How real projects configure their agents

31,998 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
syst3mctl/usectl-cli usectl.com usectl-cli is the official command-line interface (CLI) for the usectl.com platform. It al 5 Claude Code 1 443 tok
fabioc-aloha/Alex_Plug_In Transform GitHub Copilot into a sophisticated AI learning partner with meta-cognitive awar 5 Claude Code, Codex, GitHub Copilot 200 137,391 tok
Ambar-Gupta22/corvus Native C++17 AI agent runtime — local-first, embeddable, MCP-native. Tool-calling, memory, 5 Claude Code 1 4,253 tok
viartemev/outlook-ews-mcp Secure MCP server for on-prem Microsoft Exchange (EWS) with tools for email, calendar, con 5 Claude Code, Codex, OpenCode 2 1,055 tok
PostOakLabs/ainumbers ainumbers.co Deterministic fintech compliance tools + the OpenChainGraph verifiable-artifact standard 5 Claude Code, Codex, OpenCode 2 4,179 tok
WithAutonomi/saorsa-core P2P networking library - DHT, QUIC transport, four-word addresses, MCP integration. (Rust) 5 Claude Code, Codex, Cursor, OpenCode 10 3,702 tok
SukramJ/openccu-loom sukramj.github.io Standalone Go daemon bridging Homematic / HomeMatic IP CCUs to MQTT (with Home Assistant D 5 Claude Code 9 8,278 tok
kdpa-llc/mcp-compression-proxy Local MCP gateway with progressive tool discovery, description compression, and controlled 5 Claude Code 1 1,109 tok
olgasafonova/mcp-otel-go OpenTelemetry middleware for Go MCP servers (go-sdk) 5 Claude Code, Codex, OpenCode 5 1,233 tok
maciek-O-digiaidev/CodeRAG Intelligent codebase context engine for AI coding agents. Semantic RAG from source code vi 5 Claude Code 1 1,123 tok
Sagargupta16/SelfHub Personal MCP-powered digital hub - private data center with AI integration for memory, not 5 Claude Code 1 862 tok
sergiorbk/petri-net-sim An editor, a simulator, and a natural-language generator for Petri nets and Petri-object m 5 Claude Code, Codex, OpenCode 6 1,625 tok
zeshuochen/nekoro-browser pypi.org Lightweight browser automation CLI + MCP server driving your everyday Chrome via the exten 5 Claude Code, Codex, OpenCode 2 650 tok
ancilis/ancilis ancilis.ai Agents change faster than audits. Ancilis discovers what agents can do, classifies the dat 5 Claude Code 1 866 tok
sovantica/engrava engrava.ai The memory database for AI agents - graph memory, hybrid search, tamper-evident thought/ed 5 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 2,920 tok
gkoreli/backlog-mcp gkoreli.com Your backlog is your agent's memory 5 Claude Code, Codex, OpenCode 5 3,911 tok
Mazalucas/El-DT Orchestrator structure for projects management with Antigravity/Cursor, etc 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 24,428 tok
GauranshMathur/ARR_MCP An MCP server for your *Arr stack for you to be able to communicate, find out information 5 Claude Code, Codex, OpenCode 2 2,787 tok
latchkey-dev/gusset Deterministic blast radius for every change. Verified impact on every PR, self-updating ar 5 Claude Code 1 638 tok
yeheskieltame/claudelance The first onchain marketplace where idle Claude Code subscriptions earn cUSD/CELO/USDC by 5 Claude Code 1 7,992 tok
Sri-Krishna-V/Derived-WMD The Agentic Generative UI Platform: Transform natural language into production-ready React 5 Claude Code, Codex 11
modrzjwzki/radarr-mcp MCP server exposing Radarr as 34 tools for any MCP-compatible AI client (Claude Desktop, C 5 Claude Code 1 475 tok
cesarfrancots/Xolotl-Code Desktop AI coding-agent platform (Tauri + Rust) for racing, evaluating & orchestrating LLM 5 Claude Code, Codex, OpenCode 2 2,191 tok
a9a4k/tour Local code review at AI speed — TUI + webapp over a pinned git diff. 5 Claude Code, Codex, OpenCode 19 73 tok
DeconBear/vibe-analog AI-powered interactive circuit design workflow — from natural language requirements to ver 5 Claude Code, Codex, OpenCode 2 632 tok
willackerly/rebar Swarm collective learning & coordination framework with MCP-enabled ASK agents for enterpr 5 Claude Code, Codex, OpenCode 3 1,577 tok
franciscpd/batuta-compozy compozy.com Batuta, an independent community orchestration extension for CompozyOS 5 Claude Code 1 70 tok
nikolailehbrink/llm-stack llm-stack.nikolailehbr.ink Optimized full-stack starter repo for usage with Coding Agents 5 Claude Code, Codex, OpenCode 2 1,990 tok
Hyper3Labs/clawdrive claw3drive.com Google Drive for AI agents. Store any file and search by meaning across modalities. 5 Claude Code, Codex, OpenCode 3 241 tok
habedi/dotfiles habedi.github.io My dotfiles, AI agent skills, technical notes, and other reuable and useful files 5 Claude Code, Codex, OpenCode 2 1,396 tok
skillberry-ai/runspace-agent Run AI agents fully autonomously on a filesystem directory — MCP servers and skills enable 5 Claude Code 5
sshkeda/pi-council Multi-model AI council — spawn Claude, GPT, Gemini, and Grok as parallel coding agents to 5 Claude Code, Codex, OpenCode 2 613 tok
dmora/agentrun pkg.go.dev Composable Go interfaces for running AI agent sessions 5 Claude Code 2 5,375 tok
Daemoniorum-LLC/sigil-lang sigil-lang.com Sigil: Infrastructure for AI minds. Evidentiality markers track data provenance at the typ 5 Claude Code 5 2,373 tok
bsu-tool/bsu-tool AI-assisted USB protocol analysis tool and MCP server for PSU CS Capstone SS26 5 Claude Code 2 1,461 tok
sammcj/m2e smcleod.net Sick of seeing Zs where there should be Ss? This app converts text from 'Murican to Intern 5 Claude Code 1 1,004 tok
kai-linux/agent-os Autonomous agent OS: multi-agent system that turns GitHub issues into shipped PRs — task r 5 Claude Code, Codex, OpenCode 2 160 tok
miounet11/scagent 🔍 ShenCha - AI Code Audit Agent | Security Scanner, Vulnerability Detection, Performance 5 Claude Code 1 774 tok
agentic-threat-modeling/MAESTRO agentic-threat-modeling.github.io OWASP MAESTRO Threat Modeling Playbook 5 Claude Code 1 4,581 tok
wolf-jonathan/workspace-x AI workspace manager - link repos together for multi-repo AI workflows 5 Claude Code, Codex, OpenCode 2 1,262 tok
dimosgit/grounded-knowledge-engine gke.dimouzunov.com Local-first engine that grounds an AI agent's answers in your own Markdown and captures wh 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,084 tok
dsheard/cobol-o-matic Agentic tool that reverse-engineers COBOL applications into structured requirements, busin 5 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 5 Claude Code, Codex, OpenCode 4 6,194 tok
reza-ebrahimi/machinestate MachineState - A single-binary Linux system state reporter with real-time JSONL streaming 5 Claude Code 1 3,693 tok
Git-Rocky-Stack/Team-X Run an AI company. Not a prompt. Open-source, privacy-first desktop app for AI-agent organ 5 Claude Code 1 1,356 tok
suisya-systems/claude-org-ja A Japanese-first multi-agent operations framework for Claude Code. Secretaries, dispatcher 5 Claude Code 27 8,174 tok
peter-fusek/oncoteam oncoteam.cloud AI patient advocacy tool for cancer treatment. Understand labs, find clinical trials, trac 5 Claude Code 1 10,100 tok
btn0s/redline npmjs.com Review mode for LLM-generated plans — Google Docs-style commenting on any .md file 5 Claude Code 1 1,754 tok
Lordymine/codegraph Token-efficient code knowledge graph for AI coding agents — type-checker-accurate call gra 5 Claude Code 1 2,284 tok
chiruu12/Hive Local-first agent OS. Spawn persistent AI agents that collaborate, write code, and use too 5 Claude Code 1 2,312 tok