How real projects configure their agents

22,302 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 agents7,670Claude Code6,650Data and AI3,673Backend and APIs3,507Languages3,392Planning3,227Git and workflow3,211Code review2,744Testing2,385Memory and context2,367Writing and docs2,330DevOps and cloud2,314Research2,288Frontend2,261Security2,032Productivity1,722

All Claude Code31,994 Codex23,359 OpenCode22,302 GitHub Copilot3,560 Gemini CLI1,917 Cursor1,740 Windsurf142 Kiro82

Project Stars Configures Files Always loaded
epsilon-labs-llc/mcp-template Template for Cloudflare Workers featuring Better Auth passkey authentication and an MCP To 0 Codex, OpenCode 1 2,132 tok
bparlan/seeder-402 An HTTP/MCP service for replicating buyer-supplied Hypercore/Hyperdrive keys for USDC on B 0 Codex, OpenCode 1 1,090 tok
giaosang8888-cmd/AutoLinker-5.1.2-Local AutoLinker 5.1.2 silent MCP version — completely local with no network activity 0 Claude Code, Codex, OpenCode 2 1,079 tok
veer-mehta/fathom-mcp Crawls docs sites, embeds with BAAI/bge-m3, indexes in pgvector for semantic search. Serve 0 Codex, OpenCode 1 448 tok
cfollette18/namakan-mcp-crm Unified MCP server for CRM systems 0 Codex, OpenCode 1 40 tok
cfollette18/namakan-mcp-erp Unified MCP server for ERP systems (CSV/SFTP/ODBC included) 0 Codex, OpenCode 1 41 tok
cfollette18/namakan-mcp-pm Unified MCP server for project management systems 0 Codex, OpenCode 1 28 tok
nweii/apple-calendar-mcp Remote read and write access to Apple Calendar through a stateless Cloudflare Worker MCP s 0 Codex, OpenCode 1 276 tok
HarutuneDavisIBM/hermes-mcp MCP server for HashiCorp/IBM Hermes document management — search, browse and retrieve docu 0 Codex, OpenCode 1 636 tok
caa1211/genpdm-mcp-server 0 Claude Code, Codex, OpenCode 2 456 tok
iXanadu/pigeon-mcp Gmail MCP server for GrokBot 0 Claude Code, Codex, OpenCode 2 928 tok
sebastian-software/stellara Self-hosted AI tool gateway for Firecrawl, Exa, Qdrant, embeddings, browser automation, an 0 Claude Code, Codex, OpenCode 2 1,363 tok
Open-Bio/openbio-comfy-mcp Local MCP bridge for inspecting and editing a live ComfyUI canvas. 0 Codex, OpenCode 1 472 tok
minnhaaaaa/civitas civitas-phi-five.vercel.app Civitas is an autonomous multi-agent procurement system that combines agent negotiation, e 0 Codex, OpenCode 1 9,330 tok
Cyruskraad/codex-claude-mcp Permission-aware local MCP bridge from Codex to Claude Code 0 Claude Code, Codex, OpenCode 14 1,316 tok
TonPC64/mcp-a2a-bridge MCP bridge for connecting coding agents to remote A2A agents, with an optional local activ 0 Codex, OpenCode 1 543 tok
SunrisesIllNeverSee/Moses_Enterprise_B2BPilot_ MO§ES™ — Enterprise AI Operator Evaluation platform, promo site, demo site, and MCP server 0 Codex, OpenCode 1 1,239 tok
capitanes/edvibe-school-mcp Stateless MCP server for the Edvibe School API. Experimental/unofficial pilot. 0 Codex, OpenCode 1 4,578 tok
zelentsov-dev/google-ads-mcp 0 Claude Code, Codex, OpenCode 2 373 tok
DarkLvrd/linkedin-mcp 0 Codex, OpenCode 1 85 tok
dcc-mcp/dcc-mcp-obs Native OBS Studio plugin with typed DCC-MCP control 0 Codex, OpenCode 1 112 tok
chenxuyaun/free_web_mcp Free, powerful web access for AI agents via MCP. 0 Codex, OpenCode 1 1,107 tok
liqiangcc/agent-runtime-mcp MCP server for managing agent runtime sessions 0 Claude Code, Codex, OpenCode 5 991 tok
InjectPrompt/vision-model-text-input-generator-mcp 0 Codex, OpenCode 1 240 tok
bayleafwalker/hostproto-dap-core HostProto semantics for DAP hosts, once: one host, one MCP surface, any engine behind an E 0 Codex, OpenCode 1 155 tok
remandorsn/eve-fit-mcp This is an MCP server for an AI agent that allows for the simple and convenient assembly o 0 Codex, OpenCode 1 359 tok
nberardi/hermes-agent-bridge Streamable HTTP MCP bridge to a private-network Hermes 0 Codex, OpenCode 1 265 tok
alksef/ComfyUI-AIAssistant Let a local AI assistant see your ComfyUI selection — and insert text into it on request. 0 Codex, OpenCode 1 399 tok
PylotLight/ask-mcp 0 Codex, OpenCode 1 1,655 tok
larscolombia/lubot-hunter-mcp-2026 0 Claude Code, Codex, OpenCode 8 4,660 tok
gca-ltd/sharpsir-charts-mcp-server Privacy-first luxury Chart.js rendering MCP server for agents — SIR-styled PNG, SVG, PDF a 0 Codex, OpenCode 1 584 tok
onerandomd3v/Web-MCP-Vision-Tool webmcp-vision-tool.vercel.app 0 Claude Code, Codex, OpenCode 2 411 tok
marctheshark3/bambu-p1s-mcp Harness-agnostic MCP server for a Bambu Lab P1S on LAN. Stdio + Streamable HTTP. Status, f 0 Codex, OpenCode 1 122 tok
Haiyang-Bian/blender-research-mcp Local-first semantic MCP bridge for safe Blender research workflows 0 Codex, OpenCode 1 448 tok
2k92gzzsyc-hash/mcp-server-python-mtef1ly7 Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
zhiyuan7/freshrss-mcp FreshRSS MCP server with safe full-article extraction and YouTube transcript support 0 Codex, OpenCode 1 1,228 tok
StandarterDF/v-radion_mcp 0 Codex, OpenCode 1 1,696 tok
Coaden/agent-kudos coaden.github.io Local-first recognition and accomplishment infrastructure for AI agents 0 Codex, OpenCode 1 515 tok
dankit/lambda_cloud_MCP GPU availability tracker with alerting & auto-provisioning right as they become available. 0 Claude Code, Codex, OpenCode 2 79 tok
phuongnd11/algofox-mcp Offline MCP server for coding interview practice — original problems, local test harnesses 0 Codex, OpenCode 1 301 tok
zhigege666/Lingshu-Gate Self-hosted MCP gateway and control plane 0 Claude Code, Codex, OpenCode 2 606 tok
naifuliang/profilecraft-agent Policy-aware LinkedIn profile and publishing tools for AI agents via CLI, MCP, and portabl 0 Codex, OpenCode 1 2,069 tok
pioootrek/worktree-switcher Switch dev servers between Git worktrees, with MCP claims for humans and coding agents 0 Claude Code, Codex, OpenCode 2 936 tok
cbuntingde/kimi-memory Kimi Code plugin: three-layer local memory (global user, per-project durable + working, pe 0 Claude Code, Codex, OpenCode 1 2,999 tok
treymorgan/jobsearch-apply-mcp Turn a job posting into a tailored CV and cover letter, compiled to PDF and checked before 0 Claude Code, Codex, OpenCode 21 2,461 tok
Dr-Agentic/rcsx-mcp-server RCS X MCP server — compose, preview, validate, and send RCS Business Messages from inside 0 Codex, OpenCode 1 360 tok
JonusNattapong/ChatGPTMCP jonusnattapong.github.io Local MCP bridge for securely operating a Windows machine from ChatGPT 0 Codex, OpenCode 1 3,102 tok
tottinge/otter-kr A python refactoring support MCP which does git history and code exploration, recommending 0 Codex, OpenCode 1 250 tok
MithrynMarious/agent-keyring Agent Keyring — sovereign secrets infrastructure for AI agents. MCP server with dual-backe 0 Codex, OpenCode 1 2,212 tok
jsuncar/deployplan Deploy Next.js without Vercel. Supabase-like Postgres + public URL. Agent MCP: npx -y depl 0 Claude Code, Codex, OpenCode 2 245 tok