How real projects configure their agents

45,012 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
EmZod/speak A fast CLI tool for Agents to convert their text output to speech using Chatterbox TTS on 8 Codex, OpenCode 1 517 tok
itsmeduncan/commonplace itsmeduncan.com Self-hosted, privacy-tiered memory for your AI agents. 8 Claude Code 1 2,878 tok
ALCops/mcp-server nuget.org MCP server that brings ALCops AL code analyzers to AI assistants like Claude and Cursor 8 Claude Code, Codex, OpenCode 3 5,814 tok
creatornader/atrib atrib.dev Verifiable agent actions. Every action becomes signed context for the next. Ed25519 signat 8 Claude Code, Codex, OpenCode 4 20,384 tok
Andes-Software-Solutions/Andes.Extensions.AI nuget.org Composable Microsoft.Extensions.AI IChatClient middlewares for .NET — tool-call tracking w 8 Claude Code, Codex, GitHub Copilot, OpenCode 4 5,338 tok
rison1337/ida-pro-mcp-fusion IDA Pro MCP Fusion - 75+ analysis tools, persistent SQLite cache, and a multi-binary headl 8 Claude Code 1 1,135 tok
kevinslin/skillz 8 Claude Code, Codex, OpenCode 2 2,549 tok
MisonL/Ling npmjs.com A Chinese AI Agent template toolkit for Gemini CLI, Antigravity, and Codex, providing one- 8 Claude Code, Codex, OpenCode 69 1,373 tok
numikel/kprun kprun.michalsk.pl Stop storing API keys in mcp.json and shell profiles. kprun solves this by keeping secrets 8 Claude Code, Cursor 2 2,118 tok
mehmetbaykar/swift-fast-mcp The fastest way to build MCP servers in Swift. 8 Claude Code 2 —
OutlineDriven/odin-reflector outlinedriven.github.io Codex CLI meta-reflection layer for Outline-Driven Development. Add-on for the Claude plug 8 Claude Code, Codex, OpenCode 2 3,753 tok
edgar-durand/codeagent-mobile-clients codeagent-mobile.com Public source for CodeAgent Mobile clients: codeam-cli (npm), VS Code / Cursor / Windsurf 8 Claude Code, Codex, OpenCode 4 14,012 tok
ctsstc/get-shit-done-skills 8 Claude Code 37 —
armalite/data-product-hub Composite MCP server that aggregates data product insights from multiple platforms (dbt, G 8 Claude Code, GitHub Copilot 2 2,220 tok
amirdaraee/luxembourg-mcp Keyless MCP access to official Luxembourg public data — 21 tools over 15 public systems, z 8 Claude Code 1 2,162 tok
kunaltulsidasani/claude-reimagined One-command bootstrap for a fully wired Claude Code workstation — installs Claude Code, RT 8 Claude Code 4 433 tok
ShaftHQ/SHAFT_MCP Archived: SHAFT MCP moved to the SHAFT_ENGINE monorepo. 8 GitHub Copilot 1 3,288 tok
ontology-of-everything/SemanticSkills skills.sh Ontology & concept design Agent Skills, plus read-only Huawei Cloud FinOps. npx skills add 8 Claude Code 1 563 tok
YuliiaKovalova/dotnet-template-mcp MCP server wrapping the .NET Template Engine for AI-driven template discovery, inspection, 8 Codex, GitHub Copilot, OpenCode 2 1,696 tok
Adit-999/gitlab-mcp A MCP (Model Context Protocol) server for interacting with GitLab API. 8 GitHub Copilot 1 903 tok
StringKe/std-agent One .stdai/ source of truth, fanned out to 22 AI coding tools: Claude Code, Codex, Cursor, 8 Claude Code, Codex, OpenCode 3 806 tok
S3DFX-CYBER/Claude-Skills-Security A production-grade security triage skill for AI agents. 8 Codex, OpenCode 1 1,494 tok
kangdacool/hwpx-editing-skill A validated ruleset + Python tool skill that enables LLM agents such as Claude Code and Co 8 Codex, OpenCode 1 507 tok
amitgambhir/claude-certified-architect-guide amitgambhir.github.io Study guide for the Claude Certified Architect exam — 10 domain pages, interactive quiz, t 8 Claude Code 1 673 tok
Lombiq/Orchard-Core-Agent-Skills Reusable, agent-agnostic knowledge packs for Orchard Core development, focused on theming, 8 Codex, OpenCode 1 301 tok
vunm-io/passdown Shift-handover workflow for AI coding agents — capture ideas into an inbox, dispatch tasks 8 Claude Code, Codex, OpenCode 1 1,280 tok
Advent-AI/truenorth-cli app.truenorth.xyz Crypto market intelligence CLI — technical analysis, derivatives, DeFi, token performance, 8 Claude Code 1 362 tok
kogakure/skills Collection of AI Agent Code skills 8 Claude Code, Codex, OpenCode 2 519 tok
QuasarG/taste-bank tastebank.cloud An open-source frontend design manager. 8 Claude Code, Codex 1 —
AgenticFirst/Cerebro Cerebro is an open-source personal intelligence system for building AI experts, automating 8 Claude Code, Codex, OpenCode 2 2,138 tok
agents-inc/agents-inc An agent composition framework that builds stacks and compiles specialized subagents for C 8 Claude Code 1 2,795 tok
d4rkNinja/infynon-cli cli.infynon.com Security-first Rust CLI for dependency risk scanning, API workflow testing, and shared cod 8 Claude Code, Codex, OpenCode 2 997 tok
Luminaire1337/mtasa-docs-mcp MCP server for MTA:SA documentation with intelligent search and caching 8 Codex, OpenCode 1 5,603 tok
ting-hong-shieh/polish-open-source-prose Agent Skill for Claude Code + Codex that edits open-source prose without losing facts or v 8 Codex, OpenCode 1 128 tok
anmolnagpal/devops-skills Multi-tool DevOps skills for Claude Code, Cursor, and Codex — Terraform, Kubernetes, Docke 8 Claude Code 1 3,536 tok
ivan-magda/uikit-expert-skill Agent skill for writing correct, modern UIKit code in Swift. Covers lifecycle, memory, con 8 Claude Code, Codex, OpenCode 2 1,387 tok
agentverus/agentverus-scanner agentverus.ai Trust, but verify. Security scanner for AI agent skills. Detects prompt injection, data ex 8 Codex, OpenCode 1 2,548 tok
sprngr/rubber-duck 🦆 Socratic assistant operating system for developers who want better-quality decisions, n 8 Claude Code, Codex, OpenCode 2 1,517 tok
nbpadilha/nbp-skillforge Compose agent skills (SKILL.md / commands) from reusable bricks, with a drift-gate. 8 Codex, OpenCode 1 524 tok
mooqii/OpenPanels Extensible side panels for AI agents. 8 Codex, OpenCode 1 896 tok
ShaheerKhawaja/ProductionOS ProductionOS v1.0 — Claude Code plugin with 76 agents, 39 commands, and 12 hooks. Deploys 8 Claude Code, Codex, OpenCode 2 5,986 tok
luiseiman/dotforge Configuration governance for Claude Code. Bootstrap, audit, sync, and evolve .claude/ acro 8 Claude Code 14 2,830 tok
ninthwave-io/ninthwave ninthwave.sh Orchestrate parallel AI coding into reviewable PRs. 8 Claude Code 1 1,812 tok
Lrinvl1203/world-class-web-design-os lrinvl1203.github.io 17 installable agent skills for distinctive web design: art direction, implementation, cri 8 Codex, OpenCode 1 1,112 tok
ZviBaratz/gnome-extension-reviewer Claude Code plugin for GNOME Shell extension EGO review compliance 8 Claude Code 1 4,022 tok
sjnims/gen-alpha-output-style Claude Code plugin that transforms responses into Gen Alpha/brainrot internet slang. No ca 8 Claude Code 1 624 tok
gmickel/better-skill-builder Skill that teaches AI agents how to build Agent Skills for Claude Code, Codex, Amp, and Op 8 Claude Code, Codex, OpenCode 2 360 tok
hariharapanigrahy/layerkit Evidence-first AI agent workbench for vendor API integrate & contract heal — real producti 8 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,066 tok
GeiserX/cc-agents-md Load AGENTS.md into Claude Code sessions — no CLAUDE.md needed 8 Claude Code 1 675 tok
SiliconEinstein/gaia-lkm-skills Agent skills for Gaia/LKM evidence-chain retrieval, evidence subgraph auditing, and schola 8 Codex, OpenCode 1 174 tok