How real projects configure their agents

23,196 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
mmgeorge/docs-mcp MCP server using the crates.io API and docs.rs published rustdoc JSON 4 Claude Code, Codex, OpenCode 2 2,194 tok
tsunamayo7/helix-pilot GUI automation MCP server powered by local Vision LLM (Ollama). Control your Windows deskt 4 Claude Code, Codex, OpenCode 2 1,171 tok
ambiental-media/jor-mcp jormcp.ambiental.media MCP server for newsrooms, developed by Ambiental Media. / Servidor MCP para redações, de 4 Claude Code, Codex, OpenCode 5 2,515 tok
pickleshell/pickleshell PickleShell ChatGPT Plugin - Interactive sessions with your local AI agent from ChatGPT 4 Codex, OpenCode 1 2,628 tok
VitexSoftware/mcp-server-webdriver MCP Server for browser automation via Selenium WebDriver + geckodriver (Firefox) 4 Codex, OpenCode 1 1,494 tok
j2h4u/enji-guard-cli guard.enji.ai CLI/MCP agent surface for Enji Guard 4 Codex, OpenCode 1 843 tok
Coding-Dev-Tools/configdrift coding-dev-tools.github.io Detect configuration drift across environments before it causes incidents 4 Codex, OpenCode 1 345 tok
fabianoomura/MCP-Server-Totvs-Moda pypi.org MCP Server para API V2 do TOTVS Moda — integre Claude e outros clientes MCP ao seu ERP de 4 Claude Code, Codex, OpenCode 2 2,528 tok
enthouan/trello-mcp trello-mcp.com Self-hostable MCP server for Trello, built for LLM clients and local workflows. 4 Codex, OpenCode 3 3,378 tok
sairaph/interactive-terminal-mcp 7-tool terminal MCP server in Go - persistent shell sessions AI agents can type into and r 4 Codex, OpenCode 1 582 tok
sandraschi/jellyfin-mcp Jellyfin library automation via FastMCP — self-hosted media agent bridge. For Cursor / Cla 4 Claude Code, Codex, OpenCode 2 448 tok
liamparker17/architect-tool The browser layer for any AI agent - drives your real logged-in Chrome, learns workflows b 4 Claude Code, Codex, OpenCode 3 4,508 tok
eclipsesource/review-guard MCP Server to safely create and modify Github pending review comments. Optionally allows a 4 Claude Code, Codex, OpenCode 2 1,859 tok
leandre755/gui_agent Lightweight, ultra-fast FastMCP server for Computer Use & GUI automation on Linux and Wind 4 Claude Code, Codex, OpenCode 2 4,367 tok
AndreaBozzo/gitnodes A Git-native knowledge graph for engineering teams and AI agents. 4 Claude Code, Codex, OpenCode 3 1,610 tok
Wolfe-Jam/faf-one-svelte-new faf.one Official website for .faf — faf.one. SvelteKit, auto-deploys on push 4 Claude Code, Codex, OpenCode 2 5,093 tok
KyaniteLabs/DialectOS kyanitelabs.github.io Spanish dialect localization MCP server and CLI. Translate across 25 regional variants wit 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 5,173 tok
shaul1991/localmind 🧠 A local second brain that helps my AI remember “me” — a personal memory layer that reco 4 Claude Code, Codex, Gemini CLI, OpenCode 3 3,953 tok
shno-labs/mem-forge Self-evolving, evidence-based memory layer for coding agents and development teams. 4 Claude Code, Codex, OpenCode 2 2,555 tok
symphos-ai/orcho-mcp docs.orcho.dev MCP control surface for Orcho's durable AI software delivery lifecycle 4 Claude Code, Codex, OpenCode 3 1,303 tok
zuhabul/Fetchium fetchium.com Rust-native universal retrieval layer for humans and AI agents — search, extract, rank, an 4 Claude Code, Codex, OpenCode 4 4,956 tok
KPO-Tech/seshat seshat-ai.com Open-source Go agent runtime for autonomous AI systems and multi-agent automation. MCP, RA 4 Codex, OpenCode 1 1,425 tok
Humiris/wwa-transform WWA Transform — Turn any website into an AI-powered agentfront. Claude Code plugin + Codex 4 Codex, OpenCode 1 252 tok
DevNexsler/RAG-In-A-Box RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, 4 Claude Code, Codex, OpenCode 2 2,133 tok
Qbandev/infura-mcp-server Infura MCP server! This project provides a ready-to-use Model Context Protocol (MCP) serve 4 Codex, OpenCode 1 4,814 tok
hhhh124hhhh/cocos-extensions Let AI directly drive Cocos Creator for game development — a full-stack DeepSeek Harness M 4 Codex, OpenCode 1 3,213 tok
Agnuxo1/EnigmAgent npmjs.com EnigmAgent — 6-layer encrypted vault for AI agents (AES-256 + ChaCha20 + Blowfish + Fernet 4 Codex, OpenCode 1 982 tok
davidnichols-ops/trustcard Cryptographic trust infrastructure for MCP servers — signed manifests, TOFU pinning, two-g 4 Claude Code, Codex, OpenCode 3 2,467 tok
EdwinHu-OvO/AOM An experimental Application Object Model for helping LLM agents understand, reason about, 4 Codex, OpenCode 1 844 tok
Moai-Team-LLC/AgenticMind agenticmind.moaiteam.com Auditable, self-improving knowledge & memory for AI agents over MCP. Zero-key & multilingu 4 Codex, OpenCode 1 1,118 tok
bgill55/daedalus bgill55.github.io Daedalus is a standalone terminal-based AI coding assistant that runs on your machine. It 4 Codex, OpenCode 1 896 tok
u9401066/nsforge-mcp Neurosymbolic Forge — an MCP server that turns concepts into verifiable, traceable formula 4 Claude Code, Codex, GitHub Copilot, OpenCode 23 5,925 tok
vvooki-sys/loomem loomem.ai Open-source context layer for LLM agents — a single Rust binary served over MCP that feeds 4 Claude Code, Codex, OpenCode 2 3,439 tok
Spectoda/easyeda-mcp MCP server and EasyEDA Pro bridge for AI-assisted PCB review, component sourcing, manufact 4 Codex, OpenCode 1 595 tok
ozgurkarahan/salesforce-meta-tool-identity-propagation Salesforce Meta Tool (MCP Server) with end-to-end identity propagation via On-Behalf-Of (J 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 868 tok
max-listov/stitchkit Contract-first backend framework for Bun and Node — one defineContract() into an HTTP API, 4 Claude Code, Codex, OpenCode 2 6,518 tok
reacher-z/GraphEngineering Vendor-neutral graph orchestration for reliable agentic systems: one portable Graph IR, na 4 Codex, OpenCode 1 284 tok
MattyMailers/smartmoving-mcp MCP server for the SmartMoving External API, enabling AI agents to safely query and operat 4 Codex, OpenCode 1 823 tok
Scaffoldic/agentforge-graph pypi.org Turn any repo into a Code Knowledge Graph your coding agent can reason over — symbols, API 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,309 tok
Driftya/code-meridian driftya.com Local graph memory for AI coding agents, giving MCP-compatible tools precise codebase cont 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,121 tok
qyinm/phtui 4 Claude Code, Codex 1
lewing/helix.mcp nuget.org CLI tool and MCP server for investigating .NET CI failures in Helix and Azure DevOps 4 Claude Code, Codex 46
dsswift/ion Headless multi-provider LLM agent runtime. Single Go binary, 14+ providers, 70+ extension 4 Claude Code, Codex, OpenCode 1 24,178 tok
liatrio-labs/slash-command-manager Python CLI tool and MCP server for generating slash commands in AI coding assistants (Curs 4 Codex, OpenCode 1 254 tok
Vahlame/create-vkm-kit npmjs.com Cross-platform kit that gives AI agents (Claude Code, Codex, Cursor) persistent memory: Ma 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,822 tok
gaelic-ghost/SwiftASB (Rework TBD; Shelved) Faster-Than-Light Codex Integrations in SwiftUI and AppKit. 4 Codex, OpenCode 1 3,537 tok
AdamRussak/self-doc Self-hosted documentation RAG pipeline that serves semantic search to LLM agents over the 4 Codex, OpenCode 1 985 tok
autcir/openvidia Multi-key proxy for NVIDIA NIM with a native desktop dashboard — auto-rotation, cooldown, 4 Codex, OpenCode 1 978 tok
sageox/agentx Detect, configure, and extend 14 AI coding agents (Claude Code, Codex, Cursor, Copilot, et 4 Claude Code, Codex, OpenCode 14 580 tok
stilero/bankan The control center for managing many AI coding agents in one simple UI. See every task, e 4 Claude Code, Codex, OpenCode 5 2,315 tok