How real projects configure their agents

45,053 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
zircote/json-lsp Claude Code plugin for JSON development with vscode-json-languageserver and schema validat 2 Claude Code 1 201 tok
RFingAdam/mcp-rs-cmw500 MCP server for Rohde & Schwarz CMW500 radio communication tester 2 Claude Code 1 1,634 tok
my-mcp-hub/node-mcp-server A Model Context Protocol (MCP) server template for Node.js applications 2 Codex, OpenCode 1 649 tok
stackmemoryai/stackmemory Stack memory for context between claude code sessions 2 Claude Code 13 2,916 tok
CartapenaBark/DotNetAnalyzer 93 MCP tools for .NET code analysis, refactoring, security scanning & architecture checkin 2 Claude Code 1 584 tok
meitalbensinai/rate-limit-monitor Claude Code plugin: statusline usage meter + a prompt-submit guard that stops you from bur 2 Claude Code, Codex, OpenCode 1 428 tok
danilods/matilha-skills You lead. Agents hunt. Cognitive + methodological harness for AI-assisted software — 139 s 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,563 tok
msshives-gif/claude-plugins claude context tools — a Claude Code plugin marketplace: subagent context reporting, cross 2 Claude Code, Codex, OpenCode 2 383 tok
punt-labs/biff Team (human+agent) coordination and communication that works across git-repositories and h 2 Claude Code, Codex, OpenCode 3 8,230 tok
philipnee/mvmt security layer between your data and agent! 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 805 tok
SkS-Other/ocserv-admin-mcp It is not a bot, chat runtime, or general agent framework. It provides a constrained local 2 Codex, OpenCode 16 1,724 tok
Cratis/VerticalSlices 2 Claude Code, Codex, GitHub Copilot, OpenCode 75 12 tok
subhangadirli/kagi-translate-mcp npmjs.com Model Context Protocol (MCP) server for Kagi Translate. 2 Claude Code, Codex, OpenCode 2 1,361 tok
alemdarlabs/sage-unreal-mcp npmjs.com MCP server and Unreal Editor bridge for AI-assisted Unreal Engine inspection, automation, 2 Claude Code, Codex, OpenCode 16 2,309 tok
antonio-mello-ai/mcp-google MCP server for google 2 Codex, OpenCode 1 552 tok
nichsedge/ksei Unofficial MCP server for AKSes KSEI (akses.ksei.co.id) portfolio data 2 Claude Code, Codex, OpenCode 2 425 tok
aostock/financial-data chat.aostock.com A FastAPI-based financial data service that provides comprehensive stock market informatio 2 Claude Code 1 495 tok
bootpay/bootpay-mcp mcp.bootpay.ai MCP server for Bootpay — Korea's payment platform. AI tools (Claude, Cursor, Windsurf) can 2 Codex, OpenCode 1 4,286 tok
aloki-alok/mcpify Turn any OpenAPI 3.x or Swagger 2.0 spec into a working MCP server in one command. Give Cl 2 Codex, OpenCode 1 471 tok
sandraschi/xkcd-mcp MCP server plus mini webapp for showing xkcd comics. uses official api 2 Claude Code, Codex, Cursor, OpenCode 3 636 tok
tendant/postgres-mcp-go A PostgreSQL MCP (Model Context Protocol) server implementation in Go that provides secure 2 Codex, OpenCode 1 576 tok
carmentacollective/carmenta carmenta.ai A heart-centered AI for creating at the speed of thought 2 Claude Code, Codex, OpenCode 25 950 tok
kamiazya/scopes Scopes is a next-generation local-first task and project management tool designed for symb 2 Claude Code, GitHub Copilot 51 5,385 tok
harikrishna8121999/email-design-mcp npmjs.com Design and generate responsive email templates with AI. MCP server for Claude, Cursor & V 2 Claude Code 1 745 tok
la-rebelion/mcp-docs docs.mcp.com.ai Headless API Stack for MCP. HAPI MCP enables seamless AI integration by dynamically conver 2 GitHub Copilot 1 423 tok
enkhbold470/zangia-mcp-ai npmjs.com Live job search on zangia.mn, ATS CV matching, and salary benchmarks — MCP server (npx -y 2 Claude Code, Codex 2 1,780 tok
am-space/own-planner controlcode.space Personal AI strategist & mentor — goals-first planning with an agentic loop. .NET 10 + Mod 2 Claude Code, Codex, GitHub Copilot, OpenCode 8 5,508 tok
Losant/losant-mcp-server losant.com Losant MCP Server is a Model Context Protocol (MCP) server that provides AI assistants wit 2 Claude Code 1 —
berrydev-ai/super-mcp-server A Lambda-deployable MCP server with embedded SuperDB for data querying. 2 Claude Code 1 1,183 tok
gkzhb/crawl4ai-mcp-py A collection of MCP Servers 2 Codex, OpenCode 1 38 tok
beingmartinbmc/jambavan npmjs.com Local-first MCP server that gives any coding agent a persistent memory of your repo: AST c 2 Claude Code, Codex, OpenCode 2 3,396 tok
comcpwork/mcp MCP servers for MySQL, Redis, SQLite, and ClickHouse 2 Claude Code 1 1,393 tok
circle-rd/upki-ca docs.circle-cyber.com A small PKI dedicated to be used in internal infrastructures and Docker deployment using T 2 Codex, OpenCode 1 1,471 tok
aicayzer/bigquery-mcp aicayzer.github.io A Model Context Protocol (MCP) server for secure BigQuery access across multiple Google Cl 2 Claude Code 1 870 tok
G1ngercy/SafeFlo Local MCP server giving Claude Code persistent agent memory: hybrid FTS5 + vector search, 2 Claude Code 1 857 tok
Coolgiserz/customized-elasticsearch-mcp-server 2 Cursor 1 770 tok
sfaustodev/Mycorrhiza-MCP Persistent memory MCP server (SHA-256 hash chain, local SQLite) — gives your AI the power 2 Claude Code 1 924 tok
dreliq9/llm-intentions An open protocol for turning Android apps into MCP tool servers. CapApps + Hub gateway + I 2 Codex, OpenCode 1 1,679 tok
smithaldon1/deltav-mcp DeltaV MCP Server for Edge API and OPC-UA. Contains a REST API and OPC-UA server with simu 2 Codex, OpenCode 1 3,183 tok
cafeTechne/ableton-11-mcp-for-windows-codex-and-antigravity AI-to-Ableton Live 11 bridge with 220+ MCP tools, music theory generators, and agentic wor 2 Codex, OpenCode 1 2,985 tok
connyay/starlark-mcp starlark + mcp = fun 2 Claude Code 1 —
pinnedai/pinnedai pinnedai.dev Permanent guardrails for AI-coded apps 2 Claude Code 1 8,441 tok
weijie-tan3/trino-mcp A MCP for querying Trino 2 GitHub Copilot 1 —
reearth/reearth-cms-mcp cms.reearth.io MCP server for Re:Earth CMS 2 Claude Code, Codex, OpenCode 2 799 tok
KingingWang/news-mcp Get news from an RSS source and serve as an MCP server. 2 Claude Code 1 953 tok
dev-manul/kartograf Code map & call-graph MCP server for AI agents. Tree-sitter + SQLite index of PHP/Go/TS co 2 Codex, OpenCode 1 1,422 tok
duffney/copacetic-mcp an mcp server for patching container images 2 GitHub Copilot 1 2,675 tok
totalcms/totalcms totalcms.co Project skeleton for Total CMS — install with: composer create-project totalcms/totalcms 2 Codex, OpenCode 1 1,690 tok
shawn-durrani/spendglass Your bank transactions on your own machine, readable by your local AI agents — and by noth 2 Claude Code 1 590 tok
varienos/agentic-journal Local, observer-first activity journal for AI coding agents with MCP tools, CLI wrappers, 2 Codex, Gemini CLI, OpenCode 2 548 tok