How real projects configure their agents

22,256 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719

All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81

Project Stars Configures Files Always loaded
velodb/velodb-mcp-server MCP Server for VeloDB Cloud & Enterprise 0 Codex, OpenCode 1 2,492 tok
ahmedlala502/scrapling-tool web scraping dashboard with CLI, MCP, and Playwright support 0 Claude Code, OpenCode 5
jaredglaser/donetick-mcp 0 Claude Code, Codex, OpenCode 2 3,300 tok
Dragonshock/cli-agent-mcp 0 Claude Code, Codex, OpenCode 4 1,602 tok
santanusinha/neovim-use-mcp An MCP server to use pre-confgiured neovim as a read/write/edit tool with agents 0 Codex, OpenCode 1 561 tok
alexisinwork/MCP 0 Claude Code, Codex, OpenCode 2 975 tok
nex-browser/nexbrowser-mcp 0 Codex, OpenCode 1 63 tok
aimadesimple/TinyDB-MCP-v2 0 Codex, OpenCode 1 669 tok
MattiooFR/content-studio Studio de contenu open source (AGPL) — ton agent IA écrit via MCP, l'outil orchestre : rév 0 Claude Code, Codex, OpenCode 2 159 tok
fatemehmollaeimdepended-cloud/mcp 0 Claude Code, Codex, OpenCode 10 2,867 tok
harshul1404/marketdocs-india Agent-first NSE/BSE company document corpus with provenance, REST, Markdown, and MCP 0 Codex, OpenCode 1 122 tok
Escape-Velocity-by-SH-SW/Barrier_Free_Trip-Public TypeScript-based MCP server that helps people with mobility impairments prepare to visit t 0 Claude Code, Codex, OpenCode 2 1,909 tok
likefack/windows-local-mcp-python 0 Codex, OpenCode 1 3,857 tok
51ck/frontier-mcp 0 Claude Code, Codex, OpenCode 38 9,903 tok
HuskyDS/basecamp-mcp-server 0 Codex, OpenCode 1 6,205 tok
Blendfoul/beamng-mcp 0 Codex, OpenCode 1 125 tok
jaywapp/toss-readonly-mcp 0 Claude Code, Codex, OpenCode 2 3,023 tok
bosens-China/tc39-atlas bosens-china.github.io TC39 proposal index, bilingual review, and ECMAScript modernization Skill for Chinese user 0 Codex, OpenCode 1 125 tok
cynthiajones34/GBrain thebuildersopsstudio.com Cost-optimized gbrain fork for single-operator boutique consultancy. ~$1-5/mo target. 0 Claude Code, Codex, OpenCode 2 14,533 tok
CassiaResearch/aircall-mcp-server Unofficial MCP server for Aircall by Allo - 73 tools for calls, contacts, SMS, users, team 0 Claude Code, Codex, OpenCode 2 2,297 tok
Ka1y0/Tool_MCP_LMStudio MCP server for diagnosing, testing, verifying, and safely controlling LM Studio and local 0 Codex, OpenCode 1 1,218 tok
Ricoledan/mcp-onprem-starter MCP server starter template for deploying inside a customer's network 0 Codex, OpenCode 1 892 tok
Ricoledan/korral-storelink-mcp MCP server exposing Korral's StoreLink API to an agent for store-ordering and stock-tracki 0 Codex, OpenCode 1 1,046 tok
vincentwang79/stock-mcp 0 Codex, OpenCode 1 507 tok
fuyucn/amem Amem — self-hosted agent memory & knowledge graph. Local-first SQLite memory for Codex / C 0 Codex, OpenCode 1 458 tok
HR-Partner/hrpartner-mcp MCP plugin for HR Partner 0 Codex, OpenCode 1 1,834 tok
ShreeBohara/recall-leetcode Spaced-repetition companion for LeetCode practice — FSRS scheduling, Claude MCP ingestion, 0 Claude Code, Codex, OpenCode 2 79 tok
Cee62/cicash A budget you lend to an AI agent, not money you give it: bounded, expiring, revocable, aud 0 Codex, OpenCode 1 1,240 tok
HyperRouteAI/hyperroute-mcp MCP server for HyperRoute — route and run external tools through hyperroute.io from any MC 0 Codex, OpenCode 1 1,882 tok
dowlings/librechat-mnemonic Automatic, project-scoped memory for LibreChat, backed by a local mnemonic MCP server. 0 Codex, OpenCode 1 430 tok
hskelp9527-pixel/agnes-image-mcp MCP server giving any AI client image generation and image understanding via the Agnes API 0 Codex, OpenCode 1 467 tok
nothariharan/agents-paintbrush Marketing site + waitlist for image-gen MCP — Zerops Challenge entry (web + api + postgres 0 Codex, OpenCode 1 74 tok
smorand/mcp-htmleditor WYSIWYG HTML editor + MCP server for LLM-assisted presentations and documents (IBM Carbon, 0 Codex, OpenCode 1 1,640 tok
mikuare/Code-Ledger Local-first project memory and change intelligence for AI coding agents. Incremental symbo 0 Claude Code, Codex, OpenCode 5 13,092 tok
robsannaa/storemetrics-mcp Real-time e-commerce analytics MCP server. Agents can self-register a website with one no- 0 Codex, OpenCode 1 291 tok
giulioleone097/ai-news-platform Piattaforma editoriale AI mobile-first con Next.js, Supabase e MCP 0 Claude Code, Codex, OpenCode 2 159 tok
pego29/mcp-server-python-mskl4du6 Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
ShiningSugar35/mcp-devbridge 0 Codex, OpenCode 1 10,497 tok
jesspig/git-mcp-server 0 Codex, OpenCode 1 1,480 tok
meanwebuser/telegram-tt-beauty telegram-tt-beauty.vercel.app Telegram Web fork with proxy-aware transport, BYOK AI, transcription hooks, and browser-bo 0 Claude Code, Codex, OpenCode 2 5,833 tok
datamathcode/gitea-mcp Local Gitea MCP server 0 Codex, GitHub Copilot, OpenCode 3 1,101 tok
prismatic7/MASA MASA — Sound Matter Aware protocol: a local-first, language-neutral contract for describin 0 Codex, OpenCode 1 430 tok
AlperTk/ssh-admin MCP server for managing SSH connections to remote servers. 0 Codex, OpenCode 1 1,203 tok
cloudsealed/cloudsealed-mcp MCP server exposing CloudSealed's billing-waste anomaly detector and architecture risk sco 0 Codex, OpenCode 1 574 tok
hyuga611/llm-safe-sql npmjs.com [Moved to airframe] Let an LLM propose UPDATE/DELETE, run it for real inside a transaction 0 Codex, OpenCode 1 758 tok
kevynf/akshare-mcp-bridge pypi.org Complete MCP access to AKShare's public APIs, with automatic discovery, deterministic rout 0 Codex, OpenCode 1 639 tok
renzocarletti-lang/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
sp-daewoon/querytree A visual decision console for Codex, Claude Code, and MCP-compatible AI agents. 0 Claude Code, Codex, OpenCode 2 644 tok
egemeny13/euroleague-analytics website-prototype-liard.vercel.app A validated data warehouse for EuroLeague and EuroCup basketball, built from the public pl 0 Claude Code, Codex, OpenCode 5 6,231 tok
crozzbite/SkullRender-Agents MCP server: SkullRender Legion agent manifests + skflow_* brief/identity tools (sibling of 0 Codex, OpenCode 1 248 tok