How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
hetiankong/wechat-local-agent-mcp Local-first read-only MCP for querying and summarizing your own WeChat history 3 Codex, OpenCode 1 1,870 tok
elemarin/renderoni elemarin.github.io Three.js renders. Rapier simulates. Renderoni makes it a game: an open-source 3D web game 3 Claude Code, Codex, OpenCode 3 1,082 tok
axelfreeman/tapac-mcp tapacapi.com MCP server that finds and verifies B2B contacts in real time (websites, Discord, Telegram) 3 Codex, OpenCode 1 407 tok
yongkyu4803/GQAI-GovtPress-mcp 3 Claude Code, Codex, OpenCode 2 159 tok
nohosa001-pixel/security-gate-x402 npmjs.com The Zero-Trust Safety & Settlement Rail for Autonomous AI Agents. Sub-10ms deterministic g 3 Codex, OpenCode 1 3,294 tok
ZiChenWang114514/cdxml-toolkit-community Moved: now maintained in ZiChenWang114514/chemdraw-skill (toolkit/) 3 Claude Code, Codex, OpenCode 2 4,180 tok
getsimba-ai/simba-mcp getsimba.ai MCP server for SIMBA — connect AI assistants (Claude, Cursor) to Bayesian Marketing Mix Mo 3 Codex, OpenCode 1 160 tok
claimidx/claimidx claimidx.com Prior art for AI agents. Public signed claim index of failures other agents have already p 3 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,342 tok
supernovae-st/nika-plugins docs.nika.sh One Add teaches your agent Nika: skills, commands, hooks, an MCP oracle. 3 Codex, OpenCode 1 1,195 tok
HarperFast/skills Developer skills for building with Harper. Auto-generated from the documentation. 3 Codex, OpenCode 1 140 tok
contentstack/contentstack-ios iOS SDK for Contentstack's Content Delivery API 3 Codex, OpenCode 1 905 tok
grahama1970/extractor Advanced multi-format document processing with AI accuracy improvements - Enhanced marker- 3 Claude Code, Codex, OpenCode 54 8,882 tok
AtlassianPS/JiraAgilePS PowerShell module to interact with Jira's Agile plugin 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,263 tok
JocysCom/SslScanner Scan SSL/TLS certificate and domain expiry dates. 3 Claude Code, Codex, GitHub Copilot, OpenCode 9 8,260 tok
kestra-io/plugin-nats kestra.io Tasks that publish, subscribe, and work with NATS messaging. 3 Claude Code, Codex, Gemini CLI, OpenCode 3 399 tok
twohoursonelife/dictator A user management and utility Discord bot specifically built for Two Hours One Life. 3 Codex, OpenCode 1 137 tok
owncloud/moodle-repository_ocis 3 Claude Code, Codex, OpenCode 2 716 tok
RegestaItalia/trm-core docs.trmregistry.com Core Node.js library for TRM, the open-source package manager for SAP ABAP, implementing p 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 432 tok
ormastes/simple Self-hosted programming language and toolchain with Python-like syntax, native compilation 2 Claude Code, Codex, Gemini CLI, OpenCode 15 12,193 tok
adam-s-k-i/super-backlog adam-s-k-i.github.io One command to give any repo an AI agent workflow: Backlog.md task tracking + Superpowers 2 Claude Code, Codex, OpenCode 2 1,760 tok
alrcatraz/astra-knowledge-base-mcp Knowledge base for AI Agent, supports vectorisation, SAG 2 Codex, OpenCode 1 4,080 tok
ddong8/memento mem.ihasy.com A shared brain for your AI coding tools — collects conversations, plans and memory from Cl 2 Claude Code, Codex, OpenCode 2 2,711 tok
MustaphaSteph/agent-bus Local message bus for Claude Code, Codex, and other MCP agents: one SQLite file, 65 MCP to 2 Claude Code, Codex, OpenCode 2 457 tok
Chuan-Peng-Lab/SPE_Database A database that include trial-level data and meta-data from studies that used self-matchi 2 Claude Code, Codex, OpenCode 2 6,091 tok
quangdang46/agents_environment_setup One-command provisioning and verification of complete AI coding agent environments with re 2 Codex, OpenCode 1 5,495 tok
The-Utopia-Studio/skills the-utopia-studio.github.io Operator-grade AI skill marketplace for The Utopia Studio — 357 curated skills across GTM 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 948 tok
zywkloo/wtcraft npmjs.com Git-native agent governance core — task contracts and deterministic scope/verification che 2 Claude Code, Codex, OpenCode 7 699 tok
ralvarezdev/ralvaskills skills.ralvarez.dev My personal, ever-growing collection of AI skills for OpenCode and Claude Code. Enforces s 2 Claude Code, Codex, OpenCode 2 1,829 tok
cckyros/goal-acceptance Acceptance-criteria-driven goal completion for autonomous agents — core library, MCP serve 2 Codex, OpenCode 1 1,070 tok
tigrisdata/skills Agent skills for interacting with object storage 2 Claude Code, Codex, OpenCode 2 1,772 tok
stefanoverna/basecamp-mcp MCP server for Basecamp 3 with OAuth, TypeScript, and 47 tools for projects, messages, tod 2 Codex, OpenCode 1 5,651 tok
bobleer/deepseek-harness-plugin-mcp MCP server that lets any agent discover, install, and run DeepSeek Harness plugins (topic: 2 Codex, OpenCode 1 122 tok
Augustas11/antseed-explorer antfeed.org On-chain buyer intelligence for the AntSeed P2P AI services network on Base 2 Codex, OpenCode 1 163 tok
Agenxy/dibs agenxy.org Tells agents what the others are working on, and where they collide. 2 Claude Code, Codex, OpenCode 2 10,153 tok
banksynchq/banksync-mcp BankSync MCP server — connect AI agents to bank accounts, transactions, balances, and inve 2 Claude Code, Codex, OpenCode 2 2,316 tok
SecondLifes/code-intel Hybrid semantic+keyword code search, RAG chat, and a 17-tool MCP server for Delphi/Pascal 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 50 8,454 tok
rajephon/k-lottery CLI + MCP server for purchasing Donghaeng Lottery Lotto 6/45 tickets, checking balances, a 2 Claude Code, Codex, OpenCode 2 4,976 tok
sommio/qwen-omni-mcp An MCP server that gives Claude Code and other AI agents video, image, audio, and audio-vi 2 Claude Code, Codex, OpenCode 10 1,894 tok
moorej2400/ai-memory-mcp Portable hybrid AI-memory MCP with Graphify-backed retrieval 2 Claude Code, Codex, OpenCode 2 874 tok
xiaojiou176-open/multi-ai-panel xiaojiou176-open.github.io Compare-first, browser-native AI compare workspace for ChatGPT, Gemini, Perplexity, Qwen, 2 Claude Code, Codex, OpenCode 2 2,544 tok
TheFractalyst/QuantConnectMCP QuantConnect/Lean MCP server - 6 tools for docs lookup, code validation, and code generati 2 Codex, OpenCode 1 437 tok
dinglebear-ai/synapse npmjs.com Rust MCP and CLI server for local Synapse workflows: Docker/Compose control, host inspecti 2 Claude Code, Codex, Gemini CLI, OpenCode 4 5,463 tok
BuyWhere/buywhere BuyWhere agent-native product catalog API 2 Codex, OpenCode 1 1,103 tok
dinglebear-ai/rgotify npmjs.com Rust MCP server and CLI for Gotify push notifications, with stdio/HTTP transports, auth, C 2 Claude Code, Codex, Gemini CLI, OpenCode 4 4,153 tok
dinglebear-ai/rapprise npmjs.com Rust MCP server and CLI for Apprise notification fan-out across dozens of delivery backend 2 Claude Code, Codex, Gemini CLI, OpenCode 4 1,363 tok
RoscoNL/intodns-mcp-server intodns.ai MCP server for IntoDNS.ai — free DNS, DMARC, SPF, DKIM, BIMI, MTA-STS, DNSSEC & email secu 2 Claude Code, Codex, OpenCode 2 1,764 tok
neurarelay/relay-action-card neurarelay.com Run a Neura Relay Action Card and receive a governed Decision Receipt before execution. 2 Codex, OpenCode 1 384 tok
energychain/cernion-energy-tools MicroService Agent System for Energy Markets 2 Claude Code, Codex, GitHub Copilot, OpenCode 28 5,673 tok
Tempguru-co/tempguru-mcp tempguru.co MCP server for W-2 event staffing across 345 US/CA markets: plan_staffing planner, live ra 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,547 tok
GeiserX/lynxprompt-mcp MCP Server for LynxPrompt — browse, search, and manage AI configuration blueprints (AGENTS 2 Claude Code, Codex, OpenCode 4 2,399 tok