How real projects configure their agents

24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
MalekYala/yala-agentic-toolkit Yala Agentic Toolkit — 570 AI-agent CLI tools + MCP server for Claude, Codex & Cursor - On 0 Claude Code, Codex, OpenCode 2 4,699 tok
ChenchaoZhao/citekick Agentic tools for academic paper search MCP and Skills 0 Codex, OpenCode 1 1,693 tok
ak8x6/talent-bridge-lebanon talent-bridge-lebanon.lovable.app AI career-matching agent for Lebanese CS graduates - semantic job retrieval, deterministic 0 Codex, OpenCode 1 115 tok
hara-lang/hara-mcp 0 Codex, OpenCode 1 550 tok
acangialosi/outlook-mcp-server 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 750 tok
hwillGIT/library-of-context hwillgit.github.io Local-first semantic paging and durable virtual memory for bounded AI context 0 Codex, OpenCode 2 680 tok
astatineRS/Nexoraa-tree Nexoraa — the open AI-workforce SaaS: animated interactive map of 137 AI jobs, gated skill 0 Claude Code, Codex, OpenCode 2 159 tok
Xopoko/poland Official-source-first AI agent skills for life in Poland: immigration, work, tax, document 0 Codex, OpenCode 1 895 tok
klausmark/mcps Thin stdio MCP server acting as a logging and secret-injection facade for services that sh 0 Codex, OpenCode 1 1,552 tok
courtkillion/utility-api utility-api-jn9g.onrender.com Exact residential electricity rates and bills for SRP (Phoenix, AZ), computed from filed t 0 Claude Code, Codex 1 —
MasterBrogrammer/SW-OpenC64 Browser Commodore 64. Sibling of SW-OpenApple. MCP: WOZMCP64. 0 Claude Code, Codex, OpenCode 19 12,423 tok
zeneone/dsh-mcp MCP server management plugin for the DSH Web GUI: add, edit, delete, enable, disable, and 0 Codex, OpenCode 1 722 tok
PanuwatChinpratan/safe-runbook-mcp Policy-gated MCP server for version-controlled operational runbooks with dry-run planning 0 Codex, OpenCode 1 386 tok
hassanvfx/mcp-data-analysis-agent Local-first, governed MCP analytics for SQLite and PostgreSQL. 0 Codex, GitHub Copilot, OpenCode 2 1,091 tok
MiemieYang-yang/MODULAR-RAG-MCP-SERVER 0 Claude Code, Codex 9 —
tetracoralla/state-machine Step Switch: a deterministic, side-effect-free finite-state transition kernel with CLI, MC 0 Codex, OpenCode 1 468 tok
sakurameishi/codex-dsh-mcp a mcp for codex to manage jobs for dsh to save credits 0 Codex, OpenCode 1 1,188 tok
minmax/pi-cli-mcp MCP server that delegates coding tasks to your locally installed pi CLI. Wraps the real bi 0 Claude Code, Codex, OpenCode 6 462 tok
akmalkhaniub/drizzle-sentinel-mcp akmalkhaniub.github.io Drizzle Sentinel MCP — A TypeScript-native MCP server for Turborepo and Drizzle ORM codeba 0 Claude Code, Codex, OpenCode 2 642 tok
VasquezNodier/mcp-oracle Unofficial MCP for on-prem Oracle: schema, PL/SQL, and read-only SQL. 0 Codex, OpenCode 1 341 tok
frankxai/starlight-creator-mcp Sovereign creator substrate: one BYOK MCP engine (image/video/audio/taste/ledger/publishin 0 Codex, OpenCode 1 399 tok
ariaprism/nowhere-mcp Enables AI to travel the world through MCP and review routes, logs, and postcards from a l 0 Codex, OpenCode 1 1,967 tok
JumpLink/troedler Troedler — search several second-hand marketplaces from one query. A local CLI and MCP ser 0 Claude Code, Codex, OpenCode 2 2,370 tok
JakePeralta7/s3-mcp 0 Codex, OpenCode 1 1,218 tok
CYZice/devs-codex DevSpace: a local execution layer that brings a Codex-style coding workflow to MCP hosts 0 Codex, OpenCode 1 1,676 tok
Tsumibito/NavoCMS navocms.com The agent-native CMS. No admin panel. Your agent is the interface 0 Codex, OpenCode 1 434 tok
brulure1/labsolu-mcp-test MCP test bot Labsolu pour Claude + Render 0 Claude Code, Codex, OpenCode 2 1,069 tok
pedro-angel/mcp-for-kibana MCP server for Kibana: composable toolboxes over a hexagonal core 0 Claude Code, Codex, OpenCode 3 2,538 tok
phamviet86/google-task-mcp Local Python MCP server for safely managing Google Tasks over stdio 0 Codex, OpenCode 1 700 tok
gianlucamazza/pagouse Chromium page agent for coding agents 0 Codex, OpenCode 1 281 tok
Brian-Egan/jazz_agent Scrapes NYC jazz club schedules, builds a weekly Spotify playlist per club, and keeps a pe 0 Codex, OpenCode 1 2,545 tok
dosquartsdedocs/vegavisuals Reproducible Vega and Vega-Lite rendering with immutable Docker provenance. 0 Codex, OpenCode 1 459 tok
dev-the-dev-while-deving/rolldeep-lab Free local study lab. Hit ROLL. One topic. One question. Do the work. Never repeat. 0 Codex, OpenCode 1 512 tok
Cubiczan/governed-mcp-gateway Governed MCP Gateway — principal on every tool call and SSE frame, vaulted credential rota 0 Codex, OpenCode 1 91 tok
ElioLin/sfoa-enterprise-mcp 0 Claude Code, Codex, OpenCode 6 688 tok
jhn-kim/motionworks A direct manipulation motion design layer for projects built with AI coding agents. 0 Claude Code, Codex, OpenCode 2 942 tok
junoonx/tnews-mcp 0 Codex, OpenCode 1 3,069 tok
chappse6/web-picker Localhost UI element picker that bridges browser picks to MCP coding agents 0 Codex, OpenCode 1 198 tok
yenonn/lmstudio-websearch Local MCP server for LM Studio with web search, YouTube playback, and IPTV channels 0 Codex, OpenCode 1 1,599 tok
GinzaTech/rn-agent-observer Local runtime observability bridge for AI agents debugging React Native/Expo apps on Andro 0 Codex, OpenCode 1 1,222 tok
R-HUA/coding-mcp 0 Claude Code, Codex, Cursor, OpenCode 10 2,260 tok
kisaragi-mochi/distill-kura 蒸留蔵 — distilled long-term memory for agents: recall by meaning, writing gated by evidence, 0 Codex, OpenCode 1 2,875 tok
kiyeps/dkg-memory-mcp MCP server exposing DKG V10 verifiable memory (WM/SWM/VM) as MCP tools for any MCP-capable 0 Claude Code, Codex, OpenCode 2 801 tok
Rune-markar/signal-desk rune-markar.github.io Monitoring and notification PWA supporting ChatGPT MCP, Cloudflare Workers, and Web Push 0 Codex, OpenCode 1 329 tok
lia-xim/seomcp.de seomcp-de.vercel.app Reservierte technische Projektgrundlage für einen künftigen realen SEO-MCP-Dienst. 0 Codex, OpenCode 1 265 tok
meeeeeca2/agent-chatroom Human-in-the-loop MCP chatroom for coordinating multiple AI agents 0 Claude Code, Codex, OpenCode 2 1,064 tok
stella-dust/autoxeo-agent-codex-plugin agent.autoxeo.com Public AutoXEO GEO operations plugin for Codex: skills, local MCP bridge and evidence-led 0 Codex, OpenCode 1 179 tok
ifoodsci-ai/mflowy MCP-native modular ML workflow engine — YAML-config-driven, DAG-orchestrated data analysis 0 Codex, OpenCode 1 1,856 tok
momadhuynh04/probrowser Real-Browser Automation MCP Server for AI Agents - Anti-Detection 0 Claude Code, Codex, OpenCode 2 2,302 tok
tetracoralla/deterministic-dependency-engine Deterministic dependency reasoning over declared graphs for humans and AI agents. 0 Codex, OpenCode 1 605 tok