How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
neilzhangpro/Maestro Maestro is a harness for AI software engineers, transforming Linear issues into orchestrat 13 Claude Code 1 1,657 tok
1mrat/cursor-taskrunner This is a proof of concept that shows how you can get cursor to execute tasks like creatin 13 Cursor 1 144 tok
transparentlyok/mcp-context-manager in short: gives claude a search engine for your project 13 Claude Code 1 933 tok
damoqiongqiu/mcp-local-rag Local-first RAG server for developers. Semantic + keyword search for code and technical do 13 Codex, OpenCode 1 2,613 tok
ethancod1ng/bybit-mcp-server npmjs.com A Model Context Protocol (MCP) server for integrating AI assistants with Bybit cryptocurre 13 Claude Code 1 497 tok
ChuckBryan/ynabmcpserver 13 GitHub Copilot 1 291 tok
OleksandrKucherenko/mcp-obsidian-via-rest mcp-obsidian.artfulbits.se MCP Server connected to Obsidian Vault with Local REST API. (re-write it completely with B 13 Claude Code, Codex, OpenCode 3 3,828 tok
deployhq/deployhq-mcp-server deployhq.com DeployHQ MCP Server 13 Claude Code 1 1,487 tok
0xNullAI/DG-MCP 0xnullai.com Archived — development has moved to 0xNullAI/0xNuller: https://github.com/0xNullAI/0xNulle 13 Claude Code 2 2,260 tok
dkyazzentwatwa/substack_mcp Substack MCP that gives structured access to Substack publications with real-time content 13 Claude Code 1 2,328 tok
dickiedyce/Obsidian-TS-MCP Deprecated -- superseded by https://github.com/dickiedyce/devjournal 13 GitHub Copilot 1 481 tok
Smart-AI-Memory/empathy-framework smartaimemory.com Combining a five-level AI framework with git-native memory overcomes session amnesia, enab 13 Claude Code 9 —
lie5860/openai-search-mcp 13 Claude Code, Codex, Cursor, OpenCode 40 111 tok
cubedevinc/cube-mcp-server 13 Claude Code 1 866 tok
4kk11/RhinoMCPServer 13 Claude Code 1 2,311 tok
RedberryProducts/mcp-client-laravel Laravel-native client for Model Context Protocol (MCP) servers. Built by Redberry (Diamond 13 Claude Code, Codex, OpenCode 2 2,069 tok
vexxvakan/mcp-docsrs 13 Codex, OpenCode 2 430 tok
samefarrar/mcp-ankiconnect 13 Claude Code 1 967 tok
narailabs/doc-wiki Documentation wiki generator + maintainer — Claude Code skill + agents + TypeScript helper 13 Claude Code, Codex, Gemini CLI, OpenCode 4 8,196 tok
dzmitrys-dev/supamem pypi.org Project-agnostic dual-memory MCP CLI for Claude Code, Cursor, and OpenCode (Qdrant tuned h 13 Claude Code, Codex, OpenCode 2 3,745 tok
astronomer/astro-airflow-mcp astronomer.io MCP server for Apache Airflow instances. Runs standalone or as an Airflow plugin. 13 Claude Code, Codex, OpenCode 6 749 tok
karrolcia/hippocampus Open-source MCP memory server. Universal AI memory across all platforms. 13 Claude Code 14 15,447 tok
juanqui/pdfkb-mcp A PDF document RAG MCP that is easy to setup, supports completely local parsing and embedd 13 Claude Code 1 1,101 tok
ahmad2x4/mcp-server-seq 13 Claude Code 1 267 tok
Mineru98/skills-store 13 Claude Code, Codex, OpenCode 16 878 tok
geekjourneyx/sondar Turn AI ecosystem changes into evidence-backed, closed-loop decisions for AI builders — Go 13 Codex, OpenCode 1 361 tok
pivyme/suiperpower suiperpower.dev Build something meaningful, on Sui. A superpower for AI coding agents (Claude Code, Codex, 13 Claude Code, Codex, OpenCode 2 5,826 tok
ofux/lauren Autonomous AI agent loop that keeps working through your project while you keep planning w 13 Claude Code 1 3,213 tok
programmablehq/PROGRAMMABLE programmable.market Open launch-model infrastructure for Uniswap v4 on Ethereum. 13 Codex, OpenCode 1 1,534 tok
ahundt/autorun Claude Code & codex plugin + Gemini cli extension to keep ai running, keep data safe, plan 13 Claude Code, Codex, Gemini CLI, OpenCode 3 2,567 tok
PotatoDog1669/skills-hub Unify your AI skillbox. A local hub to visualize, manage, and sync skills across Antigravi 13 Codex, OpenCode 1 963 tok
oubakiou/md2idx md2idx — Markdown to indexed JSON. Slice big docs with jq, feed LLMs only what they need. 13 Claude Code, Codex, OpenCode 4 526 tok
netresearch/go-development-skill Agent Skill: Enterprise Go development patterns - resilient services, testing | Claude Cod 13 Codex, OpenCode 1 823 tok
montezuma-p/harken crates.io Your agent cannot listen to audio. harken fixes that — locally. MCP server + CLI, one 13 M 13 Claude Code 1 2,689 tok
liatrio-labs/claude-code-gauntlet Adversarial code review for Claude Code: each GitHub PR or GitLab MR runs a gauntlet of up 13 Claude Code, Codex, OpenCode 3 689 tok
agentweave/cortex agentweave.github.io Give your AI agents a chief of staff. 13 Claude Code 1 463 tok
reposkein/reposkein npmjs.com Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-nativ 13 Codex, OpenCode 1 1,779 tok
cyanheads/mcp-reporter mcp-reporter is a streamlined utility that generates comprehensive capability reports for 13 Claude Code, Codex, OpenCode 2 1,136 tok
tugrulguner/intpot intpot.modepot.io Define Python tools once and serve them as a Typer CLI, FastAPI app, or FastMCP server — o 13 Claude Code, Codex, OpenCode 2 3,356 tok
DatalisHQ/zuckerbot zuckerbot.ai Public ZuckerBot MCP client, CLI, agent skills and release source 13 Claude Code, Codex, OpenCode 2 235 tok
rogelioRuiz/capacitor-mobile-claw On-device AI agent engine for mobile apps — embedded Node.js worker with Claude LLM, file 13 Claude Code 1 584 tok
joachimBrindeau/domain-mcp Manage Dynadot domains, DNS, renewals, and transfers from Claude, Cursor, or any MCP clien 13 Claude Code, Codex, OpenCode 2 770 tok
SonAIengine/ku-portal-mcp pypi.org MCP server for Korea University KUPID portal & Canvas LMS — notices, schedules, library se 13 Claude Code 1 292 tok
ApiliumCode/mayros apilium.com The governed AI agent platform: semantic memory, intelligent model routing, an MCP server, 13 Codex, OpenCode 1 5,416 tok
jarcms/wechat-smdc [Video tutorial] WeChat scan-to-order mini program 13 Cursor 1 5,238 tok
ferrislucas/Circus-Chief npmjs.com Open-source meta-harness for Claude Code, OpenAI Codex, and Gemini CLI coding agents 13 Claude Code, Codex, OpenCode 5 2,282 tok
joshsymonds/savecraft.gg Parse video game save files, serve structured game state to AI assistants via MCP 13 Claude Code 13 1,952 tok
justrussian/yougile-mcp MCP server for integration with YouGile 13 Claude Code 1 3,067 tok
vargahis/monarch-mcp MCP Server for use with Monarch Money 13 Claude Code 2 578 tok
George-RD/claude-next-level George's curated Claude Code plugins for automation, architecture, and workflow 13 Claude Code 1 542 tok