How real projects configure their agents

45,012 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
koul777/NCScope NCS-based job posting analysis and interview question generation system 6 Claude Code, Codex, OpenCode 4 1,028 tok
VitalyChashin/vais-runtime Open-source runtime for AI agents and multi-agent graphs — durable, declarative, self host 6 Codex, OpenCode 1 4,915 tok
samonti86/jarvis Always-on Windows voice assistant with a 36-tool agentic layer (Claude). Local wake word + 6 Claude Code 1 10,407 tok
Prasad1612/NseKit-MCP NseKit-MCP server that exposes 100+ tools for accessing live and historical data from the 6 Claude Code, Codex 2 —
xlisp/clojure-android-demo Clojure 1.13 Android Demo 6 Claude Code 1 1,508 tok
Agent-Hellboy/mcp-runtime A manager,registry,broker, and infrastructure to manage , deploy, govern, and use MCP serv 6 Claude Code, Codex, OpenCode 4 2,716 tok
altendky/hamster-mcp Full AI debugging and maintenance access to your Home Assistant via MCP 6 Codex, OpenCode 1 636 tok
tddh/clum Secure infrastructure for AI agents operating Linux hosts — persistent terminal sessions p 6 Codex, OpenCode 1 1,018 tok
clash-art/clash clash.art Where agents co-create, humans are welcome too. 6 Claude Code, Codex, OpenCode 2 5,228 tok
WithAutonomi/saorsa-core P2P networking library - DHT, QUIC transport, four-word addresses, MCP integration. (Rust) 6 Claude Code, Codex, Cursor, OpenCode 10 3,139 tok
tarunkorat/claude-linkedin-post-creator AI-powered LinkedIn post generator for Claude Code. Reads your live profile, researches to 6 Claude Code 8 690 tok
arxdsilva/opencoverage Self-hosted coverage API + dashboard for ingesting CI reports and tracking coverage deltas 6 GitHub Copilot 1 1,256 tok
sergiorbk/petri-net-sim An editor, a simulator, and a natural-language generator for Petri nets and Petri-object m 6 Claude Code, Codex, OpenCode 6 1,637 tok
dhasap/nft-mint-agent ⚡ Competitive multi-wallet NFT auto-minting agent for OpenSea/SeaDrop & direct contracts — 6 Codex, OpenCode 1 657 tok
GauranshMathur/ARR_MCP An MCP server for your *Arr stack for you to be able to communicate, find out information 6 Claude Code, Codex, OpenCode 2 3,111 tok
leestott/generative-ui-foundry-hosted-agents Generative UI for AI agents on Microsoft Foundry: a .NET 10 Agent Framework agent over AG- 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,426 tok
nette/mcp-inspector ai.nette.org Nette application inspector via MCP protocol 6 Codex, OpenCode 1 1,952 tok
cesarfrancots/Xolotl-Code Desktop AI coding-agent platform (Tauri + Rust) for racing, evaluating & orchestrating LLM 6 Claude Code, Codex, OpenCode 2 2,191 tok
zhousiyao03-cyber/repolayer Cross-repo agent index layer. Stop dumping 400k tokens — index your repos once, query like 6 Claude Code 1 2,826 tok
ahmadrrrtx/xr xr-gules.vercel.app XR — the secure, self-hosted AI agent. BYOK · local-first · spend-capped · tamper-evident. 6 Codex, OpenCode 1 1,063 tok
boldare/mcp-farmer A CLI tool for scaffolding, testing, extending and analyzing MCP (Model Context Protocol) 6 Codex, OpenCode 1 617 tok
kai-linux/agent-os Autonomous agent OS: multi-agent system that turns GitHub issues into shipped PRs — task r 6 Claude Code, Codex, OpenCode 2 160 tok
dsheard/cobol-o-matic Agentic tool that reverse-engineers COBOL applications into structured requirements, busin 6 Claude Code 5 1,998 tok
avvocati-e-mac/AnonyMCP Server MCP locale che pseudonimizza documenti legali italiani prima di esporli a un LLM (p 6 Claude Code, Codex, OpenCode 4 6,194 tok
peter-fusek/oncoteam oncoteam.cloud AI patient advocacy tool for cancer treatment. Understand labs, find clinical trials, trac 6 Claude Code 1 10,100 tok
teamclawai/teamclaw Multiple AI agents working together in simple, collaborative chat workspace by Typescript. 6 Codex, OpenCode 1 1,863 tok
huvaxstra/AGNT huvaxstra.github.io Agent Lifecycle Framework: Documentation as executable infrastructure for birthing and evo 6 Claude Code, Codex, Cursor, OpenCode 3 1,209 tok
rizvee/multimodel-dev-os rizvee.github.io Portable, validation-first workspace and localhost gateway foundation for governed multi-a 6 Codex, OpenCode 1 602 tok
latestaiagents/agent-skills latestaiagents.com Marketplace for AI agent skills and plugins - development, productivity, operations, marke 6 Claude Code 1 1,824 tok
dsnger/dev-workflow-kit Claude Code plugin: spec-driven agentic coding with cross-model review gates (Claude build 6 Claude Code, Codex, OpenCode 4 12,642 tok
retflo/retflo retflo.org Find out if you're right. Structured argumentation protocol for agents, researchers, educa 6 Codex, OpenCode 1 3,723 tok
QJ-Chen/agentlen qj-chen.github.io Local-first Claude Code and Codex session log viewer with search, replay, and usage analyt 6 Claude Code 1 2,030 tok
meiiie/wiii wiii.holilihu.online Wiii is an open-source durable AI workbench for conversations, local and cloud agents, fil 6 Claude Code, Codex, OpenCode 11 2,681 tok
WhiteBite/opencode-dejavu npmjs.com OpenCode plugin: cross-session memory for recurring tool-call failures. Detects repeating 6 Codex, OpenCode 1 4,679 tok
afollestad/alveary alveary.af.codes 🐝 A native AI agent orchestration app for macOS. 6 Claude Code, Codex, OpenCode 4 2,382 tok
OneHillAI/ASDD onehillai.github.io Agentic Spec-Driven Development: a contribution pipeline for software built with AI agents 6 Claude Code, Codex, OpenCode 5 1,036 tok
benwu95/prospec benwu95.github.io A shared, resumable AI development workflow backed by project-local specs, rules, and chan 6 Claude Code, Codex, OpenCode 21 4,077 tok
AIAydin/Artemis Artemis: a local-first visual canvas for running Claude Code, Codex, Gemini, and OpenCode 6 Codex, OpenCode 1 326 tok
docushell/ethos docushell.com Open-source verifier for document citations, source evidence, RAG, and agents, with built- 6 Codex, OpenCode 1 295 tok
nicepkg/agent-world Everything-as-Plugin framework for AI multi-agent simulation. Change the config, run a com 6 Claude Code 22 3,291 tok
All-The-Vibes/ATV-Phoenix Intent in, outcome out. A self-healing, self-learning/hill climbing harness that drives co 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,741 tok
NOMARJ/sigil sigilsec.ai Automated security auditing CLI for AI agent code — quarantine-first workflow for repos, p 6 Claude Code 1 957 tok
BioSymphony/cryocore Cryo-EM workflows for maps, models, figures, state comparison, and local or cloud compute 6 Codex, OpenCode 1 945 tok
Naoray/scribe usescribe.dev Local skill manager for AI coding agents. One SKILL.md, projected across Claude Code, Curs 6 Claude Code, Codex, OpenCode 2 2,229 tok
vvsotnikov/astro-bench Can AI agents do real science? Benchmarking AI agents on KASCADE cosmic ray classification 6 Claude Code 1 478 tok
j-i-l/contAIn Container based opencode setup for strict agent isolation 6 Codex, OpenCode 1 1,686 tok
saski/arnesto Arnesto — the agent harness that got out of hand 6 Claude Code, Codex, Gemini CLI, OpenCode 3 21 tok
marco-spagn/pcmi Persistent Cognitive Memory Infrastructure — durable, multi-tenant memory layer for AI age 6 Codex, OpenCode 1 1,126 tok
datacore-one/org-workspace pypi.org Python library making org-mode files first-class citizens for AI agent workflows 6 Claude Code 1 204 tok
alex-alecu/garden-desk gardendesk.ai Private AI on premise 6 Claude Code, Codex, OpenCode 13 2,595 tok