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
opastorello/a10-guardian a10networks.com 🛡️ REST API + MCP Server for A10 Networks Thunder TPS DDoS mitigation - Automate zone man 0 Claude Code 1 2,050 tok
dtannen/pm Project Manager MCP 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,409 tok
mamertofabian/maid-runner-mcp 0 Claude Code 24 3,110 tok
yk-lab/yet-another-figma-mcp pypi.org YetAnotherFigmaMCP 0 Claude Code 1 1,467 tok
qurihara/scrapbox-cosense-mcp-editable MCP server for Cosense (Scrapbox) with delete_page and edit_lines tools — fork of worldnin 0 Claude Code 1 1,095 tok
mideliberto/docgen-mcp 0 Claude Code 1 284 tok
tbrandenburg/pycontextify A Python-based MCP server for semantic search over codebases, documents, and webpages with 0 Codex, OpenCode 1 1,357 tok
Konnexx-Software-Developers/konnexx-dev-mcp 0 Claude Code, Cursor 5 —
Prototype-Cafe-LLC/pdf_extractor PDF to Markdown converter with MCP interface for AI agents 0 Claude Code 1 1,134 tok
writechoiceorg/mcp-writechoice-server 0 GitHub Copilot 1 885 tok
Morrisdev/OpenProjectMCP This is a MCP server designed to work with Claude Desktop. It caches the most common user 0 Claude Code 1 1,262 tok
ipnet-mesh/meshcore-mcp MeshCore Companion Node MCP Server 0 Claude Code, Codex, OpenCode 2 1,524 tok
davidruzicka/mcp4openapi Universal MCP server that can translate MCP tools for any OpenAPI 3.x specification. 0 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 16 4,494 tok
longbiao7498/remote-mcp 0 Claude Code 1 4,135 tok
orjahren/nettskjema-mcp Model Context Protocol (MCP) for Nettskjema. 0 Claude Code 1 338 tok
turtleYJ/mcp-server Notion MCP Server - Claude Code ↔ Notion API integration (TypeScript) 0 Claude Code 1 3,156 tok
sandsaber/AgentSpawnMCP Universal MCP server for any OpenAI-compatible LLM. Supports OpenAI and Anthropic API form 0 Codex, OpenCode 1 2,292 tok
dholliday3/coros-training-mcp 0 Claude Code, Codex, OpenCode 2 1,271 tok
standardbeagle/slop-mcp standardbeagle.github.io MCP orchestrator — connect dozens of MCP servers while exposing only 8 meta-tools, so tool 0 Claude Code, Codex, OpenCode 2 1,939 tok
LeonMare/vozclara vozclara.app Multilingual AI study tool. Paste any public video URL to get a structured Knowledge Pack 0 Claude Code 1 3,555 tok
mfalcirolli1/mcp-server 0 GitHub Copilot 1 842 tok
aranjan/icici-mcp MCP server for ICICI Direct -- trade Indian stocks via any MCP-compatible AI assistant 0 Claude Code 1 2,591 tok
misterboe/webtools-mcp-server 0 Claude Code 1 2,102 tok
UMBRAXON/kya-hub umbraxon.xyz Know Your Agent — Lightning-paid, Ed25519-anchored identity & reputation protocol for auto 0 Codex, Cursor, OpenCode 2 3,353 tok
3aKHP/math-mcp Math MCP Server — symbolic computation, calculus, linear algebra, number theory, statistic 0 Claude Code 1 504 tok
Pulse-Intelligence/pulse-workflow-mcp 0 Claude Code 1 988 tok
sla10132000/mcpscope Simple local MCP server built with fastmcp 0 Claude Code 1 —
Jah-yee/diagrams-mcp-server microsoft.github.io MCP server for generating professional infrastructure diagrams using the Python diagrams D 0 Claude Code, Codex, OpenCode 2 5,053 tok
CBEPX/talos-mcp-server 🤖 AI-powered Talos Linux management via Model Context Protocol (MCP) 0 Claude Code, Codex, Cursor, OpenCode 5 1,126 tok
igalarzab/mcp-multi-weather MCP Server (Model Context Protocol) for checking the weather history and forecast, using m 0 GitHub Copilot 1 750 tok
obrien-matthew/mcp-mealie MCP server for Mealie 0 Claude Code, Codex, OpenCode 2 316 tok
NimbleBrainInc/synapse-research mpak.dev Deep-research Synapse app — task-augmented MCP tool powered by GPT-Researcher, Tavily, and 0 Claude Code 1 2,353 tok
Try3D/JupyterMCP pypi.org Jupyter Notebook MCP Server 0 Claude Code, Codex 1 —
fastmcp-me/magic-api-mcp-server Magic-API MCP Server - A Model Context Protocol server for Magic-API development 0 Codex, OpenCode 1 749 tok
harryhazza77/aws-safe-mcp Safe, read-only MCP server for AWS investigation by AI coding agents 0 Codex, OpenCode 1 2,078 tok
davidar/mcp-server-if pypi.org 0 Claude Code 1 3,059 tok
iflow-mcp/openai-sdk-knowledge-org openai-sdk-knowledge.org Live example MCP server built with Cloudflare Workers/Queues/Vectorize/D1 and OpenAI Agent 0 Claude Code, Codex, OpenCode 2 2,450 tok
Asheng008/unifiles-mcp 0 Claude Code, Codex, Cursor, OpenCode 9 1,248 tok
mstocker1/Visual_Annotation_MCP 0 Claude Code 1 450 tok
thnak/windows-host-mcp 0 Claude Code 1 2,650 tok
Frankencoin-ZCHF/frankencoin-mcp An MCP server exposing details about the Frankencoin protocol. 0 Claude Code 2 2,948 tok
yashj645/quip-mcp-server Quip MCP Server for Quip spreadsheets 0 Claude Code 1 777 tok
claude-marie/pathways-mcp-server 0 Cursor 1 44 tok
360XView/mcp-auth-poc MCP Authentication PoC using FastMCP 2.x - Token-based authentication for remote MCP serve 0 Claude Code 1 2,192 tok
jr2804/outlook-desktop-mcp Private fork of Aanerud/outlook-desktop-mcp with calendar folder support 0 Codex, OpenCode 1 1,843 tok
rafiulislam4246/recon-by-rafiul RECON — Auto-Research MCP: fan-out YouTube/papers/podcasts, credibility-rank, build Notebo 0 Claude Code 1 54 tok
casterkay/ruminer-browser-agent chrome.ruminer.app The AI agent you love with central long-term memory integrating from all your AI chat plat 0 Claude Code, Codex 18 —
jashwanth0712/runpod-image-mcp MCP server for RunPod image generation (Seedream V4) and editing (Nano Banana Pro) APIs 0 Claude Code 1 437 tok
obrien-matthew/mcp-garmin MCP server for Garmin Connect health and fitness data 0 Claude Code, Codex, OpenCode 2 300 tok
FojleRabbiRabib/gemini-bridge A lightweight MCP server bridging AI agents to Google's Gemini AI via official CLI 0 Claude Code, Codex, OpenCode 2 3,602 tok