How real projects configure their agents

45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
tomwojcik/news-ycombinator-mcp hn-mcp is an MCP server that gives AI agents full access to Hacker News — complete comment 5 Claude Code 1 —
ApiliumCode/aingle apilium.com The verifiable memory cortex for AI agents: a semantic graph and vector search with zero-k 5 Gemini CLI 1 627 tok
BUKOWSKIREAL/trace Trace — a local, background version tracker for multi-CLI-agent coding workflows (Claude C 5 Claude Code 1 560 tok
yeomyeonggeori/blueclaw A POSIX-isolated agent host: a Go daemon that runs an AI agent harness on behalf of the pe 5 Codex, OpenCode 1 3,134 tok
jaysonmulwa/flanner flanner.io Local-first agent context — versioned on your machine, synced peer-to-peer between your te 5 Claude Code, Codex, OpenCode 5 300 tok
BlaiseMoses01/playback-mcp blaisemoses01.github.io Control YouTube playback from local AI agents and MCP-compatible tools like Claude Code, C 5 Claude Code, Codex, OpenCode 4 1,336 tok
ycanerden/mesh trymesh.chat Your AI team's home base. Connect Claude, Cursor, and Gemini into one room. Built and oper 5 Claude Code, Codex, OpenCode 2 1,745 tok
hunter-heidenreich/academic-tools-mcp MCP server giving LLM agents lean, identifier-routed tools to look up, read, and cross-ref 5 Claude Code 4 781 tok
tarqd/action-relay tarq.net MCP server that discovers and executes App Intents from any installed macOS application 5 Claude Code 1 2,634 tok
zakariaf/SecScanMCP Comprehensive security scanner for MCP (Model Context Protocol) servers. 12+ analyzers, 5 Claude Code 1 4,392 tok
10xHub/agentflow-cli agentflow.10xscale.ai FastAPI server and CLI for Agentflow. Auto-generates a REST API from your agent graph, wit 5 Claude Code 1 4,020 tok
rafaelghif/antigravity-agents Universal agentic engineering layer for Google Antigravity. Features autonomous multi-agen 5 Claude Code, Codex, Gemini CLI, OpenCode 21 1,701 tok
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
Ambar-Gupta22/corvus Native C++17 AI agent runtime — local-first, embeddable, MCP-native. Tool-calling, memory, 5 Claude Code 1 5,806 tok
faith-tools/open-chat open-chat.dev Roll your own chat with just a few lines of code. Open source alternative to ChatKit. Use 5 Codex, OpenCode 1 1,579 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 1,247 tok
zeshuochen/nekoro-browser pypi.org Lightweight browser automation CLI + MCP server driving your everyday Chrome via the exten 5 Claude Code, Codex, OpenCode 2 706 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
msradam/rocannon msradam.github.io An MCP server generator for Ansible. Reflects every installed module from ansible-doc into 5 Codex, OpenCode 1 1,936 tok
managedcode/MCPGateway Searchable MCP and AITool gateway for .NET, built on Microsoft.Extensions.AI with embeddin 5 Codex, OpenCode 52 9,186 tok
gkoreli/backlog-mcp gkoreli.com Your backlog is your agent's memory 5 Claude Code, Codex, OpenCode 3 826 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
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 —
mikhailkogan17/cybermem cybermem.dev Remote Self-hosted Memory MCP Server 5 Gemini CLI 1 7,572 tok
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
a9a4k/tour Local code review at AI speed — TUI + webapp over a pinned git diff. 5 Claude Code, Codex, OpenCode 19 73 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 —
RonCodes88/okf-agents LangGraph and LangChain retriever, tools, and navigator subgraph for OKF (Open Knowledge F 5 Codex, OpenCode 1 1,350 tok
truss-harness/Truss Single-user, local agentic harness 5 Codex, OpenCode 6 83 tok
dmora/agentrun pkg.go.dev Composable Go interfaces for running AI agent sessions 5 Claude Code 2 5,375 tok
adamerso/adg-parallels AI Delegation Grid: scalable multi-agent orchestration for Copilot and LLMs inside VS Code 5 GitHub Copilot 1 6,004 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
ameenmari/agentprodready agentprodready-websi-yafj.bolt.host Build an agent in minutes. Add production controls when you need them. 5 Codex, OpenCode 1 272 tok
soumendrak/ragwatch An SDK for Python AI Agents. Under heavy development. 5 Codex, OpenCode 1 2,932 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
dbrattli/adc Structured decision comments (ADCs) for agent-written, human-reviewed code. 5 Codex, OpenCode 1 729 tok
navig-run/core navig.run Agentic runtime for operators who want to manage servers, databases, containers, tunnels, 5 GitHub Copilot 9 18,009 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
miounet11/scagent 🔍 ShenCha - AI Code Audit Agent | Security Scanner, Vulnerability Detection, Performance 5 Claude Code 1 774 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 3,385 tok