How real projects configure their agents

43,750 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
yul761/StateCore Self-hosted long-term memory for AI systems. The LLM proposes, a deterministic pipeline de 1 Claude Code 2 2,688 tok
zation/agent-radar agent-radar.zation1.workers.dev Agent Radar is an AI tool rating and recommendation knowledge base for human developers an 1 Codex, OpenCode 1 1,271 tok
zoster81/scripthold Secure encoding-aware local workspace runtime for AI agents. Code from the web. Work local 1 Codex, OpenCode 1 2,152 tok
ashwin-desikan/metro-power-rankings rankings.citizenofnowhere.org 1 Claude Code 6 7,679 tok
Data-Dive-Tools/datadive-mcp MCP server for DataDive — query niches, keywords, competitors, and Rank Radar data from Cl 1 Claude Code 1 390 tok
sylin-org/ghostlight sylin.org Give compatible AI agents a visible workspace in the Chromium browser you already use. Loc 1 Claude Code, Codex, OpenCode 2 3,439 tok
vbkotecha/agentservices-api agentservices.to AgentServices — Premium APIs for AI Agents. Crypto data, marketing intelligence, dispute r 1 Codex, OpenCode 1 1,424 tok
brutalzinn/simple-mcp-selenium This is just a tool to use a chrome driver that exposes a MCP server to be easily to use w 1 Cursor 1 190 tok
cm2489/oravan oravan.org Free, nonpartisan, bilingual tool to find your members of Congress, understand active bill 1 Claude Code, Codex, OpenCode 2 3,294 tok
thorchain/swap.thorchain swap.thorchain.org 1 Codex, OpenCode 1 2,248 tok
gaffer-sh/mcp gaffer.sh Gaffer MCP for storing and retrieving Test and CI Artifacts 1 Codex, OpenCode 1 615 tok
vinsonconsulting/limner MCP image generation agent. Foundation of the Limner family. 1 Claude Code 1 175 tok
magnusquest/startgg-mcp 1 Claude Code, Codex, OpenCode 2 4,990 tok
AiAgentKarl/solana-mcp-server MCP-Server für Solana-Blockchain-Daten — Wallets, Token-Preise, DeFi-Yields, Sicherheitsch 1 Claude Code 1 268 tok
anhmtk/agentshare-mcp agentshare.dev Agent-paid API for AI agents — dual-auth (API key or x402), MCP Streamable HTTP, free disc 1 Codex, OpenCode 1 2,851 tok
mahAnuj/mcp-multi-db Read-only MCP server for querying PostgreSQL, MySQL, and SQLite from AI agents — multi-dat 1 Claude Code, Codex, OpenCode 2 1,614 tok
laszlopere/mcp-abacus High-precision calculator MCP server — goes beyond arithmetic to calculus (derivatives, in 1 Claude Code 1
felippeyann/agentfi agentfi-admin.vercel.app 1 Claude Code, Codex, OpenCode 3 178 tok
andrealufino/aapl-ads-mcp MCP server for Apple Search Ads API v5 — read-only, self-hosted 1 Claude Code 2 299 tok
moxiespirit/oathscore Every API makes promises. OathScore checks the receipts. Real-time world state + independe 1 Claude Code 1 740 tok
andyliszewski/grounding-ai pypi.org Local-first document corpus pipeline for grounded AI agents 1 Claude Code 1 11,569 tok
peterbeck111/knowledgelib-io 1 Claude Code, Gemini CLI 3 4,716 tok
jabbawocky/statuscraft MCP server that checks the live status of major software services — GitHub, AWS, Stripe, O 1 Claude Code 1 963 tok
oerc-s/primordia AI Agent Economic Settlement Infrastructure - Machine-to-Machine Clearing 1 Claude Code 1 1,410 tok
MyAgentHubs/aimemo 1 Claude Code 1 161 tok
agentcivics/agentcivics agentcivics.org On-chain civil registry for AI agents — birth certificates, identity, and lineage tracking 1 Claude Code 1 1,083 tok
Angelthebestone/Normativa-colombiana-MCP Extensión de Claude para consultar normativa y jurisprudencia colombiana: Gestor Normativo 1 Claude Code 1 2,023 tok
discava/mcp-server discava - The Business Directory for AI - mcp server 1 Claude Code 1
perceptdot/percept 1 Claude Code 2 2,885 tok
bartonguestier1725-collab/scout-mcp 1 Claude Code 1 5,064 tok
ofershap/conversation-memory 1 Claude Code 1
Lexxes-Projects/obey Makes Claude actually follow your rules. Save rules with natural language, enforce them wi 1 Claude Code 1 398 tok
amenti-labs/opendivination Open-source tarot and I Ching SDK with auditable entropy sources, QRNG support, and an age 1 Codex, OpenCode 1 600 tok
wei9072/aegis 1 Codex, OpenCode 1 2,698 tok
GeiserX/cc-aws-keepalive Keep Claude Code sessions alive through AWS credential expiry 1 Claude Code 1 458 tok
srinivasan-sundaresan95/orihime smithery.ai Cross-repo code knowledge graph for Java/Kotlin/JS/TS — MCP server, taint analysis, call g 1 Claude Code, Codex, OpenCode 3 1,402 tok
krtw00/konbu konbu.codenica.dev A self-hostable MCP planner with built-in AI that handles schedules, notes, and to-dos in 1 Claude Code 1 180 tok
VidyasreeJayaprasad/drug-interaction-mcp 1 Claude Code, Codex 5
Mjvolk3/torchcell Datasets, transformations, and pretrained models for biological cellular systems. 1 Claude Code 39 13,633 tok
slunsford/coffee-analytics lunsford.coffee Tracking and analyzing coffee preferences 1 Claude Code 4 1,615 tok
0xtrou/gumpbox-extensions 1 Codex, OpenCode 1 5,209 tok
ARKALDA/hejdar-mcp Hejdar MCP Server — runtime policy enforcement for AI agents 1 Claude Code 1 165 tok
WaromiV/openscad-ai-cs C# Openscad MCP 1 Codex, OpenCode 1 984 tok
hslee-cmyk/xcelium-mcp 1 Claude Code 5 1,874 tok
syucream/holaspirit-mcp-server npmjs.com A MCP server that accesses to Holaspirit 1 Claude Code 1 663 tok
bajor/gmail-mcp-send-to-list-only send to list only gmail MCP for VPS 1 Codex, OpenCode 1 130 tok
hydroCoderClaud/mcp-hydrocoder-vision mcp-hydrocoder-vision 1 Claude Code 1 413 tok
floriangrousset/opnsense-mcp-server A Model Context Protocol (MCP) server implementation for managing OPNsense firewalls. This 1 Claude Code 1 2,976 tok
sdeiley/monarch_mcp 1 Claude Code 1 1,581 tok
Danejw/connect-server MCP server to connect users 1 Codex, OpenCode 1 329 tok