\n \u001b[K\u001b[18;7H"] +[19.579942, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] +[19.615621, "o", "l\r\n \u001b[K\u001b[18;8H"] +[19.62069, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] +[19.654283, "o", "l\r\n \u001b[K\u001b[18;9H"] +[19.660172, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] +[19.693768, "o", "s\r\n \u001b[K\u001b[18;10H"] +[19.732441, "o", "\u001b[C"] +[19.736584, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] +[19.772872, "o", "r\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] +[19.790844, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] +[19.814218, "o", "e\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] +[19.820148, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;13H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;13H\u001b(B\u001b[m"] +[19.852726, "o", "g\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;14H"] +[19.857205, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;14H\u001b(B\u001b[m"] +[19.891542, "o", "i\u001b[19;2H\u001b[K\u001b[18;15H"] +[19.895471, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;15H\u001b(B\u001b[m"] +[19.930504, "o", "s\u001b[19;2H\u001b[K\u001b[18;16H"] +[19.935737, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;16H\u001b(B\u001b[m"] +[19.972348, "o", "t\u001b[19;2H\u001b[K\u001b[18;17H"] +[19.978105, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;17H\u001b(B\u001b[m"] +[20.009893, "o", "r\u001b[19;2H\u001b[K\u001b[18;18H"] +[20.0151, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;18H\u001b(B\u001b[m"] +[20.048271, "o", "y\u001b[19;2H\u001b[K\u001b[18;19H"] +[20.086505, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[20.087548, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m registry\r\n\u001b(B\u001b[m"] +[20.356675, "o", "\u001b[36m\u001b[2m[ 1] \u001b(B\u001b[m\u001b[94m\u001b[1mhttps://github.com/fast-agent-ai/skills\u001b(B\u001b[m\u001b[2m •\u001b(B\u001b[m\r\u001b[5S\u001b[14;47H\u001b[2m \u001b[32mcurrent\r\n\u001b[36m[ 2] \u001b(B\u001b[m\u001b[94m\u001b[1mhttps://github.com/huggingface/skills\r\n\u001b(B\u001b[m\u001b[36m\u001b[2m[ 3] \u001b(B\u001b[m\u001b[94m\u001b[1mhttps://github.com/anthropics/skills\u001b[18;1H\u001b(B\u001b[m\u001b[2mMCP registries:\u001b(B\u001b[m\u001b[K\r\n\u001b[36m\u001b[2m[ 4] \u001b(B\u001b[m\u001b[94m\u001b[1mmcp-server hf@0.3.17\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[2mUsage: /skills registry \u001b(B\u001b[m\u001b[K\r\n\u001b[K"] +[20.364989, "o", "\u001b[K\u001b[93m❯\u001b[39m\r\u001b[3S\u001b[2A\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[19;3H"] +[20.370128, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.yg2p6z | fast-agent 0.7.15\u001b[18;3H\u001b(B\u001b[m"] +[23.094235, "o", "/"] +[23.108795, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] +[23.133105, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] +[23.150056, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] +[23.173969, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] +[23.226091, "o", "i"] +[23.232362, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] +[23.252998, "o", "l\r\n \u001b[K\u001b[18;8H"] +[23.259382, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] +[23.292092, "o", "l\r\n \u001b[K\u001b[18;9H"] +[23.29694, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] +[23.331992, "o", "s\r\n \u001b[K\u001b[18;10H"] +[23.370896, "o", "\u001b[C"] +[23.377157, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] +[23.410265, "o", "r\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] +[23.414591, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] +[23.449613, "o", "e\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] +[23.456189, "o", "\n\u001b[32m\u001b[40m remove \u001b[34m Remove a local skill \u001b[38;5;16m\u001b[48;5;238m \u001b[20;13H\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;13H\u001b(B\u001b[m"] +[23.48944, "o", "g\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;14H"] +[23.494268, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;14H\u001b(B\u001b[m"] +[23.527774, "o", "i\u001b[19;2H\u001b[K\u001b[18;15H"] +[23.532768, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;15H\u001b(B\u001b[m"] +[23.567819, "o", "s\u001b[19;2H\u001b[K\u001b[18;16H"] +[23.57347, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;16H\u001b(B\u001b[m"] +[23.607145, "o", "t\u001b[19;2H\u001b[K\u001b[18;17H"] +[23.611503, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;17H\u001b(B\u001b[m"] +[23.646304, "o", "r\u001b[19;2H\u001b[K\u001b[18;18H"] +[23.652779, "o", "\n\u001b[32m\u001b[40m registry \u001b[34m Set skills registry \u001b[38;5;16m\u001b[48;5;238m \u001b[18;18H\u001b(B\u001b[m"] +[23.685698, "o", "y\u001b[19;2H\u001b[K\u001b[18;19H"] +[23.725873, "o", "\u001b[C"] +[23.765529, "o", "h"] +[23.810158, "o", "f"] +[23.857169, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[23.944075, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m registry hf\r\n\u001b(B\u001b[m"] +[24.15476, "o", "\u001b[32mRegistry set to: mcp-server hf@0.3.17\r\n\u001b[39m\u001b[2mSkills discovered: 15\r\n\u001b(B\u001b[m"] +[24.171626, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[39m\r\u001b[2S\u001b[K\r\n\u001b[K\u001b[19;3H"] +[24.183683, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.yg2p6z | fast-agent 0.7.15\u001b[18;3H\u001b(B\u001b[m"] +[26.863268, "o", "/"] +[26.868503, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] +[26.905494, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] +[26.912068, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] +[26.945637, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] +[26.952173, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] +[26.983808, "o", "i\r\n \u001b[K\u001b[18;7H"] +[26.988341, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] +[27.032252, "o", "l\r\n \u001b[K\u001b[18;8H"] +[27.048789, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] +[27.073623, "o", "l\r\n \u001b[K\u001b[18;9H"] +[27.087106, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] +[27.112029, "o", "s\r\n \u001b[K\u001b[18;10H"] +[27.15055, "o", "\u001b[C"] +[27.159302, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] +[27.190736, "o", "s\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] +[27.195912, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] +[27.232977, "o", "e\u001b[19;2H\u001b[K\u001b[18;13H"] +[27.237517, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;13H\u001b(B\u001b[m"] +[27.272849, "o", "a\u001b[19;2H\u001b[K\u001b[18;14H"] +[27.277322, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;14H\u001b(B\u001b[m"] +[27.314132, "o", "r\u001b[19;2H\u001b[K\u001b[18;15H"] +[27.318761, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;15H\u001b(B\u001b[m"] +[27.352309, "o", "c\u001b[19;2H\u001b[K\u001b[18;16H"] +[27.357232, "o", "\n\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[18;16H\u001b(B\u001b[m"] +[27.391138, "o", "h\u001b[19;2H\u001b[K\u001b[18;17H"] +[27.430704, "o", "\u001b[C"] +[27.435321, "o", "\n\u001b[32m\u001b[40m \u001b[34m filter marketplace skills by name/description \u001b[38;5;16m\u001b[48;5;238m \u001b[20;18H\u001b[32m\u001b[40m (empty) \u001b[34m no arg lists all; run /skills available to browse \u001b[38;5;16m\u001b[48;5;238m \u001b[18;18H\u001b(B\u001b[m"] +[27.470405, "o", "d\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;19H"] +[27.509229, "o", "a"] +[27.552132, "o", "t"] +[27.591362, "o", "a"] +[27.634662, "o", "s"] +[27.671994, "o", "e"] +[27.713531, "o", "t"] +[27.752617, "o", "\u001b[C"] +[27.793518, "o", "v"] +[27.834096, "o", "i"] +[27.87361, "o", "e"] +[27.914974, "o", "w"] +[27.954292, "o", "e"] +[27.994244, "o", "r"] +[28.034152, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[28.036087, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m search dataset viewer\r\n\u001b(B\u001b[m"] +[28.242182, "o", "\u001b[8S\u001b[8A\u001b[1mMCP skills from mcp-server hf@0.3.17 (search: dataset viewer):\u001b[13;1H\u001b(B\u001b[m\u001b[36m\u001b[2m[ 1] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-datasets\r\n\u001b(B\u001b[m Use this skill for Hugging Face Dataset Viewer API workflows that fetch\r\n subset/split metadata, paginate rows, search text, apply filters,\u001b[K\r\n download parquet URLs, and read size or statistics.\u001b[K\r\n\u001b[2m \u001b[32msource: skill://huggingface-datasets/SKILL.md\u001b(B\u001b[m\u001b[K\r\n\u001b[2m \u001b[32mintegrity: SHA256 checked\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[K\r\n\u001b[36mInstall with `/skills add `.\u001b[39m\u001b[K\r\n\u001b[K\n\u001b[A\u001b[36mSearch with `/skills search `.\u001b[39m\r\n\u001b[K"] +[28.250644, "o", "\u001b[K\u001b[93m❯\u001b[39m\r\u001b[3S\u001b[2A\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[19;3H"] +[28.255426, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.yg2p6z | fast-agent 0.7.15\u001b[18;3H\u001b(B\u001b[m"] +[31.041494, "o", "/"] +[31.048552, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] +[31.080439, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] +[31.087476, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] +[31.120241, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] +[31.129438, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] +[31.161743, "o", "i\r\n \u001b[K\u001b[18;7H"] +[31.169083, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] +[31.199629, "o", "l\r\n \u001b[K\u001b[18;8H"] +[31.205698, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] +[31.241988, "o", "l\r\n \u001b[K\u001b[18;9H"] +[31.24807, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] +[31.28185, "o", "s\r\n \u001b[K\u001b[18;10H"] +[31.321038, "o", "\u001b[C"] +[31.327956, "o", "\n\u001b[32m\u001b[40m list \u001b[34m List local skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;11H\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[21;11H\u001b[32m\u001b[40m search \u001b[34m Search marketplace skills \u001b[38;5;16m\u001b[48;5;248m \u001b[18;11H\u001b(B\u001b[m"] +[31.36026, "o", "a\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;12H"] +[31.36538, "o", "\n\u001b[32m\u001b[40m available \u001b[34m Browse marketplace skills \u001b[38;5;16m\u001b[48;5;238m \u001b[20;12H\u001b[32m\u001b[40m add \u001b[34m Install a skill \u001b[38;5;16m\u001b[48;5;238m \u001b[18;12H\u001b(B\u001b[m"] +[31.400008, "o", "d\u001b[19;2H\u001b[K\n\u001b[K\u001b[18;13H"] +[31.405838, "o", "\n\u001b[32m\u001b[40m add \u001b[34m Install a skill \u001b[38;5;16m\u001b[48;5;238m \u001b[18;13H\u001b(B\u001b[m"] +[31.438972, "o", "d\u001b[19;2H\u001b[K\u001b[18;14H"] +[31.479688, "o", "\u001b[C"] +[31.487536, "o", "\n\u001b[32m\u001b[40m (empty) \u001b[34m press Enter with no argument to pick from a list \u001b[38;5;16m\u001b[48;5;238m \u001b[20;15H\u001b[32m\u001b[40m \u001b[34m by index — marketplace skill \u001b[38;5;16m\u001b[48;5;238m \u001b[21;15H\u001b[32m\u001b[40m \u001b[34m by name — marketplace skill \u001b[38;5;16m\u001b[48;5;248m \u001b[18;15H\u001b(B\u001b[m"] +[31.52123, "o", "h\u001b[19;2H\u001b[K\n\u001b[K\n\u001b[K\u001b[18;16H"] +[31.559665, "o", "u"] +[31.599016, "o", "g"] +[31.639114, "o", "g"] +[31.679675, "o", "i"] +[31.718715, "o", "n"] +[31.757601, "o", "g"] +[31.797612, "o", "f"] +[31.8884, "o", "ac"] +[31.918125, "o", "e"] +[31.956887, "o", "-"] +[31.996982, "o", "d"] +[32.035892, "o", "a"] +[32.076239, "o", "t"] +[32.115637, "o", "a"] +[32.157302, "o", "s"] +[32.198005, "o", "e"] +[32.237242, "o", "t"] +[32.279469, "o", "s"] +[32.31767, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[32.318932, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\u001b[39m add huggingface-datasets\r\n\u001b(B\u001b[m"] +[32.711617, "o", "\u001b[32mInstalled skill: huggingface-datasets\r\n\u001b[2mlocation: /tmp/tmp.lUDBM4Wrjc/skills/huggingface-datasets\r\n\u001b(B\u001b[m"] +[32.718504, "o", "\r\n\u001b[J\u001b[A\u001b[K\u001b[93m❯\u001b[39m\r\u001b[2S\u001b[K\r\n\u001b[K\u001b[19;3H"] +[32.723332, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.yg2p6z | fast-agent 0.7.15\u001b[18;3H\u001b(B\u001b[m"] +[35.323431, "o", "/"] +[35.329526, "o", "\r\n\u001b[32m\u001b[40m mcp \u001b[34m Manage MCP runtime servers (/mcp list|connect|disconnect|reconnect|session) \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m connect \u001b[34m Alias for /mcp connect with target auto-detection \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m history \u001b[34m Show conversation history overview (or /history show|detail|save|load|clear|rewi... \u001b[38;5;16m\u001b[48;5;248m \u001b[18;4H\u001b(B\u001b[m"] +[35.363548, "o", "s\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;5H"] +[35.369821, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills r... \u001b[38;5;16m\u001b[48;5;238m \u001b[20;1H\u001b[32m\u001b[40m system \u001b[34m Show the current system prompt \u001b[38;5;16m\u001b[48;5;238m \u001b[21;1H\u001b[32m\u001b[40m session \u001b[34m Manage sessions (/session list|new|resume|title|fork|delete|pin|export) \u001b[38;5;16m\u001b[48;5;238m \u001b[18;5H\u001b(B\u001b[m"] +[35.403615, "o", "k\r\n \u001b[K\r\n \u001b[K\r\n \u001b[K\u001b[18;6H"] +[35.409177, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;6H\u001b(B\u001b[m"] +[35.442686, "o", "i\r\n \u001b[K\u001b[18;7H"] +[35.448141, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;7H\u001b(B\u001b[m"] +[35.48213, "o", "l\r\n \u001b[K\u001b[18;8H"] +[35.487819, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;8H\u001b(B\u001b[m"] +[35.521511, "o", "l\r\n \u001b[K\u001b[18;9H"] +[35.528397, "o", "\r\n\u001b[32m\u001b[40m skills \u001b[34m Manage skills (/skills, /skills available, /skills search, /skills add, /skills re... \u001b[38;5;16m\u001b[48;5;238m \u001b[18;9H\u001b(B\u001b[m"] +[35.561033, "o", "s\r\n \u001b[K\u001b[18;10H"] +[35.598335, "o", "\r\n\u001b[J\u001b[A\u001b[K"] +[35.598999, "o", "\u001b[2m❯ \u001b[35m/\u001b[95mskills\r\n\u001b(B\u001b[m"] +[35.601306, "o", "\u001b[12S\u001b[7d\u001b[1mSkills in .agents/skills:\u001b[9;1H\u001b(B\u001b[m\u001b[33mNo skills in this directory\u001b[11;1H\u001b[39m\u001b[1mSkills in .claude/skills:\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[33mNo skills in this directory\u001b[39m\u001b[K\r\n\u001b[K\r\n\u001b[1mSkills in /tmp/tmp.lUDBM4Wrjc/skills:\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[36m\u001b[2m[ 1] \u001b(B\u001b[m\u001b[94m\u001b[1mhuggingface-datasets\u001b(B\u001b[m\u001b[K\r\n Use this skill for Hugging Face Dataset Viewer API workflows that fetch\u001b[K\r\n subset/split metadata, paginate rows, search text, apply filters,\u001b[K\r\n download parquet URLs, and read size or statistics.\u001b[K\r\n\u001b[2m \u001b[32msource: /tmp/tmp.lUDBM4Wrjc/skills/huggingface-datasets\u001b(B\u001b[m\u001b[K\r\n\u001b[2m provenance: mcp-server hf@0.3.17 (skill://huggingface-datasets/SKILL.md) \u001b(B\u001b[m\u001b[K\u001b[2m•\u001b(B\u001b[m\r\u001b[8S\u001b[14;80H\u001b[2m integrity: \r\nsha256\u001b(B\u001b[m\u001b[K\r\n\u001b[2m installed: 2026-06-02 14:43:10 revision: \u001b(B\u001b[m\u001b[K\r\n\u001b[2msha256:eeca50adf211ea64a288b852938f85a5183b045c720dc696b62db9aa2ea8deb2\u001b(B\u001b[m\u001b[K\r\n\u001b[K\r\n\u001b[2mBrowse marketplace skills with /skills available\u001b(B\u001b[m\u001b[K\r\n\u001b[2mSearch marketplace skills with /skills search \u001b(B\u001b[m\u001b[K\r\n\u001b[2mRemove a skill with /skills remove \u001b(B\u001b[m\u001b[K\r\n\u001b[K"] +[35.609135, "o", "\u001b[K\u001b[93m❯\u001b[39m\r\u001b[3S\u001b[2A\u001b[K\r\n\u001b[K\r\n\u001b[K\u001b[19;3H"] +[35.615478, "o", "\u001b[22;1H\n\u001b[K\u001b[30m\u001b[47m\u001b[7m \u001b[34m\u001b[40m agent \u001b[30m\u001b[47m \u001b[32m\u001b[40mT\u001b[30m\u001b[107mVD\u001b[100m ▲ \u001b[47m \u001b[42mpassthrough\u001b[47m | 0.00% | \u001b[32m\u001b[40m NRML \u001b[30m\u001b[47m | fast-agent-skills-mcp.yg2p6z | fast-agent 0.7.15\u001b[18;3H\u001b(B\u001b[m"] diff --git a/docs/docs/mcp/skills-over-mcp.md b/docs/docs/mcp/skills-over-mcp.md index dc5c99694..911ec978d 100644 --- a/docs/docs/mcp/skills-over-mcp.md +++ b/docs/docs/mcp/skills-over-mcp.md @@ -7,35 +7,39 @@ social: alt: fast-agent social card - Skills over MCP --- -`fast-agent` supports the registry portion of +`fast-agent` supports the registry and installation portion of [SEP-2640: Skills Extension](https://github.com/modelcontextprotocol/modelcontextprotocol/blob/93d7a9ddb20d4b3594f4a1be7508ee47f0718f17/seps/2640-skills-extension.md). -SEP-2640 is still a draft, so this support is intentionally narrow: an MCP -server can act as a skills registry for installation when it advertises the -`io.modelcontextprotocol/skills` extension capability. +SEP-2640 is still a draft, so this support is intentionally scoped: an MCP +server can act as a skills registry when it advertises the +`io.modelcontextprotocol/skills` extension capability, and `fast-agent` installs +selected skills into the normal managed skills directory. When a connected MCP server advertises this capability, `fast-agent` shows it as an MCP-backed skills registry. Opening `/skills registry` reads -`skill://index.json` and lists concrete `skill-md` entries; installing a selected -entry reads that skill's `SKILL.md` into the normal managed skills directory. -Installed skills then behave like other local skills and include MCP server -provenance in their sidecar metadata. +`skill://index.json` and lists installable `skill-md` or archive entries that +include a valid `sha256:` digest. Installing a selected entry downloads the +artifact, verifies its SHA-256, then writes the skill into the normal managed +skills directory. Installed skills then behave like other local skills and +include MCP server provenance plus the verified artifact digest in their sidecar +metadata. ## Trying it -Run or connect to a SEP-2640-enabled MCP server. This example uses a local copy -of the Hugging Face MCP Server: +Run or connect to a SEP-2640-enabled MCP server. This example uses the hosted +Hugging Face MCP Server: ```text -/mcp connect http://localhost:3000/mcp +/mcp connect --name hf https://huggingface.co/mcp /mcp /skills registry -/skills registry +/skills registry hf /skills available /skills add ``` `/mcp` shows when SEP-2640 Skills over MCP is enabled and points you to `/skills registry` to select the MCP server as the current install source. +Listings show `integrity: SHA256 checked` for installable MCP skills.
str: - heading = "skills available" if not query else "skills search" - marketplace_url = get_marketplace_url(get_settings()) - display_url = format_marketplace_display_url(marketplace_url) - try: - marketplace = await fetch_marketplace_skills(marketplace_url) - except Exception as exc: # noqa: BLE001 - return ( - f"# {heading}\n\n" - f"Failed to load marketplace: {exc}\n\n" - f"Repository: `{display_url}`" - ) - - if not marketplace: - return f"# {heading}\n\nNo skills found in the marketplace." - - selected_marketplace = list(marketplace) - if query and query.strip(): - selected_marketplace = filter_marketplace_skills(marketplace, query) - if not selected_marketplace: - return ( - "# skills search\n\n" - f"No skills matched query `{query.strip()}`.\n\n" - "Try `/skills available` to browse all skills." - ) - - repository = display_url - repo_hint = marketplace_repository_hint(marketplace) - if repo_hint: - repository = repo_hint - - rendered = render_marketplace_skills( - selected_marketplace, - heading=heading, - repository=repository, + ctx = handler._build_command_context() + io = cast("ACPCommandIO", ctx.io) + outcome = await skills_handlers.handle_list_marketplace_skills( + ctx, + agent_name=handler.current_agent_name, + query=query, ) - if query and query.strip(): - rendered = "\n".join( - [ - rendered, - "", - "Install filtered results with `/skills add `. ", - ] - ) - return rendered + return handler._format_outcome_as_markdown(outcome, "skills available", io=io) async def handle_skills(handler: "SlashCommandHandler", arguments: str | None = None) -> str: @@ -154,87 +106,14 @@ async def handle_skills(handler: "SlashCommandHandler", arguments: str | None = async def handle_skills_registry(handler: "SlashCommandHandler", argument: str) -> str: - heading = "# skills registry" - argument = argument.strip() - - settings = get_settings() - configured_urls = resolve_skill_registries(settings) - - if not argument: - current = get_marketplace_url(settings) - display_current = format_marketplace_display_url(current) - display_registries = [format_marketplace_display_url(url) for url in configured_urls] - return render_skills_registry_overview( - heading="skills registry", - current_registry=display_current, - configured_urls=display_registries, - ) - - if argument.isdigit(): - index = int(argument) - if not configured_urls: - return f"{heading}\n\nNo registries configured." - if 1 <= index <= len(configured_urls): - url = configured_urls[index - 1] - else: - return f"{heading}\n\nInvalid registry number. Use 1-{len(configured_urls)}." - else: - url = argument - - candidates = candidate_marketplace_urls(url) - try: - marketplace, resolved_url = await fetch_marketplace_skills_with_source(url) - except Exception as exc: # noqa: BLE001 - display_url = format_marketplace_display_url(url) - handler._logger.warning( - "Failed to load skills registry", - data={ - "registry": url, - "candidates": candidates, - "error": str(exc), - }, - ) - return "\n".join( - [ - heading, - "", - f"Failed to load registry: {exc}", - f"Registry: {display_url}", - ] - ) - - if not marketplace: - display_url = format_marketplace_display_url(url) - return "\n".join( - [ - heading, - "", - "No skills found in the registry; registry unchanged.", - f"Registry: {display_url}", - ] - ) - - settings.skills.marketplace_url = resolved_url - - display_url = format_marketplace_display_url(resolved_url) - if candidates: - handler._logger.debug( - "Resolved skills registry", - data={ - "input": url, - "resolved": resolved_url, - "candidates": candidates, - }, - ) - response_lines = [ - heading, - "", - f"Registry set to: `{display_url}`", - "", - f"Skills discovered: {len(marketplace)}", - ] - - return "\n".join(response_lines) + ctx = handler._build_command_context() + io = cast("ACPCommandIO", ctx.io) + outcome = await skills_handlers.handle_set_skills_registry( + ctx, + agent_name=handler.current_agent_name, + argument=argument.strip() or None, + ) + return handler._format_outcome_as_markdown(outcome, "skills registry", io=io) def handle_skills_list(handler: "SlashCommandHandler") -> str: @@ -315,28 +194,15 @@ async def handle_skills_add(handler: "SlashCommandHandler", argument: str) -> st ) if not argument_value: - marketplace_url = get_marketplace_url(get_settings()) - display_url = format_marketplace_display_url(marketplace_url) - try: - marketplace = await fetch_marketplace_skills(marketplace_url) - except Exception as exc: # noqa: BLE001 - return ( - "# skills add\n\n" - f"Failed to load marketplace: {exc}\n\n" - f"Repository: `{display_url}`" - ) - - repository = display_url - if marketplace: - repo_url = marketplace[0].repo_url - repo_ref = marketplace[0].repo_ref - repository = f"{repo_url}@{repo_ref}" if repo_ref else repo_url - - return render_marketplace_skills( - marketplace, - heading="skills add", - repository=repository, + ctx = handler._build_command_context() + io = cast("ACPCommandIO", ctx.io) + outcome = await skills_handlers.handle_add_skill( + ctx, + agent_name=handler.current_agent_name, + argument=None, + interactive=False, ) + return handler._format_outcome_as_markdown(outcome, "skills add", io=io) ctx = handler._build_command_context() io = cast("ACPCommandIO", ctx.io) diff --git a/src/fast_agent/commands/handlers/skills.py b/src/fast_agent/commands/handlers/skills.py index 2dd6f6b2d..f41e86ecc 100644 --- a/src/fast_agent/commands/handlers/skills.py +++ b/src/fast_agent/commands/handlers/skills.py @@ -29,7 +29,9 @@ McpSkillRegistry, install_mcp_registry_skill, select_mcp_registry_skill, + update_mcp_registry_skill, ) +from fast_agent.skills.models import SkillUpdateInfo from fast_agent.skills.operations import ( apply_skill_updates, check_skill_updates, @@ -43,9 +45,11 @@ select_skill_updates, ) from fast_agent.skills.provenance import ( + compute_skill_content_fingerprint, format_installed_at_display, format_revision_short, format_skill_provenance_details, + read_installed_skill_source, ) from fast_agent.skills.registry import SkillManifest, SkillRegistry, format_skills_for_prompt from fast_agent.skills.scope import ( @@ -60,7 +64,6 @@ from fast_agent.commands.context import CommandContext from fast_agent.interfaces import AgentProtocol - from fast_agent.skills.models import SkillUpdateInfo MCP_REGISTRY_PREFIX = "mcp://" @@ -234,6 +237,7 @@ def _format_marketplace_skills(marketplace: Sequence[object]) -> Text: name = getattr(entry, "name", "") description = getattr(entry, "description", "") source_url = getattr(entry, "source_url", None) + digest = getattr(entry, "digest", None) entry_line = Text() entry_line.append(f"[{index:2}] ", style="dim cyan") @@ -247,6 +251,10 @@ def _format_marketplace_skills(marketplace: Sequence[object]) -> Text: content.append(" ", style="dim") content.append(f"source: {source_url}", style="dim green") content.append("\n") + if digest: + content.append(" ", style="dim") + content.append("integrity: SHA256 checked", style="dim green") + content.append("\n") content.append("\n") return content @@ -288,6 +296,7 @@ def _format_update_results(updates: Sequence[SkillUpdateInfo], *, title: str) -> "source_ref_missing": "source ref missing", "source_path_missing": "source path missing", "skipped_dirty": "skipped (local modifications)", + "integrity_error": "integrity error", } status_detail_channels = { "invalid_metadata", @@ -297,6 +306,7 @@ def _format_update_results(updates: Sequence[SkillUpdateInfo], *, title: str) -> "source_ref_missing", "source_path_missing", "skipped_dirty", + "integrity_error", } detail_prefix = " - " @@ -946,6 +956,217 @@ async def handle_remove_skill( return outcome +async def _enrich_mcp_update_infos( + ctx: CommandContext, + *, + agent_name: str, + updates: list[SkillUpdateInfo], +) -> list[SkillUpdateInfo]: + mcp_updates = [update for update in updates if _is_mcp_update(update)] + if not mcp_updates: + return updates + + registries = await _list_mcp_skill_registries(ctx, agent_name=agent_name) + enriched: list[SkillUpdateInfo] = [] + for update in updates: + if not _is_mcp_update(update): + enriched.append(update) + continue + skill = _find_mcp_skill_for_update(registries, update) + source = update.managed_source + if source is None: + enriched.append(update) + continue + if skill is None: + enriched.append( + SkillUpdateInfo( + index=update.index, + name=update.name, + skill_dir=update.skill_dir, + status="source_path_missing", + detail="MCP registry entry not found", + current_revision=source.artifact_digest or source.installed_revision, + managed_source=source, + ) + ) + continue + current_digest = source.artifact_digest or source.installed_revision + status = "up_to_date" if current_digest == skill.digest else "update_available" + detail = "already up to date" if status == "up_to_date" else "skill artifact changed" + enriched.append( + SkillUpdateInfo( + index=update.index, + name=update.name, + skill_dir=update.skill_dir, + status=status, + detail=detail, + current_revision=current_digest, + available_revision=skill.digest, + managed_source=source, + ) + ) + return enriched + + +async def _apply_mcp_skill_updates( + ctx: CommandContext, + *, + agent_name: str, + updates: list[SkillUpdateInfo], + force: bool, +) -> list[SkillUpdateInfo]: + if not updates: + return [] + agent = ctx.agent_provider._agent(agent_name) + if not isinstance(agent, _McpSkillRegistryAgent): + return [ + SkillUpdateInfo( + index=update.index, + name=update.name, + skill_dir=update.skill_dir, + status="source_unreachable", + detail="This agent does not expose MCP skill registries.", + current_revision=update.current_revision, + available_revision=update.available_revision, + managed_source=update.managed_source, + ) + for update in updates + ] + + registries = await agent.aggregator.list_mcp_skill_registries() + applied: list[SkillUpdateInfo] = [] + for update in updates: + source = update.managed_source + if source is None: + applied.append( + SkillUpdateInfo( + index=update.index, + name=update.name, + skill_dir=update.skill_dir, + status="invalid_metadata", + detail="missing source metadata", + ) + ) + continue + + skill = _find_mcp_skill_for_update(registries, update) + if skill is None: + applied.append( + SkillUpdateInfo( + index=update.index, + name=update.name, + skill_dir=update.skill_dir, + status="source_path_missing", + detail="MCP registry entry not found", + current_revision=source.artifact_digest or source.installed_revision, + managed_source=source, + ) + ) + continue + + current_digest = source.artifact_digest or source.installed_revision + if current_digest == skill.digest: + applied.append( + SkillUpdateInfo( + index=update.index, + name=update.name, + skill_dir=update.skill_dir, + status="up_to_date", + detail="already up to date", + current_revision=current_digest, + available_revision=skill.digest, + managed_source=source, + ) + ) + continue + + is_dirty = compute_skill_content_fingerprint(update.skill_dir) != source.content_fingerprint + if is_dirty and not force: + applied.append( + SkillUpdateInfo( + index=update.index, + name=update.name, + skill_dir=update.skill_dir, + status="skipped_dirty", + detail="local modifications detected; rerun with --force", + current_revision=current_digest, + available_revision=skill.digest, + managed_source=source, + ) + ) + continue + + try: + await update_mcp_registry_skill( + cast("Any", agent.aggregator), + skill, + skill_dir=update.skill_dir, + ) + except ValueError as exc: + applied.append( + SkillUpdateInfo( + index=update.index, + name=update.name, + skill_dir=update.skill_dir, + status="integrity_error", + detail=str(exc), + current_revision=current_digest, + available_revision=skill.digest, + managed_source=source, + ) + ) + continue + except Exception as exc: # noqa: BLE001 + applied.append( + SkillUpdateInfo( + index=update.index, + name=update.name, + skill_dir=update.skill_dir, + status="source_unreachable", + detail=str(exc), + current_revision=current_digest, + available_revision=skill.digest, + managed_source=source, + ) + ) + continue + + refreshed_source, _error = read_installed_skill_source(update.skill_dir) + applied.append( + SkillUpdateInfo( + index=update.index, + name=update.name, + skill_dir=update.skill_dir, + status="updated", + detail="updated with --force (local changes overwritten)" if is_dirty else "updated", + current_revision=current_digest, + available_revision=skill.digest, + managed_source=refreshed_source or source, + ) + ) + return applied + + +def _is_mcp_update(update: SkillUpdateInfo) -> bool: + source = update.managed_source + return source is not None and source.source_origin == "mcp" + + +def _find_mcp_skill_for_update( + registries: Sequence[McpSkillRegistry], update: SkillUpdateInfo +) -> McpRegistrySkill | None: + source = update.managed_source + if source is None: + return None + for registry in registries: + if registry.server_name != source.mcp_server_name: + continue + for skill in registry.skills: + if skill.source_url == source.source_url or skill.name == update.name: + return skill + return None + + async def handle_update_skill( ctx: CommandContext, *, @@ -961,7 +1182,11 @@ async def handle_update_skill( management_scope = resolve_skills_management_scope(ctx.resolve_settings()) managed_skills_dir = management_scope.managed_directory - updates = check_skill_updates(destination_root=managed_skills_dir) + updates = await _enrich_mcp_update_infos( + ctx, + agent_name=agent_name, + updates=check_skill_updates(destination_root=managed_skills_dir), + ) if selector is None: outcome.add_message( @@ -996,7 +1221,17 @@ async def handle_update_skill( ) return outcome - applied = await asyncio.to_thread(apply_skill_updates, selected, force=force) + mcp_selected = [update for update in selected if _is_mcp_update(update)] + regular_selected = [update for update in selected if not _is_mcp_update(update)] + applied = [ + *await asyncio.to_thread(apply_skill_updates, regular_selected, force=force), + *await _apply_mcp_skill_updates( + ctx, + agent_name=agent_name, + updates=mcp_selected, + force=force, + ), + ] outcome.add_message( _format_update_results(applied, title="Skill update results:"), right_info="skills", diff --git a/src/fast_agent/mcp/tool_result_metadata.py b/src/fast_agent/mcp/tool_result_metadata.py new file mode 100644 index 000000000..cfc4f8cf7 --- /dev/null +++ b/src/fast_agent/mcp/tool_result_metadata.py @@ -0,0 +1,29 @@ +"""Display-only metadata helpers for MCP tool results.""" + +from __future__ import annotations + +from collections.abc import Sequence +from typing import TYPE_CHECKING + +if TYPE_CHECKING: + from mcp.types import CallToolResult, ContentBlock + +_MEDIA_PREVIEW_ATTR = "_fast_agent_media_preview_content" + + +def set_tool_result_media_preview( + result: CallToolResult, + content: Sequence[ContentBlock], +) -> None: + """Attach media preview blocks without changing provider-facing result content.""" + setattr(result, _MEDIA_PREVIEW_ATTR, list(content)) + + +def get_tool_result_media_preview( + result: CallToolResult, +) -> Sequence[ContentBlock] | None: + """Return display-only media preview blocks attached to a tool result.""" + value = getattr(result, _MEDIA_PREVIEW_ATTR, None) + if not isinstance(value, Sequence) or isinstance(value, (str, bytes, bytearray)): + return None + return value diff --git a/src/fast_agent/skills/mcp_registry.py b/src/fast_agent/skills/mcp_registry.py index ccd9b2c77..6c0337a8d 100644 --- a/src/fast_agent/skills/mcp_registry.py +++ b/src/fast_agent/skills/mcp_registry.py @@ -1,23 +1,33 @@ """SEP-2640 Skills over MCP registry support. -This module intentionally implements only the registry/install part of the +This module intentionally implements the registry/install/update portion of the draft SEP: servers that advertise ``io.modelcontextprotocol/skills`` can be -used as a source for installing concrete ``skill-md`` entries into the normal -managed skills directory. +used as a source for installing SHA256-verified ``skill-md`` or archive entries +into the normal managed skills directory. """ from __future__ import annotations import asyncio +import base64 +import hashlib +import io import json import re import shutil +import stat +import tarfile +import tempfile +import zipfile from dataclasses import dataclass -from typing import TYPE_CHECKING, Any, Iterable, Mapping, Protocol +from pathlib import Path, PurePosixPath +from typing import TYPE_CHECKING, Any, Iterable, Literal, Mapping, Protocol +from urllib.parse import urlparse -from mcp.types import ServerCapabilities, TextResourceContents +from mcp.types import BlobResourceContents, ServerCapabilities, TextResourceContents from fast_agent.core.logging.logger import get_logger +from fast_agent.marketplace import source_utils as marketplace_source_utils from fast_agent.skills.provenance import ( build_mcp_installed_skill_source, compute_skill_content_fingerprint, @@ -26,8 +36,6 @@ from fast_agent.skills.registry import SkillRegistry if TYPE_CHECKING: - from pathlib import Path - from mcp.types import ReadResourceResult @@ -49,6 +57,10 @@ async def collect_server_status(self) -> Mapping[str, Any]: ... INDEX_URI = "skill://index.json" MAX_INDEX_BYTES = 1_048_576 MAX_SKILL_MD_BYTES = 262_144 +MAX_ARCHIVE_BYTES = 10 * 1_048_576 +MAX_UNPACKED_ARCHIVE_BYTES = 50 * 1_048_576 +ArtifactType = Literal["skill-md", "archive"] +SHA256_RE = re.compile(r"^sha256:[0-9a-f]{64}$") @dataclass(frozen=True) @@ -57,6 +69,8 @@ class McpRegistrySkill: description: str | None source_url: str server_name: str + digest: str + artifact_type: ArtifactType = "skill-md" server_version: str | None = None @property @@ -108,10 +122,16 @@ async def scan_mcp_skill_registry( entries = _parse_index(result, server_name) skills: list[McpRegistrySkill] = [] for entry in entries: - if entry.get("type") != "skill-md": + entry_type = entry.get("type") + if entry_type not in {"skill-md", "archive"}: + logger.warning( + "Skipping unsupported MCP skill entry type", + data={"server": server_name, "type": entry_type}, + ) continue name = entry.get("name") url = entry.get("url") + digest = entry.get("digest") description = entry.get("description") if not isinstance(name, str) or not name.strip(): logger.warning("MCP skill entry missing name", data={"server": server_name}) @@ -125,12 +145,21 @@ async def scan_mcp_skill_registry( data={"server": server_name, "url": url}, ) continue + if not isinstance(digest, str) or not _is_valid_sha256_digest(digest): + logger.warning( + "MCP skill entry missing valid sha256 digest", + data={"server": server_name, "name": name}, + ) + continue + artifact_type: ArtifactType = "archive" if entry_type == "archive" else "skill-md" skills.append( McpRegistrySkill( name=name.strip(), description=description.strip() if isinstance(description, str) else None, - source_url=url.strip(), + source_url=_resolve_entry_url(url.strip()), server_name=server_name, + digest=digest.strip(), + artifact_type=artifact_type, server_version=server_version, ) ) @@ -157,38 +186,12 @@ async def install_mcp_registry_skill( *, destination_root: Path, ) -> Path: - result = await aggregator.get_resource(skill.source_url, server_name=skill.server_name) - skill_text = _first_text(result) - if not skill_text: - raise ValueError(f"MCP skill resource returned no text content: {skill.source_url}") - if len(skill_text.encode("utf-8")) > MAX_SKILL_MD_BYTES: - raise ValueError(f"MCP skill SKILL.md exceeds size limit: {skill.source_url}") - - manifest, parse_error = SkillRegistry.parse_manifest_text(skill_text) - if manifest is None: - raise ValueError(f"Failed to parse MCP skill manifest: {parse_error}") - if manifest.name != skill.name: - raise ValueError( - f"MCP skill index name '{skill.name}' does not match manifest name '{manifest.name}'" - ) - install_dir = destination_root.resolve() / _safe_install_dir_name(skill.name) if install_dir.exists(): raise FileExistsError(f"Skill already exists: {install_dir}") try: - install_dir.mkdir(parents=True, exist_ok=False) - (install_dir / "SKILL.md").write_text(skill_text, encoding="utf-8") - fingerprint = compute_skill_content_fingerprint(install_dir) - write_installed_skill_source( - install_dir, - build_mcp_installed_skill_source( - server_name=skill.server_name, - server_version=skill.server_version, - skill_uri=skill.source_url, - fingerprint=fingerprint, - ), - ) + await _write_verified_mcp_skill(aggregator, skill, install_dir) except Exception: if install_dir.exists(): shutil.rmtree(install_dir) @@ -196,6 +199,27 @@ async def install_mcp_registry_skill( return install_dir +async def update_mcp_registry_skill( + aggregator: McpSkillRegistryClient, + skill: McpRegistrySkill, + *, + skill_dir: Path, +) -> Path: + skill_dir = skill_dir.resolve() + parent_dir = skill_dir.parent + with tempfile.TemporaryDirectory( + dir=parent_dir, + prefix=f".{skill_dir.name}.update-", + ) as temp_dir_str: + staged_dir = Path(temp_dir_str) / skill_dir.name + await _write_verified_mcp_skill(aggregator, skill, staged_dir) + marketplace_source_utils.atomic_replace_directory( + existing_dir=skill_dir, + staged_dir=staged_dir, + ) + return skill_dir + + def select_mcp_registry_skill( entries: Iterable[McpRegistrySkill], selector: str, @@ -257,6 +281,141 @@ def _first_text(result: "ReadResourceResult") -> str | None: return None +def _first_bytes(result: "ReadResourceResult") -> bytes | None: + for item in result.contents: + if isinstance(item, TextResourceContents): + return item.text.encode("utf-8") + if isinstance(item, BlobResourceContents): + return base64.b64decode(item.blob) + return None + + +async def _write_verified_mcp_skill( + aggregator: McpSkillRegistryClient, + skill: McpRegistrySkill, + install_dir: Path, +) -> None: + result = await aggregator.get_resource(skill.source_url, server_name=skill.server_name) + artifact = _first_bytes(result) + if artifact is None: + raise ValueError(f"MCP skill resource returned no content: {skill.source_url}") + _verify_artifact_digest(artifact, skill.digest) + + if skill.artifact_type == "skill-md": + _write_skill_md_artifact(skill, artifact, install_dir) + else: + _write_archive_artifact(skill, artifact, install_dir) + + fingerprint = compute_skill_content_fingerprint(install_dir) + write_installed_skill_source( + install_dir, + build_mcp_installed_skill_source( + server_name=skill.server_name, + server_version=skill.server_version, + skill_uri=skill.source_url, + fingerprint=fingerprint, + artifact_digest=skill.digest, + artifact_type=skill.artifact_type, + ), + ) + + +def _write_skill_md_artifact(skill: McpRegistrySkill, artifact: bytes, install_dir: Path) -> None: + if len(artifact) > MAX_SKILL_MD_BYTES: + raise ValueError(f"MCP skill SKILL.md exceeds size limit: {skill.source_url}") + skill_text = artifact.decode("utf-8") + manifest, parse_error = SkillRegistry.parse_manifest_text(skill_text) + if manifest is None: + raise ValueError(f"Failed to parse MCP skill manifest: {parse_error}") + if manifest.name != skill.name: + raise ValueError( + f"MCP skill index name '{skill.name}' does not match manifest name '{manifest.name}'" + ) + + install_dir.mkdir(parents=True, exist_ok=False) + (install_dir / "SKILL.md").write_text(skill_text, encoding="utf-8") + + +def _write_archive_artifact(skill: McpRegistrySkill, artifact: bytes, install_dir: Path) -> None: + if len(artifact) > MAX_ARCHIVE_BYTES: + raise ValueError(f"MCP skill archive exceeds size limit: {skill.source_url}") + install_dir.mkdir(parents=True, exist_ok=False) + try: + if skill.source_url.lower().endswith(".zip"): + _extract_zip_safely(artifact, install_dir) + else: + _extract_tar_safely(artifact, install_dir) + manifest_path = install_dir / "SKILL.md" + if not manifest_path.is_file(): + raise ValueError("MCP skill archive must contain SKILL.md at the root") + manifest, parse_error = SkillRegistry.parse_manifest_text( + manifest_path.read_text(encoding="utf-8") + ) + if manifest is None: + raise ValueError(f"Failed to parse MCP skill manifest: {parse_error}") + if manifest.name != skill.name: + raise ValueError( + f"MCP skill index name '{skill.name}' does not match manifest name '{manifest.name}'" + ) + except Exception: + if install_dir.exists(): + shutil.rmtree(install_dir) + raise + + +def _extract_tar_safely(artifact: bytes, destination: Path) -> None: + total_size = 0 + with tarfile.open(fileobj=io.BytesIO(artifact), mode="r:*") as archive: + for member in archive.getmembers(): + _validate_archive_name(member.name) + if member.issym() or member.islnk(): + raise ValueError("MCP skill archives must not contain links") + if member.isfile(): + total_size += member.size + if total_size > MAX_UNPACKED_ARCHIVE_BYTES: + raise ValueError("MCP skill archive unpacked size exceeds limit") + archive.extractall(destination, filter="data") + + +def _extract_zip_safely(artifact: bytes, destination: Path) -> None: + total_size = 0 + with zipfile.ZipFile(io.BytesIO(artifact)) as archive: + for info in archive.infolist(): + _validate_archive_name(info.filename) + mode = info.external_attr >> 16 + if stat.S_ISLNK(mode): + raise ValueError("MCP skill archives must not contain links") + total_size += info.file_size + if total_size > MAX_UNPACKED_ARCHIVE_BYTES: + raise ValueError("MCP skill archive unpacked size exceeds limit") + archive.extractall(destination) + + +def _validate_archive_name(name: str) -> None: + path = PurePosixPath(name) + if path.is_absolute() or ".." in path.parts: + raise ValueError(f"Unsafe path in MCP skill archive: {name}") + + +def _verify_artifact_digest(artifact: bytes, expected: str) -> None: + if not _is_valid_sha256_digest(expected): + raise ValueError("MCP skill entry is missing a valid SHA256 digest") + actual = f"sha256:{hashlib.sha256(artifact).hexdigest()}" + if actual != expected: + raise ValueError(f"MCP skill SHA256 mismatch: expected {expected}, got {actual}") + + +def _is_valid_sha256_digest(value: str) -> bool: + return bool(SHA256_RE.fullmatch(value)) + + +def _resolve_entry_url(url: str) -> str: + parsed = urlparse(url) + if parsed.scheme: + return url + return f"skill://{url.lstrip('/')}" + + def _safe_install_dir_name(name: str) -> str: if not re.fullmatch(r"[A-Za-z0-9][A-Za-z0-9_.-]*", name): raise ValueError(f"Invalid MCP skill name for local install: {name}") diff --git a/src/fast_agent/skills/models.py b/src/fast_agent/skills/models.py index f56d7436f..4938fa421 100644 --- a/src/fast_agent/skills/models.py +++ b/src/fast_agent/skills/models.py @@ -37,6 +37,7 @@ "source_ref_missing", "source_path_missing", "skipped_dirty", + "integrity_error", ] SkillManagementSource = Literal["override", "settings", "default"] @@ -57,6 +58,8 @@ class InstalledSkillSource: content_fingerprint: str mcp_server_name: str | None = None mcp_server_version: str | None = None + artifact_digest: str | None = None + artifact_type: str | None = None @dataclass(frozen=True) diff --git a/src/fast_agent/skills/operations.py b/src/fast_agent/skills/operations.py index 3acc5e3be..f68ba3a30 100644 --- a/src/fast_agent/skills/operations.py +++ b/src/fast_agent/skills/operations.py @@ -247,6 +247,8 @@ def apply_skill_updates( "source_unreachable", "source_ref_missing", "source_path_missing", + "unknown_revision", + "integrity_error", }: results.append(refreshed) continue diff --git a/src/fast_agent/skills/provenance.py b/src/fast_agent/skills/provenance.py index 425c81cf7..a6b4b5e5d 100644 --- a/src/fast_agent/skills/provenance.py +++ b/src/fast_agent/skills/provenance.py @@ -86,6 +86,10 @@ def write_installed_skill_source(skill_dir: Path, source: InstalledSkillSource) payload["mcp_server_name"] = source.mcp_server_name if source.mcp_server_version is not None: payload["mcp_server_version"] = source.mcp_server_version + if source.artifact_digest is not None: + payload["artifact_digest"] = source.artifact_digest + if source.artifact_type is not None: + payload["artifact_type"] = source.artifact_type sidecar_path.write_text( json.dumps(payload, indent=2, ensure_ascii=False, sort_keys=True) + "\n", encoding="utf-8", @@ -151,9 +155,10 @@ def format_skill_provenance_details(skill_dir: Path) -> tuple[str, str | None]: source = provenance.source if source.source_origin == "mcp": version = f"@{source.mcp_server_version}" if source.mcp_server_version else "" + integrity = " • integrity: sha256" if source.artifact_digest else "" provenance_value = ( f"mcp-server {source.mcp_server_name or source.repo_url}{version} " - f"({source.repo_path})" + f"({source.repo_path}){integrity}" ) installed_value = ( f"{format_installed_at_display(source.installed_at)} " @@ -230,6 +235,14 @@ def _parse_mcp_installed_skill_source_payload(payload: dict[str, Any]) -> Instal if not isinstance(content_fingerprint, str) or not content_fingerprint.startswith("sha256:"): raise ValueError("content_fingerprint must be a sha256 fingerprint") + artifact_digest = payload.get("artifact_digest") + if artifact_digest is not None and not isinstance(artifact_digest, str): + raise ValueError("artifact_digest must be a string or null") + + artifact_type = payload.get("artifact_type") + if artifact_type is not None and not isinstance(artifact_type, str): + raise ValueError("artifact_type must be a string or null") + server_name = payload.get("mcp_server_name") if server_name is not None and not isinstance(server_name, str): raise ValueError("mcp_server_name must be a string or null") @@ -253,6 +266,8 @@ def _parse_mcp_installed_skill_source_payload(payload: dict[str, Any]) -> Instal content_fingerprint=content_fingerprint, mcp_server_name=server_name.strip() if isinstance(server_name, str) else None, mcp_server_version=server_version.strip() if isinstance(server_version, str) else None, + artifact_digest=artifact_digest.strip() if isinstance(artifact_digest, str) else None, + artifact_type=artifact_type.strip() if isinstance(artifact_type, str) else None, ) @@ -287,6 +302,8 @@ def build_mcp_installed_skill_source( server_version: str | None, skill_uri: str, fingerprint: str, + artifact_digest: str, + artifact_type: str, ) -> InstalledSkillSource: return InstalledSkillSource( schema_version=SKILL_SOURCE_SCHEMA_VERSION, @@ -298,11 +315,13 @@ def build_mcp_installed_skill_source( source_url=skill_uri, installed_commit=None, installed_path_oid=None, - installed_revision=LOCAL_REVISION, + installed_revision=artifact_digest, installed_at=_iso_utc_now(), content_fingerprint=fingerprint, mcp_server_name=server_name, mcp_server_version=server_version, + artifact_digest=artifact_digest, + artifact_type=artifact_type, ) diff --git a/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py b/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py index 8ff1d9305..6dac46be3 100644 --- a/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py +++ b/tests/unit/fast_agent/commands/test_skills_mcp_registry_handlers.py @@ -1,5 +1,7 @@ from __future__ import annotations +from hashlib import sha256 + import pytest from fast_agent.commands.context import ( @@ -10,9 +12,19 @@ from fast_agent.commands.handlers.skills import ( handle_list_marketplace_skills, handle_set_skills_registry, + handle_update_skill, ) from fast_agent.config import Settings, SkillsSettings from fast_agent.skills.mcp_registry import McpRegistrySkill, McpSkillRegistry +from fast_agent.skills.provenance import ( + build_mcp_installed_skill_source, + compute_skill_content_fingerprint, + write_installed_skill_source, +) + + +def _digest(text: str) -> str: + return f"sha256:{sha256(text.encode('utf-8')).hexdigest()}" class _Aggregator: @@ -27,6 +39,7 @@ async def list_mcp_skill_registries(self) -> list[McpSkillRegistry]: description="Search the Hub", source_url="skill://hub-search/SKILL.md", server_name="hf", + digest=_digest("---\nname: hub-search\ndescription: Search\n---\nv2\n"), server_version="1.2.3", ) ], @@ -114,3 +127,34 @@ async def test_skills_available_uses_selected_mcp_registry() -> None: rendered = "\n".join(_plain(message.text) for message in outcome.messages) assert "MCP skills from mcp-server hf@1.2.3" in rendered assert "hub-search" in rendered + + +@pytest.mark.asyncio +async def test_skills_update_reports_mcp_digest_update_available(tmp_path) -> None: + environment_dir = tmp_path / ".fast-agent" + skill_dir = environment_dir / "skills" / "hub-search" + skill_dir.mkdir(parents=True) + skill_text = "---\nname: hub-search\ndescription: Search\n---\nv1\n" + (skill_dir / "SKILL.md").write_text(skill_text, encoding="utf-8") + fingerprint = compute_skill_content_fingerprint(skill_dir) + write_installed_skill_source( + skill_dir, + build_mcp_installed_skill_source( + server_name="hf", + server_version="1.2.3", + skill_uri="skill://hub-search/SKILL.md", + fingerprint=fingerprint, + artifact_digest=_digest(skill_text), + artifact_type="skill-md", + ), + ) + settings = Settings( + environment_dir=str(environment_dir), + skills=SkillsSettings(), + ) + + outcome = await handle_update_skill(_ctx(settings), agent_name="main", argument=None) + + rendered = "\n".join(_plain(message.text) for message in outcome.messages) + assert "hub-search" in rendered + assert "update available" in rendered diff --git a/tests/unit/fast_agent/skills/test_mcp_registry.py b/tests/unit/fast_agent/skills/test_mcp_registry.py index c36d64790..0cea33561 100644 --- a/tests/unit/fast_agent/skills/test_mcp_registry.py +++ b/tests/unit/fast_agent/skills/test_mcp_registry.py @@ -1,9 +1,18 @@ from __future__ import annotations +import base64 import json +import tarfile +from hashlib import sha256 +from io import BytesIO import pytest -from mcp.types import ReadResourceResult, ServerCapabilities, TextResourceContents +from mcp.types import ( + BlobResourceContents, + ReadResourceResult, + ServerCapabilities, + TextResourceContents, +) from pydantic import AnyUrl from fast_agent.skills.mcp_registry import ( @@ -22,8 +31,30 @@ def _text(uri: str, body: str) -> ReadResourceResult: ) +def _blob(uri: str, body: bytes) -> ReadResourceResult: + return ReadResourceResult( + contents=[ + BlobResourceContents( + uri=AnyUrl(uri), + mimeType="application/octet-stream", + blob=base64.b64encode(body).decode("ascii"), + ) + ] + ) + + +def _digest(body: bytes | str) -> str: + data = body.encode("utf-8") if isinstance(body, str) else body + return f"sha256:{sha256(data).hexdigest()}" + + class _Aggregator: - def __init__(self, *, capabilities: ServerCapabilities, responses: dict[str, str]) -> None: + def __init__( + self, + *, + capabilities: ServerCapabilities, + responses: dict[str, str | bytes], + ) -> None: self.capabilities = capabilities self.responses = responses @@ -35,7 +66,10 @@ async def get_resource( self, resource_uri: str, *, server_name: str | None = None ) -> ReadResourceResult: del server_name - return _text(resource_uri, self.responses[resource_uri]) + response = self.responses[resource_uri] + if isinstance(response, bytes): + return _blob(resource_uri, response) + return _text(resource_uri, response) def _skills_capabilities() -> ServerCapabilities: @@ -44,6 +78,16 @@ def _skills_capabilities() -> ServerCapabilities: ) +def _tar_gz(files: dict[str, bytes]) -> bytes: + archive_bytes = BytesIO() + with tarfile.open(fileobj=archive_bytes, mode="w:gz") as archive: + for name, content in files.items(): + info = tarfile.TarInfo(name) + info.size = len(content) + archive.addfile(info, BytesIO(content)) + return archive_bytes.getvalue() + + def test_server_supports_mcp_skills_from_extensions_extra() -> None: assert server_supports_mcp_skills(_skills_capabilities()) assert not server_supports_mcp_skills(ServerCapabilities()) @@ -59,6 +103,7 @@ async def test_scan_mcp_skill_registry_requires_capability() -> None: "name": "demo", "description": "Demo skill", "url": "skill://demo/SKILL.md", + "digest": "sha256:" + "0" * 64, } ] } @@ -69,7 +114,9 @@ async def test_scan_mcp_skill_registry_requires_capability() -> None: @pytest.mark.asyncio -async def test_scan_mcp_skill_registry_reads_skill_md_entries_only() -> None: +async def test_scan_mcp_skill_registry_reads_verified_skill_entries() -> None: + skill_text = "---\nname: demo\ndescription: Demo skill\n---\nBody\n" + archive = _tar_gz({"SKILL.md": skill_text.encode("utf-8")}) index = json.dumps( { "skills": [ @@ -78,6 +125,14 @@ async def test_scan_mcp_skill_registry_reads_skill_md_entries_only() -> None: "name": "demo", "description": "Demo skill", "url": "skill://demo/SKILL.md", + "digest": _digest(skill_text), + }, + { + "type": "archive", + "name": "bundle", + "description": "Bundled skill", + "url": "bundle/bundle.tar.gz", + "digest": _digest(archive), }, { "type": "mcp-resource-template", @@ -94,8 +149,33 @@ async def test_scan_mcp_skill_registry_reads_skill_md_entries_only() -> None: assert registry is not None assert registry.server_name == "hf" assert registry.server_version == "1.2.3" - assert [skill.name for skill in registry.skills] == ["demo"] + assert [skill.name for skill in registry.skills] == ["demo", "bundle"] assert registry.skills[0].source_url == "skill://demo/SKILL.md" + assert registry.skills[0].digest == _digest(skill_text) + assert registry.skills[1].artifact_type == "archive" + assert registry.skills[1].source_url == "skill://bundle/bundle.tar.gz" + + +@pytest.mark.asyncio +async def test_scan_mcp_skill_registry_skips_entries_without_sha256() -> None: + index = json.dumps( + { + "skills": [ + { + "type": "skill-md", + "name": "demo", + "description": "Demo skill", + "url": "skill://demo/SKILL.md", + } + ] + } + ) + aggregator = _Aggregator(capabilities=_skills_capabilities(), responses={INDEX_URI: index}) + + registry = await scan_mcp_skill_registry(aggregator, "hf") + + assert registry is not None + assert registry.skills == [] @pytest.mark.asyncio @@ -106,6 +186,7 @@ async def test_install_mcp_registry_skill_writes_provenance(tmp_path) -> None: description="Demo skill", source_url="skill://demo/SKILL.md", server_name="hf", + digest=_digest(skill_text), server_version="1.2.3", ) aggregator = _Aggregator( @@ -128,3 +209,54 @@ async def test_install_mcp_registry_skill_writes_provenance(tmp_path) -> None: assert source.mcp_server_name == "hf" assert source.mcp_server_version == "1.2.3" assert source.source_url == "skill://demo/SKILL.md" + assert source.artifact_digest == _digest(skill_text) + assert source.artifact_type == "skill-md" + + +@pytest.mark.asyncio +async def test_install_mcp_registry_skill_rejects_digest_mismatch(tmp_path) -> None: + skill_text = "---\nname: demo\ndescription: Demo skill\n---\nBody\n" + skill = McpRegistrySkill( + name="demo", + description="Demo skill", + source_url="skill://demo/SKILL.md", + server_name="hf", + digest="sha256:" + "0" * 64, + ) + aggregator = _Aggregator( + capabilities=_skills_capabilities(), + responses={"skill://demo/SKILL.md": skill_text}, + ) + + with pytest.raises(ValueError, match="SHA256 mismatch"): + await install_mcp_registry_skill(aggregator, skill, destination_root=tmp_path) + + assert not (tmp_path / "demo").exists() + + +@pytest.mark.asyncio +async def test_install_mcp_registry_archive_skill(tmp_path) -> None: + skill_text = "---\nname: demo\ndescription: Demo skill\n---\nBody\n" + artifact = _tar_gz( + { + "SKILL.md": skill_text.encode("utf-8"), + "scripts/run.sh": b"echo ok\n", + } + ) + skill = McpRegistrySkill( + name="demo", + description="Demo skill", + source_url="skill://demo/demo.tar.gz", + server_name="hf", + digest=_digest(artifact), + artifact_type="archive", + ) + aggregator = _Aggregator( + capabilities=_skills_capabilities(), + responses={"skill://demo/demo.tar.gz": artifact}, + ) + + install_dir = await install_mcp_registry_skill(aggregator, skill, destination_root=tmp_path) + + assert (install_dir / "SKILL.md").read_text(encoding="utf-8") == skill_text + assert (install_dir / "scripts" / "run.sh").read_text(encoding="utf-8") == "echo ok\n" diff --git a/tests/unit/fast_agent/ui/test_agent_completer.py b/tests/unit/fast_agent/ui/test_agent_completer.py index e7b73f148..6cc6dff69 100644 --- a/tests/unit/fast_agent/ui/test_agent_completer.py +++ b/tests/unit/fast_agent/ui/test_agent_completer.py @@ -186,6 +186,7 @@ async def list_mcp_skill_registries(self) -> list[McpSkillRegistry]: description="Work with datasets", source_url="skill://datasets/SKILL.md", server_name="hf", + digest="sha256:" + "0" * 64, server_version="1.2.3", ), McpRegistrySkill( @@ -193,6 +194,7 @@ async def list_mcp_skill_registries(self) -> list[McpSkillRegistry]: description="Work with Spaces", source_url="skill://spaces/SKILL.md", server_name="hf", + digest="sha256:" + "1" * 64, server_version="1.2.3", ), ], From 6ddff2394b3d29f7aefc109e8c4293abdf02fc58 Mon Sep 17 00:00:00 2001 From: evalstate <1936278+evalstate@users.noreply.github.com> Date: Tue, 2 Jun 2026 16:15:54 +0100 Subject: [PATCH 8/9] social cards, test fix --- docs/docs/assets/social/acp.png | Bin 26545 -> 26648 bytes .../assets/social/acp/customizing_agents.png | Bin 28141 -> 27914 bytes 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.../docs/assets/social/ref/export_command.png | Bin 26155 -> 26204 bytes .../social/ref/fast_agent_ai_articles.png | Bin 27907 -> 26393 bytes .../docs/assets/social/ref/generated_docs.png | Bin 27757 -> 27033 bytes docs/docs/assets/social/ref/go_command.png | Bin 25655 -> 24931 bytes .../docs/assets/social/ref/open_telemetry.png | Bin 25352 -> 24458 bytes docs/docs/assets/social/welcome.png | Bin 25399 -> 24647 bytes docs/docs/assets/tui/skills-over-mcp.cast | 713 +++++++++--------- docs/docs/ref/docs_automation.md | 4 + docs/social_cards/contact-sheet.html | 94 +-- scripts/docs_assets.py | 17 +- src/fast_agent/commands/handlers/skills.py | 9 +- 70 files changed, 428 insertions(+), 409 deletions(-) diff --git a/docs/docs/assets/social/acp.png b/docs/docs/assets/social/acp.png index 261623c2638040af1528832944af016ea5c3d12b..0c82448553b3d7d677a7eee06731b8949fc0aaf8 100644 GIT binary patch literal 26648 zcmZs@1zc3$(?5=ZjMp{A^S_lhxzfH(Y2VtfK zFG6No0_NL0P@L=YnI0Rs8+KZJ-7LO{X< 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    diff --git a/scripts/docs_assets.py b/scripts/docs_assets.py index aca643788..db76f73ef 100644 --- a/scripts/docs_assets.py +++ b/scripts/docs_assets.py @@ -329,11 +329,14 @@ def _skills_slash_commands_record_script(scenario: TerminalCastScenario) -> str: def _skills_over_mcp_record_script(scenario: TerminalCastScenario) -> str: startup_wait = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_STARTUP_WAIT", "3.5") - connect_wait = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_CONNECT_WAIT", "4.0") + connect_wait = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_CONNECT_WAIT", "6.0") command_wait = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_COMMAND_WAIT", "1.4") final_wait = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_FINAL_WAIT", "1.0") typing_delay = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_TYPING_DELAY", "0.035") - server_url = os.environ.get("FAST_AGENT_SKILLS_MCP_DEMO_SERVER", "http://localhost:3000/mcp") + server_url = os.environ.get( + "FAST_AGENT_SKILLS_MCP_DEMO_SERVER", + "https://huggingface.co/mcp", + ) session = f"fast_agent_docs_{scenario.name.replace('-', '_')}" command = scenario.shell_command.replace("'", "'\"'\"'") server_url = server_url.replace("'", "'\"'\"'") @@ -365,7 +368,7 @@ def _skills_over_mcp_record_script(scenario: TerminalCastScenario) -> str: type_slow "$SESSION" '{command}' 0.035 tmux send-keys -t "$SESSION" Enter sleep {startup_wait} - type_slow "$SESSION" '/mcp connect --name hf {server_url}' {typing_delay} + type_slow "$SESSION" '/mcp connect {server_url} --name hf' {typing_delay} tmux send-keys -t "$SESSION" Enter sleep {connect_wait} type_slow "$SESSION" '/mcp' {typing_delay} @@ -377,17 +380,15 @@ def _skills_over_mcp_record_script(scenario: TerminalCastScenario) -> str: type_slow "$SESSION" '/skills registry hf' {typing_delay} tmux send-keys -t "$SESSION" Enter sleep {command_wait} - type_slow "$SESSION" '/skills add' {typing_delay} - tmux send-keys -t "$SESSION" Enter - sleep {command_wait} - tmux send-keys -t "$SESSION" Enter - sleep 0.4 type_slow "$SESSION" '/skills search dataset viewer' {typing_delay} tmux send-keys -t "$SESSION" Enter sleep {command_wait} type_slow "$SESSION" '/skills add huggingface-datasets' {typing_delay} tmux send-keys -t "$SESSION" Enter sleep {command_wait} + type_slow "$SESSION" '/skills' {typing_delay} + tmux send-keys -t "$SESSION" Enter + sleep {command_wait} sleep {final_wait} tmux kill-session -t "$SESSION" 2>/dev/null || true ) & diff --git a/src/fast_agent/commands/handlers/skills.py b/src/fast_agent/commands/handlers/skills.py index f41e86ecc..af5c5f33b 100644 --- a/src/fast_agent/commands/handlers/skills.py +++ b/src/fast_agent/commands/handlers/skills.py @@ -100,7 +100,10 @@ async def _list_mcp_skill_registries( agent = ctx.agent_provider._agent(agent_name) if not isinstance(agent, _McpSkillRegistryAgent): return [] - return await agent.aggregator.list_mcp_skill_registries() + aggregator = agent.aggregator + if not isinstance(aggregator, _McpSkillRegistryAggregator): + return [] + return await aggregator.list_mcp_skill_registries() def _find_mcp_registry( @@ -149,7 +152,7 @@ def _append_registry_entry( is_current: bool, ) -> None: entry = Text() - entry.append(f"[{index:2}] ", style="dim cyan") + entry.append(f"[{index}] ", style="dim cyan") entry.append(display_url, style="bright_blue bold") if is_current: entry.append(" • ", style="dim") @@ -480,6 +483,8 @@ async def handle_set_skills_registry( current_line.append(current_display, style="bright_blue bold") content.append_text(current_line) content.append("\n\n") + + if configured_displays: content.append_text(Text("Configured registries:", style="dim")) content.append("\n") From 91e7d7f91daa82c65c818d5edb4b7799db3da870 Mon Sep 17 00:00:00 2001 From: evalstate <1936278+evalstate@users.noreply.github.com> Date: Tue, 2 Jun 2026 16:20:04 +0100 Subject: [PATCH 9/9] attribution --- docs/docs/guides/skills.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/docs/docs/guides/skills.md b/docs/docs/guides/skills.md index 1b4cc9a1e..82b8b5007 100644 --- a/docs/docs/guides/skills.md +++ b/docs/docs/guides/skills.md @@ -26,6 +26,11 @@ When valid `SKILL.md` files are found: Skills installed from any git repo (local or remote) can be automatically updated. +!!! note "Skills over MCP" + + Thanks to Ola Hungerford, fast-agent has early access support for MCP SEP-2640: [Skills over MCP](../mcp/skills-over-mcp.md) + + ## Installing Skills Skills can be installed, updated and removed from the CLI or TUI with the `skills` command.