How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
EdonZo/brain Brain — outcome-grounded memory for AI agents (Claude Code via MCP) 0 Claude Code 1 2,897 tok
jialinhome/page-fetcher-mcp 0 Claude Code 1 662 tok
luw2007/skim-mcp MCP Server for Skim - Intelligent code compression for LLM context optimization 0 Claude Code 1 1,519 tok
lihongwen/pgvector-mcp-server 0 Claude Code, Cursor 8 4,785 tok
josego85/TechWordTranslatorMCP-Server 🤖 MCP Server: Translate technical terms 🔤 | English/Spanish/German 🌍 | FastMCP ⚡ 0 Claude Code 1 2,774 tok
kaeba0616/chzzkDevChat MCP channel server for conveying Chzzk live chat ideas to Claude Code 0 Claude Code 1 546 tok
LoindP/gitLab_mcp_loind 0 Claude Code 1 1,170 tok
cicy-dev/electron-mcp 0 Claude Code, Codex, OpenCode 2 2,707 tok
joconnell19/mcp-chart-forge Theme-first chart generation MCP server 0 Claude Code 3 619 tok
ebiyy/pb-mcp 0 Claude Code 2 778 tok
aibtcdev/stacks-mcp-server Model Context Protocol (MCP) server for read-only interaction with Stacks Blockchain 0 Claude Code 1 36 tok
shreyapatelcodes/email-agent An MCP server that turns Claude Desktop into your Gmail assistant 0 Claude Code 1 351 tok
nianyi778/jira-dev-mcp nianyi778.github.io Local MCP server for Jira Cloud-driven development — search issues, read tasks, parse atta 0 Claude Code, Codex 5 917 tok
m3rak1trad1ng/tradingview-mcp TradingView MCP bridge via Chrome DevTools Protocol — forked from tradesdontlie/tradingvie 0 Claude Code 1 1,873 tok
LaserFocused-ee/ai-docs-mcp MCP server for providing documentation to Claude 0 Claude Code 1 948 tok
sammrafferty/BYU-LS-MCP MCP server connecting Claude to BYU Learning Suite — assignments, grades, deadlines, and m 0 Claude Code 1 1,304 tok
selvin-paul-raj/Linkedin-Alpic-Mcp Production-ready LinkedIn MCP Server for ChatGPT & Claude with Composio integration, OAuth 0 Claude Code 1 482 tok
jimiryquai/power-platform-orchestration-agent Intelligent conversational orchestration agent that automates enterprise-level Power Platf 0 Claude Code 2 2,857 tok
cyprocypro/mcp-discord 0 Claude Code 1 515 tok
mingyo186/instrument-mcp Instrument MCP Server - Connects AI and test equipment via the MCP protocol (oscilloscopes 0 Claude Code 8 2,011 tok
kchaturanga/mcp-gate 0 Claude Code 1 1,738 tok
damusix/buffer-mcp MCP for Buffer social media posting 0 Claude Code 1 370 tok
inmydata/AgentMCP inmydata.ai An MCP server that enables AI agents to access inmydata's powerful data querying capabilit 0 Claude Code 1 —
tehprof/support-mcp support.tehprof.kz MCP server for TehProf Support — 30 AI tools for helpdesk, tickets, analytics, Bitrix24 CR 0 Claude Code 1 1,821 tok
bradthebeeble/mcp-macos-cua macOS Computer Use Agent — MCP server + Claude Code skill for GUI automation via screensho 0 Claude Code 1 141 tok
tecnomanu/mcp-telegram-agent A mcp for send message to a bot on Telegram for any notification. 0 Claude Code, Codex, Cursor, OpenCode 2 551 tok
HelyeFab/memory-man MCP Memory Manager - Persistent memory system for Claude Code across multiple projects 0 Claude Code 1 1,032 tok
reenrik/zube-mcp 0 Claude Code 3 676 tok
DanDaDaDanDan/mcp-osint 0 Claude Code 1 1,053 tok
6547709/teslamate-mcp 0 Claude Code 1 2,129 tok
nuwax-ai/nuwax-openui-mcp OpenUI over MCP for Nuwax with inline and sidecar rendering 0 Claude Code, Codex, OpenCode 2 263 tok
Jatin-Gurwani/local-docker-mcp 0 Claude Code 1 1,332 tok
vandien284/mcp-server 0 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 7 10,581 tok
syenite-ai/syenite Retired — DeFi MCP server for AI agents (Mar–Aug 2026). Unmaintained, MIT. 0 Claude Code 1 2,455 tok
rdnpradipta/muninn Page-citable RAG knowledge base + MCP server for personal research PDFs 0 Claude Code 1 1,326 tok
wasomma/fpv-sim-mcp MCP server exposing the fpv-sim force-on-force sUAS/cUAS simulation as agent-callable tool 0 Claude Code 1 1,008 tok
kevinb361/routeros-inspector-mcp Unofficial read-only MCP server for MikroTik RouterOS inspection and policy-backed audits 0 Claude Code, Codex, OpenCode 2 364 tok
meghamshb2006/mcpcontrol 0 Claude Code 2 —
ArkaAiAdmin/Agentic-Memory Local-first semantic memory system for AI agents with MCP, FTS5, KG, temporal reasoning, a 0 Claude Code, Codex, OpenCode 9 5,809 tok
OlliMakarova/mcp-metro MCP server to search for routes in the Moscow metro and calculate the duration of the trip 0 Claude Code, Codex, OpenCode 15 5,429 tok
songod0906/open-video-guide Local-first open-source tool that converts tutorial videos into evidence-grounded illustra 0 Claude Code, Codex, OpenCode 2 612 tok
edenismine/expert-factory Builds a queryable expert from a pack of code, docs, papers and notes: graph + stdio MCP s 0 Claude Code 1 1,090 tok
Q11v/mcp-primer 0 Claude Code 1 1,007 tok
extempore66/web-summaries-mcp Streamable HTTP MCP server for fetching and semantically searching YouTube transcripts 0 Claude Code 1 523 tok
leigangzhang/plane-mcp-server-adapter Bug-fixed fork of makeplane/plane-mcp-server for self-hosted Plane Community Edition (stdi 0 Claude Code 1 1,022 tok
DuragonYama/ofaudio-mcp 0 Claude Code 1 5,806 tok
alifanov/deckbook Personal self-hosted task tracker with MCP as its primary interface 0 Claude Code 1 182 tok
JiteAgar-Code/ontology-mcp 0 Claude Code 1 821 tok
Rookie-1207/my-mcp-server 0 Claude Code, Codex 5 —
davidbuenov/dbv-pdf2md Conversor avanzado de PDF a Markdown optimizado para agentes de IA (Claude, Gemini), con e 0 Claude Code, GitHub Copilot, Gemini CLI 3 1,343 tok