How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
microsoft/azure-sql-database-container This is the Azure SQL Database container image repository 32 Codex, OpenCode 1 644 tok
Mergifyio/mergify-cli mergify.com Mergify CLI tool 32 Codex, OpenCode 1 430 tok
Synaptic-Graph/Synaptic Auditable code intelligence for AI agents - map dependencies, predict change impact, selec 32 Codex, OpenCode 1 109 tok
guapimm/LLM-App-Mentor (LLM-App-Mentor)Turn your AI coding assistant into a cautious 10-year full-stack mentor — 32 Codex, OpenCode 1 200 tok
xcota/pos Give Claude Code a persistent memory — it remembers you, your projects, and your decisions 32 Claude Code, Codex, OpenCode 23 1,654 tok
100yenadmin/Lossless-Codex-Orchestrator-LCO Index, search, summarize, and approval-gate local Codex sessions through OpenClaw/MCP. Age 32 Codex, OpenCode 1 819 tok
vredrick/n8n-mcp n8n MCP Server - Documentation and tools for n8n nodes via Model Context Protocol with SSE 32 Claude Code 1 7,234 tok
jmxt3/gitscape.ai gitscape.ai Scan any agent skill — authored or compiled — for prompt injection, secrets, and malicious 32 Claude Code, Codex 56 —
userFRM/rpg-encoder npmjs.com MCP server that gives AI coding agents semantic understanding of any codebase. Search by i 32 Claude Code 6 807 tok
evan966890/openclaw-bestroll-skills Executive Feishu OpenClaw 4-agent suite with questionnaire, provisioning and onboarding 32 Codex, OpenCode 1 383 tok
liyecom/liye-ai Agent economic trading market infrastructure. A system used for managing Agents, discoveri 32 Claude Code 1 2,077 tok
quantamixsol/graqle graqle.com Persistent organisational intelligence for AI agents. Turn codebases, documents, policies 32 Claude Code 1 463 tok
TT-Wang/memem A Claude Code plugin that gives Claude persistent memory across sessions — stores lessons 32 Claude Code 1 3,907 tok
klapaudius/symfony-mcp-server A Symfony package designed for building secure servers based on the Model Context Protocol 32 Claude Code, Cursor, Windsurf 4 1,596 tok
aywengo/kafka-schema-reg-mcp A comprehensive Message Control Protocol (MCP) server for Kafka Schema Registry. 32 Claude Code, Codex, Cursor, OpenCode 3 2,940 tok
siqiliu-tsinghua/mma-mcp A MCP server that wraps a local Wolfram Engine, enabling AI assistants (Claude, ChatGPT, e 32 Claude Code 1 2,190 tok
willibrandon/NetContextServer A .NET implementation of the Model Context Protocol enabling AI assistants to explore and 32 Claude Code 1 776 tok
neno-is-ooo/claudify npmjs.com Use Claude Code as an LLM provider with your subscription flat fee instead of pay-per-toke 32 Claude Code 1 888 tok
dososo/agent-loop-skill A skill for long-running AI agent loops with contracts, traces, restarts, scoring, and cle 32 Claude Code, Codex, OpenCode 2 1,588 tok
YCSE/nanobanana-mcp Gemini Vision & Image Generation MCP for Claude Desktop and Claude Code 32 Claude Code 1 923 tok
dodobrands/Peekie swiftpackageindex.com An xcresult parser CLI for CI and AI coding agents. 32 Claude Code, Codex, OpenCode 2 1,490 tok
vakovalskii/phantom-agent Autonomous AI agent for BitGN PAC1 Challenge — ~86% score with 12 hot-reloadable skills, l 32 Claude Code, Codex, OpenCode 2 2,613 tok
mverab/metaclaw clawbiz.io Founder-first meta-layer to generate production-ready OpenClaw multi-agent setups from one 32 Claude Code, Codex 1 —
ocbunknown/fastapi-claude-template Agent-first FastAPI template built to pair with Claude Code - opinionated architecture kep 32 Claude Code 4 7,589 tok
floomhq/moto Floom's terminal IDE for AI agents: Claude control plane, Codex workers, Docker runtime, h 32 Codex, OpenCode 1 868 tok
anatomia-dev/anatomia anatomia.dev Spec-driven agent harness for Claude Code and Codex — five-agent pipeline (scope, plan, bu 32 Claude Code, Codex, OpenCode 10 129 tok
asynkron/asynkron-skills ASYNKRON developer tools skills — profiler, test runner, code duplication detector, and li 32 Codex, GitHub Copilot, OpenCode 2 1,111 tok
SUSE/suse-ai-up A comprehensive platform for managing and proxying Model Context Protocol (MCP) servers, p 32 Codex, OpenCode 1 1,026 tok
Uncle-Gao/Live-Translator-Hub One-click localization for Cursor and Claude, covering all pages, with an AI translation e 32 Claude Code, Codex, Gemini CLI, OpenCode 4 2,870 tok
tbdavid2019/openclaw-docs-skill Automatically updated daily, giving your LLM the ability to handle OpenClaw issues. This i 32 Claude Code, Codex, GitHub Copilot 8 —
rustic-ai/codeprism rustic-ai.github.io An experimental, 100% AI-generated, high-performance code intelligence server providing AI 32 Codex, OpenCode 1 655 tok
CharlieDigital/runjs The only MCP server you need: let your LLM generate and safely execute JavaScript -- inclu 32 GitHub Copilot 1 527 tok
cyanheads/workflows-mcp-server npmjs.com Store, query, and create YAML workflow playbooks for LLM agents via MCP. STDIO or Streamab 32 Claude Code, Codex, OpenCode 2 16,832 tok
frmoretto/hardstop Don't let AI destroy your hard work! HardStop is a rock-solid protection for AI-generated 32 Claude Code, Codex, OpenCode 2 2,887 tok
lourencomaciel/sift-gateway pypi.org Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-complete JS 32 Claude Code 1 1,640 tok
iagogfe/excalidraw-icons-mcp Excalidraw MCP server with real vendor-icon search & insertion (AWS/Azure/GCP/OCI/Kubernet 32 Claude Code 1 1,233 tok
Bahgs/Self-Improving-Obsidian-LLM-Wiki An Obsidian-first, agent-maintained LLM Wiki framework that turns raw sources into linked 32 Claude Code, Codex, Gemini CLI, OpenCode 3 671 tok
SergKam/FlyCrys Native Linux GUI for Claude Code agents. Rust + GTK4. Fast, light, no Electron. 32 Codex, OpenCode 1 3,102 tok
Oolab-labs/patchwork-os patchworkos.com The decision layer for personal AI. Local-first runtime where agents automate across GitHu 32 Claude Code, Cursor 16 29,932 tok
bjcoombs/ai-native-toolkit Claude Code plugin & Agent Skills for AI-native development: codebase readiness scoring (/ 32 Claude Code 1 3,314 tok
rusinikita/acid SQL transactions learning tool (AI ready) 32 Claude Code 1 1,101 tok
nirholas/lyra-tool-discovery lyra-tool-discovery.modelcontextprotocol.name AI powered automation toolkit which acts as an agent that discovers MCP servers for you. P 32 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 813 tok
Automations-Project/VSCode-Airtable-Formula npmjs.com VS Code extension and MCP server for Airtable, formula editor, schema tools, and 60+ autom 32 Claude Code 1 16,732 tok
OpenCMC/mcp-gemini-cli-extension coinmarketcap.com Coinmarketcap extension for Gemini CLI 32 Gemini CLI 1 272 tok
5kahoisaac/opencode-configs Personal configs of OpenCode, including agents, skills, commands and plugins 32 Claude Code, Codex, OpenCode 2 291 tok
serkansmg/smg-claude-memory-mcp Production-grade vector memory MCP server for Claude Code. Semantic search, per-project is 32 Claude Code 1 397 tok
timfewi/tentaflake tentaflake.dev Declaratively deploy & manage multiple isolated AI agents on a single NixOS machine — each 32 Claude Code, Codex, OpenCode 5 2,303 tok
jerseycheese/Narraitor narraitor-six.vercel.app Narraitor: A world-agnostic narrative-driven RPG framework using AI 32 Claude Code 31 2,686 tok
mennanov/blockwatch blockwatch.sh Cross-file drift checker. Keeps code, configs, and docs in sync deterministically. Support 32 Claude Code, Codex, OpenCode 3 5,696 tok
redis-developer/adk-redis redis-developer.github.io Redis integration for Google Agent Development Kit (ADK) - Memory, Sessions, Search Tools, 32 Claude Code, Codex, OpenCode 2 259 tok