How real projects configure their agents

43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751

All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
rorygeddes/luni_mcp luni-mcp.vercel.app 0 Claude Code, Codex 1 —
oWretch/zencontrol-cloud-mcp MCP Server for interacting with the Zencontrol Cloud REST and Live APIs 0 Codex, OpenCode 1 1,081 tok
nareshnavinash/dobbe-mcp nareshnavinash.github.io AI-powered MCP server + Claude Code skills - scan vulnerabilities, fix dependencies, revie 0 Claude Code 1 590 tok
u9401066/asset-aware-mcp u9401066.github.io Agent document collaboration: versioned PDF pages/annotations/forms, raster frames, DOCX/P 0 Claude Code, Codex, GitHub Copilot, OpenCode 16 18,489 tok
mclarkson/bptool MCP server for recording and reading blood pressure readings. 0 Codex, OpenCode 1 713 tok
vngcloud/greennode-mcp 0 Claude Code 3 2,232 tok
LuiInventions/Bitunix-MCP Mcp server for bitunix, model context protocol 0 Claude Code 1 1,479 tok
pramodmisra/carrier-accounting-mcp MCP Server for insurance carrier accounting — ingest, reconcile, and post to Applied Epic 0 Claude Code 1 2,176 tok
fbdo/business-day-mcp MCP server exposing read-only tools for business-day and holiday arithmetic across 60+ cou 0 Codex, OpenCode 1 2,187 tok
lukleh/mcp-read-only-argocd MCP server for read-only access to Argo CD instances 0 Codex, OpenCode 1 2,151 tok
luciVuc/shell-mcp lucivuc.github.io A production-ready MCP (Model Context Protocol) server that provides shell command executi 0 Claude Code 1 1,484 tok
hex/teamcity-mcp 0 Codex, OpenCode 1 431 tok
cuongph-dev-work/jira8_mcp 0 Claude Code, Codex, OpenCode 2 5,381 tok
vaporif/mcp-server-qdrant Rust MCP server for Qdrant with local embeddings (Candle/ONNX) 0 Claude Code 1 794 tok
Picaresco/MCP-ZTE-F680 MCP Server para gestionar NAT/port forwarding en router ZTE ZXHN F680. 0 Claude Code 1 2,342 tok
criblio/ultra-confluence-mcp MCP server for Confluence Cloud - Full API access for AI models 0 Claude Code 1 880 tok
compasify/redmine-mcp-server Model Context Protocol (MCP) server for Redmine that provides comprehensive access to the 0 Claude Code 2 741 tok
untitled-developers/shopify-mcp untitled-developers.github.io 0 Claude Code, Codex, OpenCode 2 784 tok
DanMeon/hatchet-mcp Operational MCP server for Hatchet — read-only by default, with opt-in run control over th 0 Claude Code 1 —
minghsuy/ctscout-mcp MCP server for ctscout.dev — domain discovery via Certificate Transparency 0 Codex, OpenCode 1 761 tok
wernerglinka/metalsmith-plugin-mcp-server 0 Claude Code 2 1,636 tok
connxio/cli Connxio CLI and MCP server for AI-assisted Connxio management workflows 0 Claude Code, Codex, OpenCode 2 1,849 tok
owrede/vault-memory Local-first semantic memory MCP server for Obsidian vaults 0 Claude Code, Codex, OpenCode 2 5,944 tok
moxellabs/atlas moxellabs.github.io Local-first documentation ingestion, retrieval, and MCP/server access for multi-repo engin 0 Claude Code 1 723 tok
ketiil/mcp-cmdb MCP for querying ServiceNow CMDB with natural language 0 Claude Code 1 2,558 tok
bunizao/edstem-mcp edstem.tuuhub.com Use Ed Discussion from any MCP client. 0 Codex, OpenCode 1 2,362 tok
alinjfz/fitness-agent-mcp Universal fitness MCP server for Claude, ChatGPT, and GitHub Copilot. SQLite-backed Expres 0 GitHub Copilot 1 1,336 tok
markhilton/adobe-cja-mcp MCP server providing data access to Adobe CJA data view 0 Claude Code 1 1,908 tok
Nickalus12/pskit Neural-safe PowerShell MCP server — 38 tools, KAN neural scorer, session pool, and 5-tier 0 Claude Code 1 748 tok
Marco-Lelli/legacy-mcp MCP server for Active Directory on-premises assessment 0 Claude Code 3 3,117 tok
arrrnmp/discord-mcp MCP server for 80+ Discord API endpoints. Member management, moderation, and messaging, wi 0 Claude Code, Codex, Gemini CLI 3 1,923 tok
koki-socialgist/decixa-mcp MCP Server for Decixa — The decision layer for AI Agents 0 Claude Code 1 —
formegifts/forme.gifts.mcp forme.gifts MCP server for the forme.gifts wishlist app — manage wishlists and gifts from Claude Code, 0 Claude Code 1 263 tok
berkayildi/mcp-tfstate-reader pypi.org MCP server for auditing Terraform state files 0 Claude Code 1 1,175 tok
marwansaab/obsidian-modified-mcp-server A TypeScript MCP server for Obsidian supporting vault operations, graph analytics, advance 0 Claude Code 20 90 tok
TadMSTR/ntfy-mcp MCP server for sending push notifications via ntfy. One tool, no database, stateless — it' 0 Codex, OpenCode 1 307 tok
josecarlos3390/sap-hana-mcp-server 0 Codex, OpenCode 1 2,395 tok
playbattlegrid/battlegrid-mcp BattleGrid MCP server — play crypto prediction games from AI agents 0 Claude Code, Codex, OpenCode 2 5,921 tok
GravityKit/drip-mcp-server gravitykit.com MCP server for Drip email marketing API integration 0 Codex, OpenCode 1 2,447 tok
WilliamLINWEN/bitbucket-mcp 0 Codex, OpenCode 1 933 tok
axivo/mcp-safari MCP server for Safari web browser integration. 0 Claude Code 1 3,851 tok
gamesme/chatlab-mcp-server MCP server for ChatLab. ChatLab's MCP server 0 Claude Code 1 751 tok
nikzdevz/OBSMCP OBS MCP / Obsidian MCP for project continuity, multi-session AI workflows, semantic code c 0 Claude Code, Codex, OpenCode 3 705 tok
DarkoKuzmanovic-archived/reddit-mcp quz.ma MCP server that lets LLMs fetch and read Reddit posts, comments, and subreddit listings — 0 Claude Code 1 250 tok
obrien-matthew/mcp-spotify pypi.org MCP server for Spotify -- playlist building, playback control, and music discovery for Cla 0 Claude Code, Codex, OpenCode 2 295 tok
nikolasbarwicki/mcp-prompt-lab Prompt evaluation workbench as an MCP server — run evals, compare providers, and test as 0 Claude Code, Codex, OpenCode 2 241 tok
ebragas/recruitcrm-mcp 0 Claude Code 2 4,166 tok
RyanDam/EssentialMCP EssentialMCP for local LLM 0 Codex, OpenCode 1 556 tok
iflow-mcp/subspace-lab-matlab-mcp-server Matlab MCP Server in python 0 Claude Code 1 —
joaohts/whatsapp-mcp MacOS app that exposes read-only WhatsApp to Claude Desktop via MCP — fully local, drag-to 0 Claude Code 3 259 tok