How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
moonx010/hive-memory npmjs.com Cross-project memory for AI coding agents. MCP server that maintains context, decisions, a 8 Claude Code, Codex 5 2,134 tok
Remskill/Cortex Cortex: Open-Source AI Memory for your Codebase. Works with Claude CLI and others. It inde 8 Claude Code 1 1,401 tok
GhostTypes/pokemon-go-mcp MCP Server for Pokemon Go 8 Claude Code 20 1,442 tok
agatho/trinitycore-mcp Model Context Protocol server for TrinityCore development 8 Claude Code 5
gdigora/yandex-mail-mcp MCP server for Yandex Mail - read, search, and send emails via IMAP/SMTP 8 Claude Code 2 428 tok
aryaminus/astro astro-api-a2rc.onrender.com Astrology MCP server & Agent Skill — birth charts, transits, synastry across Western, Vedi 8 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,589 tok
ZhangDongyang800/Aseprite_MCP An MCP for Aseprite that allows AI to understand you 8 Claude Code 1 2,098 tok
ilyannn/wallos-mcp MCP for the Wallos subscription management app 8 Claude Code 1 1,912 tok
Ostico/bruno-mcp-studio npmjs.com MCP server for Bruno: an AI agent authors, reads and runs .bru and .yml API collections. N 8 Claude Code 1 1,711 tok
MetriLLM/metrillm metrillm.dev Benchmark local LLM models: speed, quality, and hardware fitness scoring. CLI, MCP server, 8 Claude Code, Codex, OpenCode 2 2,834 tok
ProductOfAmerica/mcp-server-kicad pypi.org KiCad MCP server: 100+ Model Context Protocol tools that let an AI assistant do schematic 8 Claude Code 1 3,542 tok
malkreide/swiss-transport-mcp MCP Server for Swiss public transport – OJP journey planner, real-time departures, disrupt 8 Claude Code 3 5,522 tok
vanducng/skills skills.vanducng.dev A daily-driver collection of skills for agentic coding - a portable, agent-agnostic catalo 8 Claude Code, Codex, OpenCode 2 974 tok
hermes-labs-ai/hermes-blind hermes-labs.ai Recovers the original goal of a long Claude Code or Codex session from its first user turn 8 Claude Code, Codex, OpenCode 2 348 tok
dimamak/sdp dimamak.github.io Nobody has the time - or the will - to sit down and write a post every day. Social Daily P 8 Claude Code 1 220 tok
husker/a2acast Zero-infrastructure A2A messaging between AI agents on different machines — Claude, ChatGP 8 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,517 tok
LinHao-city/StoryMind linhao-city.github.io 🎬 AI plans your shot list like a director, then generates the film. LLM storyboard planni 8 Claude Code, Codex, GitHub Copilot, OpenCode 81 271 tok
Threadlines/threadlines threadlines.dev An open-source desktop workspace for Codex and Claude Code with a live browser, project fi 8 Claude Code, Codex, OpenCode 2 3,014 tok
Maksim-Burtsev/simple-man Cut the chatter. Keep the work. A measured communication policy for coding agents: −32% ou 8 Claude Code, Codex, Gemini CLI, OpenCode 3 1,368 tok
viplee110/economics-paper-reviewer Portable AI pre-review skill for economics papers across Codex, Claude Code, Cursor, and o 8 Claude Code, Codex, OpenCode 2 425 tok
linegel/threejs-complete-set-of-skill linegel.github.io 25 expert agent skills for ambitious Three.js WebGPU/TSL scenes — procedural oceans, cloud 8 Claude Code, Codex, OpenCode 2 2,009 tok
dpesch/mantisbt-mcp-server codeberg.org Mirror of codeberg.org/dpesch/mantisbt-mcp-server — issues and PRs not monitored 8 Claude Code 1 748 tok
teskor-hub/minimax-h3-skill A Claude Code skill for MiniMax H3 — the open-weight omni-modal video model. Prompt framew 8 Claude Code 1 2,497 tok
ensemblr-hq/ensemblr ensemblr.dev Desktop orchestrator for Pi and Claude Code. Every stream of work gets its own git worktre 8 Claude Code, Codex, OpenCode 8 4,174 tok
TsukumoHQ/dokan tsukumo.ch dokan conduit — agent-operated deterministic script runtime in Docker. MCP control plane + 8 Claude Code 3
NorviaLabs/forge forge.norvialabs.com Go from idea to verified code without leaving the terminal—Forge unifies an AI agent, code 8 Claude Code, Codex, OpenCode 2 1,205 tok
mukul975/BHUSA-Anthropic-CyberSecurity-Skills 8 Claude Code 1 220 tok
myk-org/pi-config Pi orchestrator config: specialist subagents, enforcement, code review loop, workflow comm 8 Claude Code, Codex, OpenCode 2 3,676 tok
mashbean/research-publishing-pipeline Automated research article production line — a semi-automated research writing pipeline us 8 Claude Code 2 6,837 tok
shenjingnan/haimen Enter through this door, exit through that door. 8 Claude Code, Codex, OpenCode 7 2,038 tok
rajanm/retail-enterprise-agents rajanm.github.io Declarative Google Agent Development Kit (ADK) agents for Gemini Enterprise powered by Big 8 Claude Code, Codex, Gemini CLI, OpenCode 3 32,811 tok
luoli523/guige-skills Skills gradually refined by Gui Ge after organizing and using various skills; continuously 8 Claude Code, Codex, OpenCode 2 807 tok
MauricioPerera/KDD mauricioperera.github.io 🧠 Knowledge-Driven Development (KDD): ready-to-use template combining OKF (knowledge as l 8 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 860 tok
lexfrei/mcp-tg MCP server for Telegram Client API (MTProto) 8 Claude Code 1 20,630 tok
HiDream-ai/vivago-agent-cli VivagoAgent CLI and Codex/Claude Code plugin 8 Claude Code, Codex, OpenCode 2 836 tok
tandryukha/aidemo aidemo.top Your coding agent makes the demo video — a narrated, captioned MP4 from one storyboard.jso 8 Claude Code, Codex, OpenCode 10 2,980 tok
RemakeBench/skills Evidence-driven Claude Code skills for building and verifying playable 3D worlds. 8 Claude Code 1 99 tok
ssheleg/sshlg-skills skills.sshlg.me Install and update nine Agent Skills packs for UX, delivery, design, integrations, SEO, ag 8 Claude Code, Codex, OpenCode 5 1,924 tok
EaseHee/rhino-mcp MCP Server for Rhino and Grasshopper 8 Claude Code 1 1,060 tok
patforna/auto-task An opinionated agentic workflow to turn well-defined units of work into shippable code wit 8 Claude Code 1 444 tok
weileyao2005/cnki-deepsearch CNKI DeepSearch — CNKI deep search MCP tool. Intercepts CNKI's internal REST API to retrie 8 Claude Code 1 838 tok
donaldrichard19-LVD/pattern-mcp usepattern.sh Pattern MCP helps coding agents make better UI decisions before they start building. It ch 8 Claude Code 1
philtzjp/live-connector live-connector is an extension for an MCP server that enables Agents to control Ableton Li 8 Claude Code, Codex, OpenCode 9 2,585 tok
midego1/claude-orchestrate Multi-agent orchestration plugin for Claude Code: tiered model routing, evidence-gated ver 8 Claude Code 1 918 tok
Kookerella-Ltd/Kookerella.FsOpenXmlDsl A typesafe F# DSL for building and reading Excel workbooks, with round-trip read/write and 8 Claude Code 1 4,432 tok
ddpie/lark-mcp-on-agentcore A hosted remote MCP service for AI agents to operate Feishu, reusing lark-cli's 200+ tools 8 Claude Code, Codex, OpenCode 2 1,848 tok
OriginalName457/claudemon originalname457.github.io A friendlier way to run Claude Code agents - pixel creatures you can watch work. Plus Claw 8 Claude Code 1
IngTian/witness Turns any text stream into a dated history of how its subject changed. Point it at your Cl 8 Claude Code, Codex, OpenCode 2 2,013 tok
subnetangel/ToolMux 🚀 ToolMux - MCP Tool Multiplexer | 98.65% token reduction through efficient server aggreg 8 Claude Code 1 2,253 tok
Kapi-IDE/kapi-sprints Sprint dashboard for Claude Code teams — Backwards Build + Blackboard coordination 8 Claude Code 15