How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
Rikuto-des/slide-mcp Generate designed Figma Slides from GitHub Copilot via MCP — 31 layouts, themes, charts, i 0 Claude Code, GitHub Copilot 2 745 tok
kevinnz/pretalx-local-mcp Local mcp server for pretalx 0 GitHub Copilot 1 2,019 tok
xcodethink/openwaycast Turn a company URL into a vertical brand-film — script, voiceover, city backgrounds, MP4. 0 Claude Code, Codex, OpenCode 2 1,618 tok
LlamaopNV/aegis A compliance kernel for MCP: a policy-enforcing orchestrator that mediates every agent too 0 Claude Code 1 1,215 tok
vndmea/mcp-code-worker A TypeScript MCP-first runtime for safely coordinating multi-model coding workers, tools, 0 Codex, OpenCode 1 159 tok
myx0423/tech-memory-mcp Chinese technical knowledge memory MCP Server for AI agents, giving Claude Code long-term 0 Codex, OpenCode 1 2,046 tok
sdrpsps/towngas-mcp Hong Kong and China Gas MCP server, with a debugging CLI and TypeScript SDK. 0 Codex, OpenCode 1 1,866 tok
ussdeveloper/memory-star Local semantic memory MCP server for AI coding agents (Cursor, VS Code, OpenCode) 0 Codex, OpenCode 1 1,623 tok
bb4rjfl/korea-trip-concierge Korea Trip Concierge - MCP server helping foreign visitors in Korea (places, foreigner-fri 0 Claude Code 5 7,457 tok
sikulovi-s-r-o/seoradar-mcp 0 Claude Code 1 327 tok
Elizabeth1979/accessibility-engine AI-first accessibility testing: augments Playwright with contextual AI quality judgments g 0 Claude Code 1 533 tok
benethos-hub/yahoo-finance-mcp Unofficial MCP server for Yahoo Finance data (via yfinance), read-only, stdio or HTTP 0 Claude Code 1 2,283 tok
andreparmar/hevy-mcp-remote Remote-ready MCP server for Hevy workout data — full API coverage via chrisdoc/hevy-mcp, w 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,177 tok
saltyeg/cadkit-mcp cadkit + onshape MCP servers for driving Onshape from an LLM — idiomatic, fully-defined, v 0 Claude Code 1 530 tok
Mnemoq/MnemoQ Local-first memory engine for AI agents — MCP-native, graph-linked, spaced repetition. Pro 0 Claude Code, Codex, OpenCode 21 641 tok
ashybulakstroy/youtube-unsubscribe-all-mcp mcp server for mass bulk unsubscribe from youtube feeds 0 Codex, OpenCode 1 1,977 tok
MichalisKampouridis/income-machine 0 Claude Code 1 925 tok
NicholasSynovic/scc-mcp A model context protocol that enables LLM interfacing with `boyter/scc` 0 Codex, OpenCode 1 660 tok
dfieser/lcf-strain-life dfieser.github.io AI-agent-native low cycle fatigue strain-life analysis. Python library plus MCP server: re 0 Claude Code, Codex, OpenCode 3 2,570 tok
mematcha/pdf-context pypi.org Drop PDFs into a folder, run ingest, then let Cursor or any AI client query them through s 0 Cursor 1 —
100-mitra/dentops-copilot MCP-native agentic dental copilot: a Claude agent orchestrates 5 FastMCP tools to draft gr 0 Claude Code 1 1,243 tok
TingdeLiu/quant.ai US-equity quant research that lives inside your AI assistant (Claude/Codex via MCP): expla 0 Claude Code, Codex, OpenCode 2 2,529 tok
JulioMCruz/Stellar-mcp 0 Codex, OpenCode 1 996 tok
vvzvlad/research-mcp MCP facade: 3 curated tools (web_search, read_page, read_pages) over a plugin pipeline — S 0 Codex, OpenCode 1 1,899 tok
santiago-migoni/apple-notes-mcp 0 Claude Code 1 1,227 tok
88plug/os-control-mcp 88plug.github.io Linux systemd MCP for Claude Code & Grok — services, journald, D-Bus, power via structured 0 Claude Code 1 1,104 tok
Howthemeaning/gnmi-mcp-server 0 Codex, OpenCode 1 736 tok
sandovaldavid/kioku kioku.sandovaldavid.com MCP Server for Obsidian. AI agents can read, search and write your vault via the Model Con 0 Claude Code, Codex, OpenCode 6 2,111 tok
Nielsen642/n8n-mcp 0 Claude Code 9 2,591 tok
devRonPark/kakao-playmcp My Personal Japanese Learning Coach MCP — an entry in the Kakao PlayMCP competition 0 Claude Code 8 527 tok
cxdpowered/mcp-ccnu-lib 0 Claude Code 1 1,892 tok
vkpatva/crypto-mcp MCP Server for EVM Chains 0 Claude Code, Cursor 15 —
rohit-bharmal/fleet-intelligence-mcp-server Fleet Intelligence MCP Server for ACM Global Hub 0 Cursor 1 —
ZivAvraham76/litmos-mcp 0 Claude Code 1 995 tok
parkavenue9639/jaeger-mcp 0 Codex, OpenCode 1 54 tok
Langclaw-AI-CROO/langclaw-croo-agent Paid callable research agent for CROO CAP and MCP clients. 0 Codex, OpenCode 1 86 tok
CoReason-AI/coreason-multi-agent-debate Dynamic Multi-agent MCP server 0 Codex, GitHub Copilot, Cursor, OpenCode 3 2,974 tok
foundryside-dev/plainweave plainweave.foundryside.dev Code-grounded intent for the Weft suite — a code-UP traceability graph (SEI → requirement 0 Claude Code, Codex, OpenCode 11 5,546 tok
alesop95/legal-consultant Local-first project to navigate through Italian legislation with a simple MCP server 0 Claude Code 8 1,326 tok
synthaicode/XRefkit.MCP 0 Codex, OpenCode 1 244 tok
Prajwalprasanna/cf-mcp-server 0 Codex, OpenCode 1 360 tok
Knuckles-Team/aris-mcp Software AG ARIS (EPC process models) — MCP server / API client / A2A agent 0 Claude Code, Codex, OpenCode 2 1,503 tok
codingriver/upilot upilot Unity Editor automation bridge for AI agents and MCP clients 0 Claude Code, Codex, OpenCode 2 1,207 tok
baleen37/private-journal-mcp 0 Codex, OpenCode 1 653 tok
UnifyAPIPRO/UNIFYAPI unifyapi.pro Unified MCP gateway — 818 tools, one key, pay-per-call with crypto via x402 0 Claude Code, Codex, OpenCode 2 79 tok
Anjani27/Linkedin-Job-Scraper-MCP-Server 0 Claude Code, Codex, OpenCode 2 79 tok
rwjblue-glean/tool-name-normalization-mcp-server Probe MCP server to test whether MCP hosts (Cursor) munge tool names before invoking them 0 Codex, OpenCode 1 348 tok
50R1Paps/second-brain-worker Second Brain Serverless — Cloudflare Worker con retrieve ibrido (Vectorize + D1 FTS5) acce 0 Codex, OpenCode 1 110 tok
itslansa/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
bill-kopp-ai-dev/claude-code-cli-mcp A local MCP server that exposes tools and reusable prompts for running the Claude Code CLI 0 Codex, OpenCode 1 947 tok