How real projects configure their agents

43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756

All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87

Project Stars Configures Files Always loaded
rcobb2/desktop-management-mcp Standalone MCP servers for JAMF Pro and Microsoft Intune 0 Claude Code 2 23,062 tok
Cafecitohq/cafecito cafecito.sh An integration control plane for AI agent fleets: land in parallel, regenerate collisions, 0 Claude Code, Codex, OpenCode 2 1,108 tok
RemseyMailjard/rabobank-mcp-server-training Rabobank MCP-server training — demo Model Context Protocol server built with TypeScript 0 GitHub Copilot 1 257 tok
Mohib1992/hayday-mcp-server Read-only MCP server providing live HayDay game data lookup (crops, products, animals, mac 0 Claude Code 1 116 tok
andypnguyen11-gif/agentic-travel-recommendations-api Multi-tenant service that lets an external AI concierge generate partner-rule-compliant tr 0 Claude Code 1 1,176 tok
di-omics/plr-mcp Auditable MCP tools for PyLabRobot: run and sample context, typed provenance, simulation b 0 Claude Code 1 1,472 tok
wlor0623/codex-notify-mcp Sends WeCom notifications after Codex tasks are completed. 0 Codex, OpenCode 1 92 tok
MarioMillet2b/mcp-odoo 0 Claude Code 1 260 tok
joachimwedin/gh-issues-mcp 0 Claude Code 1 175 tok
DexMachina-Design/Figma-Console-MCP 0 Claude Code 3 324 tok
swl-informatica/meloQA-MCP MCP da API pública do meloQA 0 Claude Code 1 1,167 tok
simonwittber/AgentBridge Unity Editor ↔ LLM agent file-based command bridge with MCP server 0 Claude Code 1 593 tok
noahwang550/sy-automl-mcp 0 Claude Code 1 6,361 tok
jiangnuonnuo/draw-mcp-server A small MCP tool for drawing with draw 0 Claude Code, Codex, OpenCode 4 2,130 tok
lukwe/mcp_or_skill_for_geoenquire_ogc agentic access to the Geo-INQUIRE services 0 Codex, OpenCode 1 1,071 tok
chetto1983/turing_AgentMemory_MCP 0 Claude Code, Codex, OpenCode 2 4,228 tok
ceweldy/bitwarden-agent-vault-mcp Bitwarden Secrets Manager MCP server and Codex plugin for least-privilege agent credential 0 Codex, OpenCode 1 180 tok
Aptica-Solutions/a-mcp-runmeter Archived 2026-09-25. Canonical code: Aptica-Solutions/a-mcp-servers, servers/runmeter. 0 Claude Code, Codex, OpenCode 4 4,705 tok
manutrip-pm-AI-Defense/Azure_MCP_Test This is a test MCP server 0 Claude Code 1 1,598 tok
kimju1416/naver-land-mcp MCP server for querying Naver real estate listings and market prices (based on Seonh0/nave 0 Claude Code 1 803 tok
yourlastnamesoundslikeatypeofpasta/acumatica-mcp-server A Model Context Protocol (MCP) server for Acumatica ERP 0 Claude Code 3 319 tok
Upendrasengar/bitbucket-server-mcp MCP server for Bitbucket Server / Data Center with code review, cross-repo PRs, and CI ins 0 Codex, OpenCode 1 155 tok
mhmdtaha091/bugscout Autonomous web QA agent — crawls any site, discovers user flows, finds functional + access 0 Claude Code 1 510 tok
RaviTeja-438/zap-rag-mcp MCP server: ZAP RAG search only (PLAIN / HYBRID / HYBRID_RERANK) for Kilo and other agents 0 Claude Code, Codex 2 —
alanko0511/beaver-mcp Alan's personal remote MCP server. 0 Claude Code 1 1,102 tok
syedasadabbas/Claude-MCP-for-Odoo 0 Claude Code 1 —
jpsweeney97/claude-code-docs-mcp BM25-indexed search MCP server for Claude Code documentation 0 Claude Code, Codex, OpenCode 2 5,281 tok
codeforanchorage/anchorage-parcels-mcp 0 Claude Code 1 2,391 tok
JanMaa/pkg-intel-mcp Package intelligence for AI coding agents. An MCP server that answers: is this npm package 0 Claude Code 1 741 tok
codeforanchorage/audubon-iba-mcp 0 Claude Code 1 2,495 tok
harshit-wadhwa/db-mcp 0 Claude Code, Codex 1 —
kojaecheon/tripmoney-mcp 0 Codex, OpenCode 1 8 tok
antinomie1/maimai-mcp Rust-based high-performance maimai DX (舞萌 DX) MCP score lookup tool and B50 rendering serv 0 Codex, OpenCode 1 2,460 tok
RithenReddy/excalidraw-mcp-app Copy of official Excalidraw MCP App Server (excalidraw/excalidraw-mcp) for hosting experim 0 Claude Code 1 2,343 tok
JLex11/json-ui-renderer-mcp 0 Codex, OpenCode 1 368 tok
wirenboard/google-workspace-mcp Remote multi-user (OAuth 2.1) deployment of the Google Workspace MCP server 0 Codex, OpenCode 1 661 tok
Evyatar108/gmail-mcp A local Windows Gmail MCP server for GitHub Copilot CLI with safe OAuth, draft-first sendi 0 Codex, GitHub Copilot, OpenCode 2 802 tok
yosuke-kirihata/mcp-paper-search 0 Claude Code 1 952 tok
nicojan/humanizer-mcp Public, read-only MCP server: psycholinguistic rules and a deterministic checker for makin 0 Claude Code 1 6,189 tok
sangwopark19/MendLens MendLens appliance diagnosis MCP server 0 Codex, OpenCode 1 1,901 tok
amaanshaikh-dc/elevenlabs-agent-platform-mcp 0 Claude Code 1 2,079 tok
mjmonster/fit-agent-mcp 0 Claude Code 1 2,563 tok
yigitcanural/dis-mevzuat Diş kliniği içerikleri için kaynak destekli mevzuat araması sunan yerel MCP ve yayın önces 0 Codex, OpenCode 1 362 tok
xbirimensah/heavenly-health-protocol Privacy-first, LLM-agnostic health data protocol and MCP server. 0 Codex, OpenCode 1 678 tok
artyomredko-collab/sapyx-mcpclone 0 Claude Code 1 507 tok
amirjahfar1/Google-Search-Console-GSC-MCP MCP server connecting Google Search Console to Claude — 12 built-in SEO skills including a 0 Claude Code 1 725 tok
the-mace/garmin-mcp-local Personal Garmin Connect MCP server: local SQLite cache, resumable backfill, rate-limited s 0 Claude Code, Codex, OpenCode 2 202 tok
DaniBencz/mcp-weather an MCP server practice 0 Claude Code 1 —
yuldashboev/icafecloud-mcp 0 Claude Code 1 994 tok
182moon/odin-hermes-bridge MCP bridge: let Odin (or any MCP client) delegate tasks it can't do to a local Hermes Agen 0 Codex, OpenCode 1 591 tok