stevesolun/ctx

373 stars · Last commit 2026-05-28

Skill, agent, MCP, and harness recommendations for Claude Code/custom LLMs: 102,696-node LLM-wiki graph, 91,432 skills, 10,787 MCPs, 13 harnesses, and capped execution recommendations.

README preview

# ctx — Skill, Agent, MCP & Harness Recommendations

[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)
[![Python 3.11+](https://img.shields.io/badge/Python-3.11+-green.svg)](https://python.org)
[![PyPI](https://img.shields.io/pypi/v/claude-ctx.svg)](https://pypi.org/project/claude-ctx/)
[![Tests](https://img.shields.io/badge/Tests-3915_collected-brightgreen.svg)](#)
[![Graph](https://img.shields.io/badge/Graph-102%2C928_nodes_/_2.9M_edges-red.svg)](graph/)
[![Docs](https://img.shields.io/badge/docs-MkDocs_Material-blue.svg)](https://stevesolun.github.io/ctx/)
[![Repo views](https://hits.sh/github.com/stevesolun/ctx.svg?label=repo%20views)](https://hits.sh/github.com/stevesolun/ctx/)

ctx watches what you are building, walks a **102,928-node** graph, and
recommends a small, top-scored bundle of skills, agents, and MCP servers for
the current task. If you use your own local/API model instead of Claude Code,
ctx has a separate harness setup flow: tell it the model and goal, review the
recommended harness, then install with dry-run/update/uninstall controls.

Current shipped snapshot:

- **91,464 skill entity pages**, with **89,465** hydrated installable `SKILL.md` bodies.
- **467 agents**, **10,790 MCP servers**, and **207 harnesses**.

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