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
liqiangcc/agent-runtime-mcp MCP server for managing agent runtime sessions 0 Claude Code, Codex, OpenCode 5 991 tok
samisouabni/exoscale-mcp An MCP (Model Context Protocol) server that enables AI assistants to manage [Exoscale](htt 0 GitHub Copilot, Cursor 2 381 tok
InjectPrompt/vision-model-text-input-generator-mcp 0 Codex, OpenCode 1 240 tok
apexfaucet-hub/apex-x1-mcp APEX MCP server: 126 tools. A real browser for your agent, ERC-8004 agent passports and ch 0 Codex, OpenCode 1 710 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
Flowsery/agent flowsery.com 0 Gemini CLI 1 220 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
lossefanya/WebMCP Inject MCP on Web AI interfaces like ChatGPT, Claude, Gemini, Perplexity 0 Claude Code 1 10,433 tok
PylotLight/ask-mcp 0 Codex, OpenCode 1 1,655 tok
ilya24b/telegram-notification-mcp Created for video editing 0 Claude Code 1 4,388 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
devender/hubspot-multi-mcp Unofficial, read-only MCP server that connects Claude to multiple HubSpot portals at once, 0 Claude Code 2 —
ianchesal/unifi-siem-sink A log sink and log MCP server that lets you query your UDM logs with AI 0 Claude Code 1 1,260 tok
onerandomd3v/Web-MCP-Vision-Tool webmcp-vision-tool.vercel.app 0 Claude Code, Codex, OpenCode 2 411 tok
bjorn/tmw-mcp A Python client for The Mana World, exposed as an MCP server so an AI agent can play the g 0 Claude Code 1 2,492 tok
XTND-DYNAMICS/xtnd-mcp-one 0 Claude Code 1 236 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
MarcosQuintino0/MCP 0 Claude Code 2 2,437 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
xbhog/namebeta-mcp Cursor MCP and skill: look up NameBeta domain suffixes and check whether registered domain 0 Cursor 1 —
StandarterDF/v-radion_mcp 0 Codex, OpenCode 1 1,696 tok
adaptlypost/agent adaptlypost.com AdaptlyPost agent — post to 9 social media platforms from any AI agent 0 Gemini CLI 1 345 tok
hooplus1ce/Qa-Automation-MCP 0 Claude Code, Codex 4 —
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
avvocati-e-mac/normattiva-mcp CLI e server MCP per leggere, verificare e citare norme italiane da Normattiva.it 0 Claude Code 1 1,768 tok
mahmoud-bebars/distributed-ai-memory-system A personal, cross-provider memory server: one Cloudflare Worker that lets any MCP-capable 0 Claude Code 1 3,958 tok
minhtrancmvn/asana-local-mcp 0 Claude Code 1 1,145 tok
phuongnd11/algofox-mcp Offline MCP server for coding interview practice — original problems, local test harnesses 0 Codex, OpenCode 1 301 tok
PuttyByteCoding/anylist-mcp MCP for AnyList. Configured for macOS, stores credentials in the macOS keychain. 0 Claude Code 1 522 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
ezydubs/tradingview-mcp TradingView MCP EzyDubs — AI autopilot & execution agent for TradingView Desktop via CDP. 0 Claude Code 1 2,067 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
Rixmerz/eyes-mcp 0 Claude Code 12 —
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 1 491 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
code-and-crypto/inkscape-mcp-server A dependency-free MCP server that drives Inkscape - 23 tools, standard library only, and i 0 Codex, OpenCode 1 1,204 tok
LakshyaVason/SpiceMCP 0 Claude Code 1 10,107 tok
Etschmia/diskussionsboard Moderiertes Diskussionsboard für Mensch + KI-Modelle (Next.js, SQLite, MCP) 0 Claude Code 1 106 tok