How real projects configure their agents

23,222 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
liangyou09/lyshell AI-native terminal & SSH client — Harness launches DeepSeek / CodEx / Claude agents on Pow 2 Claude Code, Codex, OpenCode 2 2,751 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 Keeps your agents in the loop about each other. See what the fleet is doing, then message, 2 Claude Code, Codex, OpenCode 2 4,341 tok
BASIC-BIT/vrchat-mcp MCP server for VRChat friends, worlds, groups, events, notifications, and VRCX history. 2 Codex, OpenCode 1 1,604 tok
Agnuxo1/enigmagent-mcp npmjs.com Local encrypted vault MCP server. AES-256-GCM + Argon2id. Resolves {{PLACEHOLDER}} secrets 2 Codex, OpenCode 1 481 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
sandraschi/civitai-mcp FastMCP bridge for Civitai: search and download checkpoints/LoRAs into a ComfyUI-compatibl 2 Claude Code, Codex, OpenCode 2 512 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
TianLin0509/SuperRAN A wireless simulation channel depot for Agents: an MCP service providing standardized chan 2 Claude Code, Codex, OpenCode 2 37,924 tok
richardofortune/tyrekick Feedback loop for AI-built prototypes: reviewers pin comments on the live page; your codin 2 Codex, OpenCode 1 2,767 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 5,644 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 5,545 tok
06ketan/slideshot slideshot.vercel.app Convert HTML slides to high-res PNG, WebP, and PDF — CLI, Web App, MCP Server 2 Claude Code, Codex 10 1,467 tok
DanielGuru/repomemory Persistent, structured memory for AI coding agents. Your repo remembers what every session 2 Claude Code, Codex, OpenCode 2 5,463 tok
beel-es/beel-mcp docs.beel.es Servidor MCP de facturación electrónica española con VeriFactu (AEAT): emite facturas F1/F 2 Codex, OpenCode 1 880 tok
JoaoBerne/cli-bridge-mcp Your AI assistant, but it can phone a friend — an MCP server that consults a council of ot 2 Claude Code, Codex, OpenCode 2 1,318 tok
0xSardius/solenrich solenrich.com Onchain intelligence API for Solana AI agents. 38 pay-per-call x402 endpoints (USDC on Sol 2 Claude Code, Codex, OpenCode 5 27,426 tok
4DA-Systems/4DA 4da.ai Privacy-first developer intelligence — surfaces what matters from the noise 2 Claude Code, Codex, OpenCode, Windsurf 3 6,920 tok
FadingLight9291117/mcp-harmonyos Model Context Protocol server for HarmonyOS development 2 Codex, OpenCode 1 1,501 tok
MRNAQA/sourceweave-web-search Fully local MCP server and CLI for web research 2 Claude Code, Codex, OpenCode 3 995 tok
MakeaMouse/fish-bridge-mcp An economical and fuel(token) efficient AI tool, graph session memory for looong chat sess 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 360 tok
Nizoka/pdfnative-mcp pdfnative.dev Official Model Context Protocol (MCP) server for local-first PDF/A generation. Empowers AI 2 Claude Code, Codex, GitHub Copilot, OpenCode 7 16,512 tok
Dhevenddra/forensic-deepdive pypi.org Persistent code knowledge graph + MCP server for AI coding agents, with confidence-tagged 2 Claude Code, Codex, OpenCode 5 2,074 tok
OrgMentem/zotio orgmentem.github.io The trust-and-automation layer for Zotero 2 Codex, OpenCode 1 2,657 tok
LinVireo/browsertap-mcp Real-browser MCP server with a resilient Chrome CDP bridge, background input, dialogs, cap 2 Codex, OpenCode 1 1,167 tok
MuhDur/plsql-intelligence Offline, package-aware Oracle PL/SQL code intelligence in Rust — change impact, dependency 2 Codex, OpenCode 1 3,723 tok
SarutobiSasuke8/jobscout-mcp Privacy-first multi-source MCP server for job discovery, normalization, deduplication, and 2 Codex, OpenCode 1 162 tok
Quality-Max/qmax-mcp docs.qualitymax.io Standalone MCP tools for browser scanning, page inspection, and Playwright reproduction. L 2 Codex, OpenCode 1 696 tok
ObscuritySRL/umbriel Drive and inspect a whole Windows machine from Bun — apps, windows, input, screen, OCR, re 2 Claude Code, Codex, OpenCode 2 3,461 tok
Rumblingb/Agentpay apay-delta.vercel.app AgentPay — Governed payment infrastructure for AI agents. Capability vault, scoped tokens, 2 Claude Code, Codex, OpenCode 9 2,639 tok
Sahil170595/Chimeraforge PyPI capacity-planning CLI for LLM deployment. pip install chimeraforge. 2 Claude Code, Codex, OpenCode 5 12,610 tok
SylphxAI/image-reader-mcp Iris — local-first image evidence for agents: metadata, OCR boxes, regions, crops. SDK · C 2 Codex, OpenCode 1 402 tok
Terminal49/API terminal49.com Terminal49 Developer Platform 2 Claude Code, Codex, OpenCode 5 2,542 tok
Ivy-Innovation/cubelife Give your AI agent a persistent pixel-art character. Node SDK, Python SDK, CLI, and MCP se 2 Codex, OpenCode 1 654 tok
QuantGist-Technologies/QuantGist_MCP quantgist.com MCP server exposing QuantGist macro event tools to Claude, Codex, and AI agents. 2 Claude Code, Codex, OpenCode 2 3,551 tok
statecli/mcp-server mcp-server-snowy-five.vercel.app MCP Server for State Replay & Self-Debugging - Memory and undo for AI agents 2 Codex, OpenCode 1 3,054 tok
cyanheads/faa-aircraft-registry-mcp-server npmjs.com Decode N-numbers to aircraft, engine, status, and owner, and search the US civil aircraft 2 Claude Code, Codex, OpenCode 2 13,478 tok
barateza/mcp-plesk-dev-docs A unified MCP server that indexes and retrieves Plesk documentation using vector embedding 2 Claude Code, Codex, GitHub Copilot 7 2,967 tok