Skill and agent recommendation system for Claude Code — knowledge graph, wiki, and intake quality gates
Project description
ctx — Skill, Agent, MCP & Harness Catalog
Watches what you develop, walks a 104,079-node graph across 92,815 skills, 464 agents, 10,787 MCP servers, and 13 cataloged harnesses, then recommends the highest-value skills, agents, and MCP servers for the current task. Custom/API/local model users get separate harness recommendations during ctx-init or ctx-harness-install. The shipped wiki includes 90,846 Skills.sh entries, 89,461 hydrated installable SKILL.md bodies, install commands, duplicate hints, and semantic graph edges. You approve what loads, installs, or gets adopted.
2026-04-29 updates.
- Added the curated
find-skillsworkflow, backed by the canonical upstream install commandnpx skills add https://github.com/vercel-labs/skills --skill find-skills.- Shipped 90,846 Skills.sh entries as first-class remote-cataloged
skillnodes insidegraph/wiki-graph.tar.gzand asgraph/skills-sh-catalog.json.gz.- Added 13 cataloged harnesses, including LangGraph, CrewAI, AutoGen, Google ADK, Semantic Kernel, Mastra, Pydantic AI, Haystack, OpenAI Agents SDK, LiteLLM, Langfuse, AgentOps, and text-to-cad.
- Added security/cyber review warnings to entity update reviews and documented the graph/wiki update procedure.
2026-04-27 updates.
- Imported mattpocock/skills — 21 opinionated skills (TDD, domain-model, ubiquitous-language, github-triage, caveman compression mode, write-a-skill, plus 15 more) deployed under the
mattpocock-prefix. Seeimported-skills/mattpocock/ATTRIBUTION.md.- Imported designdotmd.directory — 156 DESIGN.md files (visual identities: color tokens, typography, spacing, components + rationale) deployed under the
designdotmd-prefix. These are reference designs an agent can read when asked to build a UI. Seeimported-skills/designdotmd/ATTRIBUTION.md.- Skill total: 1,791 → 1,968 (+177).
Why it exists
- Discovery — with 92K+ skill nodes, 460+ agents, 10K+ MCP servers, and 13 cataloged harnesses, you can't possibly know which exist or which apply to your current work.
- Context budget — loading everything wastes tokens and degrades quality. You need the right 10–15 per session.
- Skill rot — skills you installed months ago and never used are cluttering context. Stale ones should be flagged automatically.
Install
pip install claude-ctx
ctx-init # terminal wizard: hooks, graph, model, harness goal
ctx-init --wizard # force the same wizard from scripts/tests
ctx-init --model-mode skip # non-interactive setup for automation
ctx-init --model-mode custom --model openai/gpt-5.5 --goal "build a CAD agent"
Optional extras: pip install "claude-ctx[embeddings]" for the semantic backend, pip install "claude-ctx[dev]" for the test toolchain.
Pre-built knowledge graph (optional)
A pre-built knowledge graph of 104,079 nodes and 2,960,215 edges ships as a tarball. The same tarball includes external-catalogs/skills-sh/catalog.json, 90,846 remote-cataloged Skills.sh skill pages under entities/skills/skills-sh-*.md, 89,461 hydrated installable Skills.sh SKILL.md files under converted/skills-sh-*/, and 13 cataloged harness pages under entities/harnesses/. Extract to get a ready-to-use ~/.claude/skill-wiki/:
# after `git clone` — or download graph/wiki-graph.tar.gz from the GitHub release
mkdir -p ~/.claude/skill-wiki
tar xzf graph/wiki-graph.tar.gz -C ~/.claude/skill-wiki/
Windows / Git-Bash / MSYS: pass
--force-localsotardoesn't read thec:in the path as a remote host:tar --force-local xzf graph/wiki-graph.tar.gz -C ~/.claude/skill-wiki/. Linux/macOS users can ignore.
Use
After install, the ctx hooks integrate automatically with Claude Code's PostToolUse + Stop events. Typical flow:
ctx-scan-repo --repo . # scan current repo and stack signals
ctx-scan-repo --repo . --recommend # include skill/agent/MCP recommendations
ctx-agent-add --agent-path ./code-reviewer.md --name code-reviewer
ctx-harness-add --repo https://github.com/earthtojake/text-to-cad --tag cad
ctx-harness-install text-to-cad --dry-run # inspect before cloning/running anything
ctx-harness-install text-to-cad --update --dry-run
ctx-harness-install text-to-cad --uninstall --dry-run
ctx-skill-quality list # four-signal quality score for every skill
ctx-skill-quality explain python-patterns # drill into a single skill
ctx-skill-health dashboard # structural health + drift detection
ctx-toolbox run --event pre-commit # run a council on the current diff
ctx-monitor serve # local dashboard: http://127.0.0.1:8765/
The ctx-monitor dashboard shows currently loaded skills, agents, MCP servers, and installed harness records. It provides load/unload buttons where ctx owns the live action, a cytoscape graph view (/graph?slug=…), the LLM-wiki entity browser (/wiki/<slug>), a filterable skills grid, a session timeline, an audit log viewer, and a live SSE event stream. Harnesses are visible in the dashboard loaded/wiki/graph views; harness install/update/uninstall actions stay in ctx-harness-install.
When ctx-skill-add, ctx-agent-add, ctx-mcp-add, or ctx-harness-add
finds an existing entity, ctx prints a benefits/risks update review and skips
replacement by default. Re-run with --update-existing to apply the catalog or
local asset update after review.
Step-by-step entity onboarding: https://stevesolun.github.io/ctx/entity-onboarding/
Full docs, architecture, and every module: https://stevesolun.github.io/ctx/
License
MIT — see LICENSE.
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