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
dagistankaradeniz/gcp-note-taking-mcp MCP server exposing read-only access to Quillink notes, folders, and tags 0 Claude Code, Codex, OpenCode 2 2,049 tok
rakaar/codex-edge-browser-bridge User-controlled Microsoft Edge bridge for local Codex sessions via MCP and native messagin 0 Codex, OpenCode 1 340 tok
takezoh/meta-horizon-developer-mcp Read-only MCP server for collecting Meta Horizon developer dashboard analytics 0 Claude Code, Codex, OpenCode 2 760 tok
thomhenriq/mcp-app-demo 0 Claude Code, Codex, OpenCode 6 889 tok
alexmmatos/enem-mcp-service enem-mcp.vercel.app 0 Codex, OpenCode 1 32 tok
mrchris-ai/codex_canvas_mcp Local mcp that allows me to connect to Canvas via the ChatGPT Desktop app 0 Codex, OpenCode 1 1,672 tok
AlierQ/image-analyzer-mcp 0 Claude Code, Codex, OpenCode 2 1,034 tok
creative-int/kumori-plugins kumori for agents — Agent Plugins 1.0.0 package: image + style in, sticker out over remote 0 Claude Code, Codex, OpenCode 2 688 tok
JumpLink/postbote Postbote — mail, contacts and calendar for GNOME, as a CLI and an MCP server. Runs on GJS 0 Claude Code, Codex, OpenCode 2 5,448 tok
drizjet/just-bash-mcp CWD-relative bash MCP server (DEP0190 fix) 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,729 tok
stojandev/moodle-downloader-mcp Moodle Downloader MCP — download any Moodle site for offline / AI-agent use (CLI + MCP ser 0 Claude Code, Codex, OpenCode 2 711 tok
SleepSweet/sleepsweet Memory hygiene and audit layer for AI agents. Agents have a brain — we give it sleep. 0 Codex, OpenCode 1 134 tok
gilanggsb/knowledge-mcp 0 Codex, OpenCode 1 658 tok
Kanzando/Mcp-Wacta Servidor MCP para operar la suite WaCta de WordPress: configuración, Registro Único de CTA 0 Codex, OpenCode 1 1,037 tok
PurrlyDigital/owasp-wstg-mcp Local Knowledge Graph RAG over the OWASP Web Security Testing Guide, exposed as five MCP t 0 Codex, OpenCode 1 2,424 tok
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 1 564 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 3,852 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 2,999 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 recall-shrees-projects-a339427d.vercel.app 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
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 2,619 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
gpu7/vCFD Voice-driven CFD: Grok Voice + MCP + OpenFOAM + ParaView 0 Codex, OpenCode 1 2,521 tok