How real projects configure their agents

23,799 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
timohaa/scopewalker-mcp Codebase analysis MCP server for AI agents: complexity metrics, size thresholds, prop dril 1 Claude Code, Codex, Gemini CLI, OpenCode 13 448 tok
xiaojiou176-open/agent-export xiaojiou176-open.github.io Archive and governance workbench for AI agent transcripts, archive shells, and evidence ro 1 Claude Code, Codex, OpenCode 2 4,544 tok
xiaojiou176-open/notebackup xiaojiou176-open.github.io Apple Notes backup control room for macOS with AI diagnostics, a token-gated Local Web API 1 Codex, OpenCode 1 1,209 tok
xiaojiou176-open/dealwatcher xiaojiou176-open.github.io Open-source compare-first grocery price tracking with compare-aware watch groups, effectiv 1 Codex, OpenCode 1 2,360 tok
xiaojiou176-open/shadcn-brief xiaojiou176-open.github.io Public repo for MCP-native UI delivery and review across Codex, Claude Code, OpenCode, and 1 Claude Code, Codex, OpenCode 2 4,349 tok
xiaojiou176-open/notebooklab xiaojiou176-open.github.io Messy long context -> structured insight -> auditable markdown, research threads, and insp 1 Claude Code, Codex, OpenCode 2 2,056 tok
Synectic-Research/research-scan researchscan.synectic.org Research Scan finds and ranks recent scientific papers that matter most for a specific res 1 Claude Code, Codex, OpenCode 1 11,383 tok
windborne/zulipmcp windbornesystems.com Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. 1 Claude Code, Codex, OpenCode 2 1,511 tok
deployhq/deployhq-cli deployhq.com DeployHQ CLI — deploy from your terminal, for humans and agents 1 Claude Code, Codex, OpenCode 2 2,040 tok
Scottpedia0/access One Bearer token, all your services. Self-hosted credential store + API proxy + MCP server 1 Codex, OpenCode 1 1,144 tok
riefer02/mcp-pg-db-reader Read-only PostgreSQL MCP server for AI assistants, with safe query tools and multi-environ 1 Codex, OpenCode 1 380 tok
suttonwilliamd/tpc-server Thoughts Plans Changelog is an MCP compliant server for coding with AI agents 1 Codex, OpenCode 1 1,421 tok
Blindex09/mcp MCP Server - Skills server for AI agents 1 Claude Code, Codex, OpenCode 2 2,700 tok
stackpwnies/bible-mcp MCP server that gives AI assistants access to 100+ Bible translations in 38+ languages. Lo 1 Codex, OpenCode 1 1,108 tok
zamushwani/biomedical-ai-skills AI agent skills for cancer biology and multi-omics research 1 Claude Code, Codex, Gemini CLI, OpenCode 3 3,531 tok
robcsaszar/scaffold Claude Code skills for authoring AGENTS.md, CONTEXT.md, and DESIGN.md 1 Codex, OpenCode 1 943 tok
larsboes/Axon larsboes.github.io An integration platform where every capability is a plugin from the core — public shell, p 1 Claude Code, Codex, OpenCode 2 501 tok
YunYouJun/craft-hub craft-hub.yunyoujun.cn A local, cross-project developer workbench for project commands and agent skills. 1 Claude Code, Codex, OpenCode 2 1,025 tok
compiuta-origin/connhex-tools connhex.com Python SDK, CLI, and MCP server for Connhex — connect IoT data and services to application 1 Claude Code, Codex, OpenCode 2 377 tok
wvlvik/toy-skills 1 Claude Code, Codex, Cursor, OpenCode 9 2,634 tok
cnavta/sprint-mcp A combination agent workflow and MCP server focused around iterative, collaborative develo 1 Claude Code, Codex, OpenCode 2 10,409 tok
badbat75/FattureInCloudMCP MCP server (stdio, TypeScript SDK) bridging the Fatture in Cloud API v2: CRUD on issued/re 1 Codex, OpenCode 1 1,205 tok
rodrigopg/mcp-brazil-marketplaces MCP Server para busca de anúncios na OLX Brasil (Python + FastMCP) 1 Claude Code, Codex, OpenCode 2 996 tok
koalyptus/ls-apis Public API Discovery for Humans & Agents 1 Codex, OpenCode 1 3,254 tok
julioalberto64/iron-mcp-framework Build secure, scalable and production-ready Model Context Protocol servers with Node.js. 1 Codex, OpenCode 2 426 tok
PaulVineethP/mcp-server-azure-devops mcp-server-azure-devops for on-prem TFS - audited & dependency-patched 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,565 tok
thesammykins/FlixBridge Flix-Bridge is a Model Context Protocol (MCP) server that bridges AI assistants with media 1 Codex, OpenCode 2 733 tok
gmlee-ncurity/redmine-mcp-server Model Context Protocol server for Redmine integration 1 Claude Code, Codex, OpenCode 2 4,023 tok
ssasuoirafen/remnawave-mcp-server MCP server for Remnawave VPN panel API 1 Claude Code, Codex, OpenCode 2 2,357 tok
nolan57/opencode-mcp-cron mcp corn on opencode 1 Codex, OpenCode 1 2,396 tok
MAB2908/zont-mcp MCP server for controlling ZONT heating systems (BAXI Connect+ and compatible) with AI ass 1 Codex, OpenCode 1 2,249 tok
lexq-io/lexq-cli lexq.io The Decision Operations Platform for engineering teams. CLI and MCP server for LexQ 1 Claude Code, Codex, OpenCode 2 2,242 tok
dragonheart8787/opendata-mcp 1 Codex, OpenCode 1 13,652 tok
GhadiSaab/ctx-memory Universal memory layer for AI coding agents, persist context across sessions and switch se 1 Claude Code, Codex, OpenCode 2 3,948 tok
knownothing20/AgentPort AgentPort is an AI remote development gateway that supports MCP, a CLI daemon, SSH recover 1 Codex, OpenCode 1 391 tok
CarlDog/plex-mcp MCP server for Plex Media Server, packaged as a Docker container 1 Claude Code, Codex, OpenCode 2 4,446 tok
CarlDog/servarr-mcp MCP server for the Servarr stack (Sonarr, Radarr, Lidarr, Readarr, Prowlarr), packaged as 1 Claude Code, Codex, OpenCode 2 5,186 tok
v-o-h-s/osc-mcp MCP server that supplies new sessions with context from prior sessions for project continu 1 Codex, OpenCode 1 1,388 tok
TheoGirardin/mcp-lbc Serveur MCP pour la plateforme Leboncoin, permettant de faire des recherches poussés sur l 1 Codex, OpenCode 1 925 tok
u9401066/rootcause-mcp Clinical Root Cause Analysis MCP Server - AI-guided structured RCA with Fishbone (6M), 5-W 1 Claude Code, Codex, GitHub Copilot, OpenCode 51 4,716 tok
standardbeagle/slop-mcp standardbeagle.github.io MCP orchestrator — connect dozens of MCP servers while exposing only 8 meta-tools, so tool 1 Claude Code, Codex, OpenCode 2 1,939 tok
Gitmaxd/context-repo-mcp MCP Server for Context Repo - enables MCP compatible software integration with your Contex 1 Codex, OpenCode 1 619 tok
Direct-TO/kail-mcp 1 Codex, OpenCode 1 30 tok
aipper/zentao-mcp 1 Codex, OpenCode 1 676 tok
CraigWetzelberger/sumo-mcp-readonly A mcp server for searching sumologic logs. 1 Codex, OpenCode 1 769 tok
owrede/vault-memory Local-first semantic memory MCP server for Obsidian vaults 1 Claude Code, Codex, OpenCode 2 5,944 tok
obrien-matthew/mcp-spotify pypi.org MCP server for Spotify -- playlist building, playback control, and music discovery for Cla 1 Claude Code, Codex, OpenCode 2 295 tok
nickvasilescu/slack-agent-mesh Portable Slack transport and coordination layer for agent-to-agent collaboration across He 1 Claude Code, Codex, OpenCode 2 1,553 tok
zhitongblog/unflick A video player for humans and AI 1 Claude Code, Codex, OpenCode 2 12,815 tok
thebtf/pr-review-mcp 1 Claude Code, Codex, OpenCode 2 2,902 tok