How real projects configure their agents

23,222 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
GktuOktay/ai-skills 🚀 Universal Open-Source AI Agent Skills & Rules Library for Antigravity, Cursor, Claude C 2 Codex, GitHub Copilot, OpenCode 2 8,202 tok
stormlive-ai/ag-sdd npmjs.com Spec-Driven Development (SDD) harness & skill suite for Google Antigravity (AGY), Gemini 3 2 Codex, OpenCode 1 2,613 tok
martin-francois/symphony-trello Turn Trello cards into isolated, autonomous Codex implementation runs, allowing teams to m 2 Claude Code, Codex, OpenCode 16 1,135 tok
adammatthewsteinberger/clippy-pet adammatthewsteinberger.github.io Unofficial animated paperclip pet for the ChatGPT desktop app & Codex CLI. 9 animations, 1 2 Claude Code, Codex, Gemini CLI, OpenCode 5 2,330 tok
igovet/codex-cortex-orchestrator Cortex - Reliable multi-agent orchestration for complex software engineering work in Codex 2 Codex, OpenCode 1 2,576 tok
sureclaw-ai/copr copr.fedorainfracloud.org https://sureclaw.com.au/ 2 Claude Code, Codex 1
kei-prog/shikigami A fast, lightweight TUI for managing development workspaces 2 Codex, OpenCode 1 723 tok
Reedtrullz/codex-antigravity-auth pypi.org Released local Responses API gateway bringing Google Antigravity Claude Opus/Sonnet, Gemin 2 Codex, OpenCode 1 1,605 tok
ilyautov/cordon aifrontier.tech A deterministic layer between untrusted content and agent actions: it removes the hidden l 2 Codex, OpenCode 1 1,405 tok
agentlint/agentlint agentlint.sh The Lighthouse for AI coding agents. Audit any repo for how ready it is for Claude Code, C 2 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,497 tok
bysiber/agents-md-tools Lint, secure, and manage AGENTS.md files — the open standard for AI coding agents. ESLint 2 Codex, OpenCode 1 250 tok
youwei792/agentsmd CI for your AI agent's instructions — generate a grounded AGENTS.md, validate every comman 2 Claude Code, Codex, Gemini CLI, OpenCode 3 573 tok
Fred-In-tech/learn-as-you-build Stop shipping code you can't explain. An AI coding assistant that teaches while it works — 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,658 tok
rhyme17/ai-study-workflow AI-assisted active recall workflow for university learning, final exam review, course PDFs 2 Claude Code, Codex, Gemini CLI, OpenCode 3 537 tok
aliasunder/vault-onboarding Give your AI agents persistent memory and session continuity in your Obsidian vault — a co 2 Claude Code, Codex, OpenCode 2 1,849 tok
ngoctranfire/discord-mcp-server An MCP server that gives AI assistants full control of Discord — manage channels, messages 2 Codex, OpenCode 1 315 tok
bestimmaa/roon-mcp npmjs.com MCP server to control Roon music player via AI agents 2 Claude Code, Codex, OpenCode 2 246 tok
WIndFate/legal-ai-agent Production-grade legal AI agent reference implementation — LangGraph + pgvector RAG + MCP 2 Claude Code, Codex, OpenCode 2 1,994 tok
piyushptiwari1/mcpkernel pypi.org The Security Kernel for AI Agents — MCP/A2A gateway with policy enforcement, taint trackin 2 Claude Code, Codex, GitHub Copilot 8 2,161 tok
chriswu727/sibyl pypi.org Evidence retrieval for AI agents. Search, extract, deduplicate, rank, and return auditable 2 Codex, OpenCode 1 1,391 tok
tubealfred/mcp tubealfred.com Bring YouTube transcripts, comments and channel data into Claude, ChatGPT and Cursor. No Y 2 Codex, OpenCode 1 549 tok
sandraschi/streamfog-mcp Fastmcp 3.2 server plus webapp for controlling streamfog ar facefilter 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,755 tok
VitexSoftware/mcp-server-abraflexi MCP server for AbraFlexi integration using FastMCP and python-abraflexi 2 Codex, OpenCode 1 1,072 tok
Raed2180416/holt raed2180416.github.io See what coding agents changed across Git worktrees. Inspect duplicates, collisions and de 2 Claude Code, Codex, OpenCode 5 1,120 tok
pnmcguire480/cairntir Local-first persistent memory MCP server for Claude Code, Codex, Cursor, Qwen Code, and AI 2 Claude Code, Codex, OpenCode 2 3,528 tok
jpantsjoha/pinescript-plugin jpantsjoha.com Pine Script v6 skills and MCP tooling for coding agents — backed by a real validator, not 2 Codex, Gemini CLI, OpenCode 2 627 tok
shayanline/msloop-mcp MCP server for Microsoft Loop. No app registration required, reuses your existing Loop web 2 Codex, OpenCode 1 1,341 tok
ukolov-dev/mcp-project-context-router Local-first project memory, context packs, backlog, and verification workflows for coding 2 Codex, OpenCode 1 185 tok
davidsolheim/grok-chrome-bridge Chrome extension that lets Grok Build attach to the profile you mark Active. 2 Codex, OpenCode 1 152 tok
postalform/agent-mail-mcp postalform.com Send physical mail from an AI agent. An open MCP server for agent-payable mail - print and 2 Codex, OpenCode 1 279 tok
babybuddy/babybuddy-mcp 2 Codex, OpenCode 1 1,227 tok
snow-wind-001/CodeRecoder CodeRecoder: MCP for recode the Code 2 Claude Code, Codex, OpenCode 2 1,280 tok
t-rhex/obsidian-mcp-server MCP server for Obsidian vaults — direct filesystem access with git sync, wikilinks, and fr 2 Claude Code, Codex, OpenCode 2 839 tok
rementum/rementum rementum.dev Self-hosted shared memory infrastructure for AI agents with versioned knowledge and confli 2 Claude Code, Codex, OpenCode 2 2,187 tok
JorgeSintes/puregym-mcp 2 Codex, OpenCode 1 768 tok
GWLlosa/elite-dangerous-local-ai-tie-in-mcp Model Context Protocol server for Elite Dangerous integration with Claude Desktop and EDCo 2 Codex, Cursor, OpenCode 2 2,201 tok
Avinava/sf-documentation-knowledge npmjs.com Salesforce documentation knowledge system — MCP server + Knowledge Graph for AI agents 2 Claude Code, Codex 1
MikeCase/arcane-mcp arcanemcp.splaq.us MCP server for Docker management via the Arcane API 2 Claude Code, Codex, OpenCode 2 2,387 tok
oscarjpicazo/spacedata Aggregated public space data (satellite orbits, catalogs, conjunctions, launches) as an AI 2 Claude Code, Codex, OpenCode 2 1,594 tok
gjjisadog/scipdf-mcp MCP + skill: download academic paper PDFs by DOI/title (one-step install) 2 Claude Code, Codex, OpenCode 2 465 tok
codestable/cs-agent-mcp 2 Codex, OpenCode 1 662 tok
YuJunWang/104-job-hunter-mcp A job search automation tool that enables AI assistants to directly operate 104 Job Bank t 2 Codex, OpenCode 1 2,188 tok
TresorAlad/Software-Factory-MCP Turn Cursor into a local software factory: 10 MCP agents (architect, QA, security...) 2 Codex, OpenCode 1 521 tok
MALeitch/live-ketcher-mcp MCP server connecting AI assistants to a live Ketcher structure editor (open-source ChemDr 2 Codex, OpenCode 1 3,063 tok
grglzrv/jenkins-mcp-server Secure-by-design Jenkins MCP server with runtime guardrails. Minibridge integration for Re 2 Codex, OpenCode 1 35 tok
mirsella/context7-account-broker context7.com Quota-aware Context7 MCP broker with multi-account routing, caching, affinity, failover, a 2 Codex, OpenCode 1 65 tok
padzup/linkavista-mcp 2 Codex, OpenCode 1 360 tok
alexechoi/google-hotels-mcp Google Hotels MCP 2 Claude Code, Codex, OpenCode 2 1,438 tok
Joe15935/ios-agent-bridge An open-source control plane that gives Codex and other MCP agents hands on a real iPhone. 2 Codex, OpenCode 2 443 tok
sandraschi/midasheng-gen-mcp MCP server generating coherent 16 kHz mixed audio scenes from text - speech, music, sound 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,231 tok