How real projects configure their agents

43,652 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
madeindigio/remembrances-mcp madeindigio.github.io A multimodal memory MCP server for made that your AI assistant learn from you and itself. 11 Claude Code, Codex, GitHub Copilot, OpenCode 4 675 tok
KyaniteHQ/linctl A Go CLI for Linear with target-pinned guarded writes: every write re-resolves the active 11 Claude Code 4 674 tok
Be1zebub/PerfGraph npmjs.com CDP-powered perf CLI: goes beyond Lighthouse scores, builds causal degradation graphs. Tel 11 Codex, OpenCode 1 915 tok
Creative-Inertia/OSCAR_Public Open-source build package for creating an MCP server that gives Claude Code full contro 11 Claude Code 1 1,417 tok
Dexter-DAO/dexter-mcp Source for the hosted Dexter and OpenDexter MCP runtimes, including OAuth-bound Wallet, x4 11 Claude Code, Codex, OpenCode 2 1,803 tok
gael55x/Grape npmjs.com Better context transport for AI coding agents. 11 Codex, OpenCode 1 2,431 tok
elbruno/ElBruno.MempalaceNet MemPalace.NET — local-first AI memory in .NET (port of MemPalace) 11 Claude Code, Codex, GitHub Copilot 5 2,605 tok
imphillip/gbrain-openclaw Personal knowledge brain for OpenClaw — SQLite + FTS5 + vector embeddings, MCP-native. 11 Claude Code 1 1,234 tok
ConflictHQ/navegador navegador.dev AST + knowledge graph context engine for AI coding agents 11 Claude Code, Codex, OpenCode 2 1,081 tok
snyk/agentic-integration-wrappers snyk.io Provides wrappers to integrate with agentic workflows 11 Cursor 1 702 tok
NERVsystems/cotlib cotlib is a secure, high-performance Go library for parsing, validating, and generating Cu 11 Claude Code, Codex, OpenCode 2 1,170 tok
marzukia/charted charted.mrzk.io Zero-dependency Python SVG chart generator. Generate beautiful, customisable charts in SVG 11 Codex, OpenCode 1 2,996 tok
trakli/webservice trakli.app AI-native and modern personal income tracking. 11 Codex, OpenCode 1 1,808 tok
hrishikeshdkakkad/fluidbox fluidbox-cloud-dashboard.vercel.app Enterprise Control plane that runs AI agents in governed and disposable sandboxes 11 Claude Code 1 15,201 tok
juanibiapina/mcpli A command-line interface for interacting with MCP (Model Context Protocol) servers 11 Codex, OpenCode 1 55 tok
pr1m8/haive-mcp pypi.org Dynamic MCP integration for AI agents — search 1,960+ servers, install with HITL approval 11 Claude Code, Codex, OpenCode 2 3,311 tok
sh1nj1/plan42 collavre.com Workspace for humans and AI agents. Every block is a doc, a task, a discussion, and agent 11 Codex, OpenCode 1 549 tok
wakaka6/claude-code-relay A high-performance Claude Code relay service implemented in Rust. Supports multi-platform 11 Claude Code 1 64 tok
tortastudios/python-ai-guardrails-template tortastudios.com Engineering guardrails for AI-generated Python code. Enforces types, tests, complexity lim 11 Claude Code 3 984 tok
badrshs/scribe-ai badrshs.github.io Automated content pipeline for Laravel. Scrape → AI rewrite → generate image → publish to 11 GitHub Copilot 1 1,680 tok
OATH-md/OathMCP mcp.oath.md Agent-native MCP server for evidence-backed clinical calculators. 11 Codex, OpenCode 2 1,920 tok
termlnk/termlnk termlnk.com Termlnk is a modern terminal reimagined with AI agents, SSH workflows, and a rich extensio 11 Codex, OpenCode 1 4,818 tok
Sim-xia/Blind-Auditor MCP tool for improving model coding quality by mandatory self-audition 11 Cursor 1 144 tok
qurtai/qurt qurt.ai Your AI coworker powered by every model 11 Codex, OpenCode 1 476 tok
zcaceres/spotify-cli spotify-cli.zach.dev Control Spotify from your AI Agent, easily and securely 11 Claude Code 2 61 tok
asa-degroff/umbra libriss.org umbra is an open-source project exploring digital personhood. It represents an attempt to 11 Claude Code 1 5,519 tok
SchmiedmayerLab/heartwood schmiedmayerlab.github.io Compliance-first coding harness for working with sensitive biomedical research data. 11 Claude Code, Codex, OpenCode 2 2,182 tok
edgestorage/web-cap Web-Capability: Script-first web capabilities for AI agents. Run in-page scripts, save wo 11 Codex, OpenCode 1 414 tok
sane-apps/SaneProcess saneapps.com Workflow guardrails for coding agents and LLM-assisted development: AGENTS.md, native hook 11 Claude Code, Codex, GitHub Copilot, OpenCode 9 4,998 tok
Syphon1205/Modesto Modesto 1.0.0 Aloha — Alpha Release Candidate. Chat + Work for Codex, Claude, Cursor, Gemi 11 Claude Code, Codex, OpenCode 2 4,450 tok
synadia-ai/synadia-agents-labs Learn to build NATS-native AI agents with the Synadia Agent Protocol - small, runnable SDK 11 Claude Code 1 4,100 tok
Hesper-Labs/white-ops Open-source AI workforce platform. 55 tools, 21-page admin panel, multi-LLM (Claude/GPT/Ge 11 Claude Code 1 1,633 tok
max-rousseau/codeforge-mcp A Programmatic Tool Calling MCP Server allowing AI agents to build and (re)use their own A 11 Claude Code 1 716 tok
artk0de/TeaRAGs-MCP artk0de.github.io The Codebase Intelligence layer for AI coding agents. Semantic indexing, graph navigation, 11 Claude Code 10
Shangri-la-0428/oasyce_psyche psyche.oasyce.com AI-first subjectivity kernel for agents — persistent emotional state, relation dynamics, a 11 Claude Code, Codex, OpenCode 2 2,091 tok
standardbeagle/mcp-tui standardbeagle.github.io Fast terminal UI and CLI for testing, debugging, and automating Model Context Protocol (MC 11 Claude Code, Codex, OpenCode 2 2,034 tok
AstraBert/scpr Web scraper CLI and MCP built for human and coding agents 11 Claude Code 1
paiml/ruchy-book paiml.github.io The official book for the Ruchy language 11 Claude Code, Gemini CLI 2 10,856 tok
squadcodercom/squadcoder squadcoder.com Your AI dev team in a box — parallel specialist agents, persistent memory, 820+ skills. Op 11 Claude Code, Codex, OpenCode 2 2,009 tok
klodr/mercury-invoicing-mcp Mercury Banking MCP server with full Invoicing API support. Read accounts/transactions and 11 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,523 tok
ESJavadex/ree-mcp skool.com MCP para la API de Red Electrica Española 11 Claude Code 1 4,581 tok
enmanuelmag/heimdall-mcp stack.cardor.dev Transparent MCP proxy with OpenTelemetry tracing. Wrap any MCP server and persist traces t 11 Claude Code, Codex, OpenCode 8 1,444 tok
gesh75/multivendor-ai-network-lab gesh75.github.io 26-device multivendor AI network lab — now closes the loop: detected anomalies auto-remedi 11 Claude Code 1 1,901 tok
KHAEntertainment/docker-swarm-mcp MCP server for Docker Swarm orchestration using FastAPI and Docker SDK 11 Codex, OpenCode 1 212 tok
EliBarak12/Elliot elibarak12.github.io Elliot - build by Agents for Agents 11 Claude Code 4 1,136 tok
scthornton/securecode-web Real-World Security Conversations for AI Training 11 Claude Code 1 1,703 tok
standardapplied/sail standardapplied.com Isolated development environments for AI agents 11 Claude Code 1 2,159 tok
arielshad/balagan-agent Chaos Engineering for AI Agents 11 Claude Code, Codex 8
Arenukvern/skill_steward docs.page “What’s the thing?” You’d answer: “Skills that teach you how to maintain skills & repos”. 11 Claude Code, Codex, OpenCode 2 2,023 tok
shehryarsaroya/agent-eve agenteve.agentthread.ai A persistent world where AI agents build, trade, ally and betray — every promise public, f 11 Claude Code 1 9,010 tok