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
appare45/mcp-bridge HTTP Transport MCP server that reads a YAML configuration file (tools.yaml) and automatica 0 Claude Code 1 411 tok
navin2031992/mcpselenium 0 Codex, OpenCode 1 948 tok
Solnest-AI/skool-mcp-community Connect Claude to your own Skool community. 13 tools for posts, comments, members, classro 0 Claude Code 1 106 tok
bartest5/stickerdaniel_linkedin-mcp-server 0 Claude Code, Codex, OpenCode 8 1,879 tok
PremierStudio/BrowserEngine An agent explores the product. CI replays the path with no AI. A broken step is a named re 0 Codex, OpenCode 1 756 tok
belermirzaa7-ops/edgar-audit-mcp 0 Claude Code 1 38,361 tok
arr-mcps/bookshelf-mcp Model Context Protocol for pennydreadful/bookshelf 0 Codex, OpenCode 1 1,385 tok
apet97/clockify-python Complete async Clockify Python SDK with a structurally read-only MCP server 0 Claude Code, Codex, OpenCode 2 5,858 tok
sani-savaliya/cortex-brain Give your AI agents a company brain. MCP server over a markdown knowledge base: cited arti 0 Claude Code 1 634 tok
chazmaniandinkle/oscine Browser synth composer with an API-first core: MCP plugin for Claude, OSC gateway for cont 0 Claude Code, Codex, OpenCode 2 2,503 tok
mukul8896/trading-mcp-server A local MCP (Model Context Protocol) server that safely exposes trading tools to AI agents 0 Claude Code 1 1,055 tok
CSOAI-ORG/openchronicle-mcp 0 Claude Code 1 6,210 tok
OLGTX303/find-evil-sift-agent Autonomous IR agent for FIND EVIL! hackathon — SIFT Workstation + Claude MCP for forensic 0 Claude Code 1 1,000 tok
OLGTX303/voxcpm-mcp VoxCPM2 diffusion TTS as an MCP server for Claude Code — synthesize speech and clone voice 0 Claude Code 1 —
anhtuan2td/tradingview_mcp 0 Codex, OpenCode 1 1,552 tok
DasDarki/PixelLabRat Local, project-based desktop app and MCP server for generating style-consistent pixel art 0 Codex, OpenCode 1 859 tok
NYXNYX-cyber/MCP-Image_Analyzer 0 Codex, OpenCode 1 2,435 tok
ScienceLiveHub/replication-radar openaire-hackathon.netlify.app MCP server that turns the OpenAIRE Graph into a ranked replication queue — impact-ranked t 0 Claude Code 1 1,342 tok
bcharleson/gsc-agent-cli CLI and MCP server for Google Search Console — sites, sitemaps, search analytics, URL insp 0 Codex, OpenCode 1 499 tok
SolvingLab/OmniWeave A high-performance, polyglot code-analysis graph for coding agents — cross-language, cross 0 Claude Code, Codex, OpenCode 5 14,225 tok
jgang724/construction-job-costing-agent MCP server + MCP Apps widgets + M365 Copilot declarative agent for construction job costin 0 Codex, OpenCode 1 1,543 tok
vitaleap/llmstxt-mcp MCP for managing remote llms.txt documents. 0 Claude Code, Codex, OpenCode 2 579 tok
benhodgson87/fireboard-mcp fireboard-mcp.up.railway.app Unofficial MCP server for the Fireboard BBQ temperature monitoring API 0 Claude Code, Codex, OpenCode 2 830 tok
jesusjaehan/LLM-Wiki-MCP 0 Claude Code, Codex, OpenCode 2 1,559 tok
khokan/mcp-gsuite 0 Claude Code 1 746 tok
laiyenju/figma-config-mcp figma-config-llms-txt-mcp.vercel.app Turn Figma Config conference sessions, speakers, and agenda into LLM-friendly content — qu 0 Claude Code 1 1,191 tok
shiwani42/Mike A Splunk-native agent that turns SOC analyst reasoning into a queryable institutional know 0 Codex, OpenCode 1 5,655 tok
reunionstudio/airlock-mcp 0 Codex, OpenCode 2 511 tok
vhspace/goldenmcp goldenmcp-e9l6.vercel.app MCP server 0 Claude Code, Codex, Cursor 10 —
danielscholl/obsidian-rag-mcp Semantic search for Obsidian vaults via MCP – gives Claude Code (and other AI agents) natu 0 Claude Code 1 1,251 tok
kovvurisupraj/gmail-mcp-server Production-ready Gmail MCP server for Claude AI — browser-based OAuth setup, 30 tools, mul 0 Claude Code 1 1,282 tok
mcallaway/safari-reading-list-mcp Python MCP server and CLI for Safari Reading List workflows 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 995 tok
gossipauthorxpm/docs-mcp 0 Claude Code, Codex, OpenCode 2 902 tok
KingDonRush/whatsapp-web-mcp Domain-oriented WhatsApp MCP for conversations, media, bounded history exports and confirm 0 Codex, OpenCode 1 1,262 tok
matheusgalvao1/travel-planner-mcp-server 0 Claude Code 1 1,142 tok
otinori/blender-mcp-bridge 0 Claude Code 12 404 tok
artugrande/celo-mcp celo-mcp-git-main-artugrandes-projects.vercel.app Open-source remote MCP server for Celo — read+write access for any LLM. Unsigned-tx writes 0 Claude Code, Codex, OpenCode 2 79 tok
btholath/mcp-annuities-server CCAF study lab: MCP server for retirement annuities data built with FastMCP + Python. Expo 0 Claude Code 1 391 tok
l0kifs/project-explorer-mcp 0 Claude Code 1 —
ouzlifaneyassine1-dot/onyx-engine OnyxEngine - AI-Native Game Engine powered by OpenCode. Glassmorphism UI, 50 animations, 4 0 Claude Code, Codex, Gemini CLI, OpenCode 3 2,130 tok
GreatPyreneseDad/cerata-mcp-server Production-grade MCP server with Rose Glass perception engine and Python nematocyst integr 0 Claude Code, Codex, OpenCode 2 5,426 tok
XMV-Solutions-GmbH/microsoft-tasks-mcp MCP server for Microsoft Planner + To Do, audit-preserving, never-auto-modify-other-people 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,241 tok
yusufaf/tf2-wiki-mcp MCP server exposing the Team Fortress Wiki to LLM clients over stdio 0 Claude Code 1 989 tok
surendranb/wikipedia-mcp-server Progressive-retrieval MCP server for Wikipedia 0 Codex, OpenCode 1 580 tok
twodogwang/mcp-demo 0 Codex, OpenCode 1 588 tok
charlysotelo/mcp-roku-control 0 Claude Code 1 1,051 tok
jurek-f/prompt-lab-mcp MCP server giving Claude Code automated prompt optimization loops and regression test suit 0 Claude Code 1 3,552 tok
crunchtools/mcp-ashigaru 0 Claude Code 1 72 tok
DiegoTurpo/mef_subnational_efficiency_mcp Multi-agent system for auditing Peruvian public expenditure using Claude Code Skills, loca 0 Claude Code 2 —
schoox/schoox-mcp-server MCP server for querying Schoox LMS data via AI assistants 0 Codex, OpenCode 1 807 tok