How real projects configure their agents

23,819 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
suhajdab/spotify-playlist-mcp Guarded Spotify playlist curation MCP server for Codex scheduled tasks 0 Codex, OpenCode 1 343 tok
Epyur/sbe-agent SBE plugin LogicTEAM.007 — a universal LLM agent: MCP tools (Word/Excel/JSON/PDF), permiss 0 Codex, OpenCode 1 12,140 tok
DrDroidLab/TestTrout 🐟 The testing assistant for coding agents. Reads your repo, connects to your deployment, 0 Claude Code, Codex, OpenCode 2 967 tok
FardeenSK004/livekit-mcp 0 Codex, OpenCode 1 174 tok
Markalvs/study-assistant-ia assistente pessoal de estudos usando ia + mcp 0 Codex, OpenCode 1 601 tok
oaslananka/zaptrace oaslananka.github.io AI-native, verification-first EDA kernel for prompt-to-fab electronics: compile design int 0 Codex, OpenCode 1 2,225 tok
erstanai/erstan-agent-tools-beta docs.erstan.com Temporary Erstan Beta plugin distribution for the isolated QA environment. 0 Codex, OpenCode 1 288 tok
lemanjo/hac-mcp Safety-first administrative MCP server for Home Assistant 0 Codex, OpenCode 1 127 tok
romil569/RepoGuardian-RHD-Enterprise repoguardian-rhd.vercel.app AI-native autonomous software engineering intelligence platform powered by RHD - Repositor 0 Codex, OpenCode 1 1,433 tok
di404/godot-mcp-gateway One Godot editor, multiple AI coding agents. 0 Claude Code, Codex, OpenCode 2 6,577 tok
aimanhk2023-chencc/finance-mcp 0 Codex, OpenCode 1 141 tok
jeius/mcp-servers A monorepo of Model Context Protocol servers 0 Claude Code, Codex, OpenCode 3 1,176 tok
lanefoundry/groundlane Trusted web access layer for AI agents. Vendor-neutral MCP server: web search, fetch, dete 0 Codex, OpenCode 1 1,421 tok
AngelN-Halo/google-mcp Authenticated, read-only MCP server for narrowly scoped Google Workspace Directory lookups 0 Codex, OpenCode 1 744 tok
eduardoantoniojunior/otrs-mcp-server Projeto de MCP Server para o OTRS. 0 Codex, Kiro, OpenCode 3 1,462 tok
roguebot13/stash Bookmark MCP server 0 Claude Code, Codex, OpenCode 2 159 tok
YingsHermes/lifestyle-mcp-gym Lifestyle MCP gym assistant with human and agent registration 0 Claude Code, Codex, OpenCode 2 159 tok
btcmatic-com/btcmatic-mcp-server MCP server for the BTCMatic agent API — pay-per-call Bitcoin context over Lightning (402/L 0 Codex, OpenCode 1 109 tok
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
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
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