How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
broxy-dev/www broxy.dev Broxy - Turn any webpage into an MCP server. Let AI assistants directly control the browse 4 Codex, OpenCode 1 1,376 tok
futuretea/yunxiao-mcp-server MCP server for Alibaba Yunxiao (云效) 4 Codex, OpenCode 1 869 tok
thornjad/stormscope An MCP server for weather enthusiasts 4 Codex, OpenCode 1 1,278 tok
Iron-Mark/Iron-Mark iron-mark.github.io Mark Siazon — product designer & full-stack developer. A GitHub profile built for humans a 4 Codex, OpenCode 1 1,258 tok
HassanMahomed/HoloCore Local-first AI context engine combining a structural Atlas, verified Archive, episodic Ani 4 Claude Code, Codex, Gemini CLI, OpenCode 39 678 tok
SpekoAI/mcp-dev-calls agentvoice.to agentvoice: MCP server for real phone calls - your coding agent can call you when it gets 4 Codex, OpenCode 1 2,868 tok
metalralf/sonarqube-mcp An MCP server that exposes SonarQube data as AI agent tools. 4 Claude Code, Codex, OpenCode 8 3,450 tok
sponge-b0b/Polaris Decision-centered AI intelligence for trustworthy portfolio and investment decisions 4 Claude Code, Codex, OpenCode 52 4,419 tok
hlongc/claude-code-sentinel A native macOS AI coding assistant approval popup supporting permission confirmations, que 4 Claude Code, Codex, OpenCode 1 1,374 tok
hlebtkachenko/pohoda-mcp MCP server for POHODA (www.stormware.cz/pohoda/) — invoices, stock, orders, bank, warehous 4 Codex, OpenCode 1 264 tok
outfitter-dev/carabiner Library for building Claude Code hooks that are type-safe, maintainable, and shareable 4 Claude Code, Codex, OpenCode 2 2,130 tok
asterixix/polish-academic-mcp pamcp.pl Polskie bazy wiedzy (od naukowych po dane statystyczne, prawne, meteorologiczne, normy ora 4 Claude Code, Codex, GitHub Copilot, OpenCode 11 15,140 tok
dinglebear-ai/axon Self-hosted RAG stack for crawl, scrape, search, ingest, query, and ask workflows with Qdr 4 Claude Code, Codex, Gemini CLI, OpenCode 4 1,603 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
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
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
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 5,526 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 4,542 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
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
DevNexsler/RAG-In-A-Box RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, 4 Claude Code, Codex, OpenCode 2 2,165 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
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
felipesauer/mnema felipesauer.github.io Signed, append-only decision records for AI coding agents: an MCP server and CLI that hand 4 Codex, GitHub Copilot, OpenCode 2 2,425 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 3,935 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 ozgurkarahan.com Build the engagement layer once: one Microsoft Foundry agent in Teams acts across Salesfor 4 Claude Code, Codex, GitHub Copilot, OpenCode 3 896 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
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 —
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
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
komiyamma/vscode_extension_commit_message_gene_by_codex Automatic commit message generation. Intended for use with environments such as Antigravit 4 Codex, OpenCode 1 122 tok
quangdang46/looper_rust An autonomous AI development loop for Claude Code, Codex that plans, executes, and iterate 4 Codex, OpenCode 1 539 tok
camjac251/tool-gates camjac251.github.io Intelligent tool permission gate & security hooks for AI assistants (Claude Code, Codex, A 4 Claude Code, Codex, OpenCode 3 2,051 tok
Hipson47/Hipson Local-first control plane for AI coding agents: one lead, many workers, one ledger of who 4 Claude Code, Codex, OpenCode 2 1,308 tok
fmind/dotfiles fmind.dev AI-driven, CLI-first dotfiles for Linux & macOS — chezmoi + mise, Fish, Neovim, and a cust 4 Claude Code, Codex, OpenCode 4 2,657 tok
r-design-j/tri-party-framework Verifiable Codex + Claude + Gemini collaboration framework with source checks, mutual cros 4 Claude Code, Codex, OpenCode 7 2,169 tok
SeidSmatti/promptPrimer Meta-prompt system for agentic CLIs. Classifies your task, loads domain-specific best prac 4 Claude Code, Codex, Gemini CLI, OpenCode 3 7,731 tok
niuheilong/stock-mcp-server Real-time A-share stock data for AI agents via MCP protocol 4 Codex, OpenCode 1 2,185 tok