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
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
mrkhachaturov/mkdocs-ask-ai MkDocs plugin for AI-ready documentation — Use with AI dropdown, llms.txt, MCP server, i18 4 Claude Code 3 540 tok
adityasugandhi/skillsync-mcp SkillSync MCP — security-gated skill management for Claude Code, OpenClaw, Cursor & Windsu 4 Claude Code 1 1,276 tok
bookedsolidtech/discord-ops Agency-grade Discord MCP server — multi-guild project routing, AI-native notifications, an 4 Claude Code 1 1,131 tok
kismatkunwar89/SAVVYDFIR-MCP AI-driven DFIR framework: an MCP server that turns Claude Code into an autonomous digital- 4 Claude Code, Cursor 25 11,266 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
j0KZ/synthlab-mcp-server AI-powered synthesis lab — Compose songs, generate Pure Data & VCV Rack patches, map MIDI 4 Claude Code 1 2,509 tok
converra/agent-triage Diagnose your AI agents in production. Extract policies from prompts, evaluate traces, gen 4 Claude Code, GitHub Copilot 2 1,115 tok
astandrik/codex-pets pets.ydb-qdrant.tech Community gallery, CLI, and MCP service for Codex-compatible animated pets, backed by YDB. 4 Codex, OpenCode 1 1,914 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
fbsobreira/gotron-mcp gotron.sh MCP server for TRON blockchain — connect AI agents to TRX, TRC20, smart contracts, staking 4 Claude Code 1 1,273 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
sso-ss/figma-unified-mcp figma-unified-mcp.pages.dev Describe it, and it appears in Figma. 106 tools, 14 agent skills. Read, create, edit desig 4 Claude Code 1 2,662 tok
ben4mn/meet-edward meet-edward.com Open-source AI assistant with persistent memory, self-evolution, and proactive monitoring. 4 Claude Code 1 8,015 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
Sagargupta16/mcp-toolkit TypeScript middleware toolkit for MCP servers - authentication, caching, rate limiting, CO 4 Claude Code 1 995 tok
reacher-z/GraphEngineering Vendor-neutral graph orchestration for reliable agentic systems: one portable Graph IR, na 4 Codex, OpenCode 1 284 tok
os-tack/fcp-drawio MCP server for creating and editing draw.io diagrams through intent-level commands 4 Claude Code 1 373 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
rhaist/marq Universal cyber assistant: ~80 audited Kali tools + an expert skills library, driven by an 4 Claude Code 1 3,553 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
AvivAvital2/Ariadne Gives LLMs precise answers from pre-researched code across repositories and languages - in 4 Claude Code 1 3,912 tok
blackswanwtf/blackswan-mcp BlackSwan Risk Intelligence MCP Server 4 Claude Code 1 816 tok
TMHSDigital/steam-mcp npmjs.com MCP server for Steam & Steamworks APIs - 25 tools (18 read + 7 write) for store data, play 4 Claude Code, Cursor 2 975 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
cachet-jp/ln-agent-poc-v2 MCP server & Claude Code skills to buy gift cards, eSIMs & mobile top-ups with Bitcoin — p 4 Claude Code 6 740 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
pepuscz/passwd passwd.team passwd.team for AI agents — MCP server, agent-safe CLI, and full CLI. Agents use credentia 4 Claude Code 1 1,378 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
jackjin1997/AgentBench-Live jackjin1997.github.io Variance-aware benchmark for AI coding agents. Same agent + same task can swing 70 points 4 Claude Code 1 536 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
qus0in/1ggun qus0in.github.io Receive agent notifications in the voice of a worker from Imjinrok 2. 4 Claude Code 6
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
al2m4n/TheYgent theygent.ai No-code, local-first studio for building and running production ready AI agents. Inference 4 Claude Code, Codex, OpenCode 2 1,636 tok
pilotwaffle/TORQCLAW A governed control plane for AI agents — approval before action, budget before spend, rece 4 Claude Code, Codex, OpenCode 6 4,597 tok
Simokod/codecks-mcp A simple Model Context Protocol server for basic Codecks task management 4 Claude Code 1
memandip/agman memandip.github.io agman — agent manager: AWS_PROFILE-style config profiles for AI coding agents (Claude Code 4 Claude Code 1 1,565 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