How real projects configure their agents

23,761 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
msradam/rocannon msradam.github.io An MCP server generator for Ansible. Reflects every installed module from ansible-doc into 5 Codex, OpenCode 1 1,936 tok
managedcode/MCPGateway Searchable MCP and AITool gateway for .NET, built on Microsoft.Extensions.AI with embeddin 5 Codex, OpenCode 52 9,186 tok
gkoreli/backlog-mcp gkoreli.com Your backlog is your agent's memory 5 Claude Code, Codex, OpenCode 3 826 tok
Mazalucas/El-DT Orchestrator structure for projects management with Antigravity/Cursor, etc 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 24,428 tok
a9a4k/tour Local code review at AI speed — TUI + webapp over a pinned git diff. 5 Claude Code, Codex, OpenCode 19 73 tok
willackerly/rebar Swarm collective learning & coordination framework with MCP-enabled ASK agents for enterpr 5 Claude Code, Codex, OpenCode 3 1,577 tok
nikolailehbrink/llm-stack llm-stack.nikolailehbr.ink Optimized full-stack starter repo for usage with Coding Agents 5 Claude Code, Codex, OpenCode 2 1,990 tok
Hyper3Labs/clawdrive claw3drive.com Google Drive for AI agents. Store any file and search by meaning across modalities. 5 Claude Code, Codex, OpenCode 3 241 tok
habedi/dotfiles habedi.github.io My dotfiles, AI agent skills, technical notes, and other reuable and useful files 5 Claude Code, Codex, OpenCode 2 1,396 tok
RonCodes88/okf-agents LangGraph and LangChain retriever, tools, and navigator subgraph for OKF (Open Knowledge F 5 Codex, OpenCode 1 1,350 tok
truss-harness/Truss Single-user, local agentic harness 5 Codex, OpenCode 6 83 tok
ameenmari/agentprodready agentprodready-websi-yafj.bolt.host Build an agent in minutes. Add production controls when you need them. 5 Codex, OpenCode 1 272 tok
soumendrak/ragwatch An SDK for Python AI Agents. Under heavy development. 5 Codex, OpenCode 1 2,932 tok
dbrattli/adc Structured decision comments (ADCs) for agent-written, human-reviewed code. 5 Codex, OpenCode 1 729 tok
wolf-jonathan/workspace-x AI workspace manager - link repos together for multi-repo AI workflows 5 Claude Code, Codex, OpenCode 2 1,262 tok
dimosgit/grounded-knowledge-engine gke.dimouzunov.com Local-first engine that grounds an AI agent's answers in your own Markdown and captures wh 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,385 tok
DataJourneyHQ/MCP datajourneyhq.github.io DJHQ smarty pants 5 Codex, OpenCode 1 503 tok
selfradiance/agentgate Collateralized execution engine for AI agents: bond-and-slash accountability with Ed25519 5 Codex, OpenCode 1 1,113 tok
sandraschi/ai-producer-hub MCP server integrating AI-powered music generation with professional production tools 5 Codex, Cursor, OpenCode 2 392 tok
pgalilea/memx Lightweight and extensible memory layer for LLMs 5 Codex, OpenCode 1 67 tok
RobinOppenstam/sema-evals robinoppenstam.github.io Open, causal evaluations for content-addressed semantics and multi-agent coordination. 5 Codex, OpenCode 1 286 tok
wlvh/coding-workflow Bilingual agent workflow contracts, PR review templates, and sync automation for AI-assist 5 Codex, OpenCode 1 320 tok
hiddenway/kovalsky hiddenway.github.io Kovalsky 🚀 Run an AI team with a single prompt. Kovalsky is an open-source platform for 5 Codex, OpenCode 1 1,839 tok
statico/quickrag 🔍🤖 A fast and flexible RAG tool for indexing and querying documents 5 Claude Code, Codex, OpenCode 2 636 tok
joshuamartyn/next-payload-ai-fluent-starter virtualnative.com AI-fluent full-stack starter with Next.js, Payload CMS, and TypeScript. Built for develope 5 Claude Code, Codex, OpenCode 2 2,729 tok
Ruinius/financial-analyst-skills Turn any earnings PDF into a full DCF valuation with AI agents using Skills. 5 Codex, OpenCode 1 382 tok
GetPullRequest/Sia getpullrequest.com :star2: Your AI dev assistant who works on your behalf while you are offline. It gets your 5 Codex, Kiro, OpenCode 5 3,397 tok
djblack1209-coder/OpenClaw-Bot OpenEverything — Personal AI automation with Telegram, a Tauri console, and traceable mode 5 Codex, OpenCode 1 978 tok
shaahink/conductor payesh.vercel.app An orchestrator that runs coding agents unattended — and never believes them. Event-source 5 Claude Code, Codex, OpenCode 3 7,172 tok
mark-weeks/hello-nested-worlds-adventure enfolded.world Enfolded: Nested World Adventure — a shared persistent multiverse where humans and AI agen 5 Claude Code, Codex, OpenCode 7 4,335 tok
stroland02/Sync Self-maintaining API integrations — watches the third-party APIs your code calls and opens 5 Claude Code, Codex, OpenCode 22 8,533 tok
aleksandr-voitenko/agentic-lore-coding Agentic Lore Coding is a Git-native structured agent workflow (and protocol) for AI-assist 5 Claude Code, Codex, OpenCode 2 1,439 tok
anshulixyz/multi-agent-loop-kit An agent-native setup kit for turning a well-scoped repo into a supervised multi-agent cod 5 Codex, OpenCode 1 1,558 tok
LamantinAI/mayak A FastAPI backend template for services that are built and maintained by coding agents 5 Claude Code, Codex, OpenCode 4 2,286 tok
incidentfox/box Box — self-hosted Claude Code in your pocket. Run real Claude Code & Codex sessions on you 5 Claude Code, Codex, OpenCode 2 2,102 tok
ivanviragine/wade Every Wade does the dirty work so the heroes don't have to. Branches, worktrees, context, 5 Codex, OpenCode 1 4,008 tok
accd/verchestra accd.github.io Verified, portable AI software-delivery harness with policy gates, read-only data probes, 5 Claude Code, Codex, Gemini CLI, OpenCode 3 1,151 tok
Ralph-Workflow/Ralph-Workflow ralphworkflow.com Autopilot for AI Coding Agents, supports OpenCode, Claude Code, pi.dev, Cursor, and many m 5 Claude Code, Codex, OpenCode 32 2,239 tok
Amal-David/mlx-porting-skill mlx-porter.pages.dev MLX Porting Toolkit — an agent-guided, evidence-gated pipeline (scaffold → convert → parit 5 Claude Code, Codex, OpenCode 2 1,258 tok
peter-olom/manor Local agent harness and Docker environment. Butler keeps Codex work supervised. 5 Codex, OpenCode 1 1,560 tok
shyamsridhar123/sharkbait AI-powered coding assistant for the command line. Uses OpenAI Responses API (not Chat). A 5 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,228 tok
error505/Flockion_AI_Engineering flockion.com Build less. Delete more. Keep the code boring. 5 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode 4 2,176 tok
Chasen-Liao/FinTrack An AI-based stock news analysis system that correlates news with stock price trends to sup 5 Claude Code, Codex, OpenCode 2 1,230 tok
felipefernandes/iara pypi.org 🧜‍♀️Iara is an automated, project-agnostic, and configurable code review tool designed to 5 Claude Code, Codex, OpenCode 5 286 tok
mbanderas/maestro marklaursen.com Achieve Frontier AI performance in your CLI — fuse the local model CLIs you already run. F 5 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 5 5,441 tok
bharat3645/The-Ideal-Harness Agent harness / control-plane around a stateless LLM: deterministic policy floor on PreToo 5 Claude Code, Codex, OpenCode 10 5,796 tok
chaliy/trickery Magic tool to generate things 5 Claude Code, Codex, OpenCode 3 1,470 tok
anistark/sutras anistark.github.io Everything Agentic Skills 5 Codex, OpenCode 1 3,648 tok
4ug-aug/colony getcolony.app Self-hosted agent native Slack / Teams / Linear substitute. Built to enhance how i work:) 5 Codex, Cursor, OpenCode 2 827 tok
JessyTsui/scivly scivly.com Open-source AI research agent for tracking papers, generating summaries, and shipping dail 5 Codex, OpenCode 1 618 tok