How real projects configure their agents

1,769 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
liulinnuha/lithium-kb npmjs.com 🧠 Fast, zero-dependency structured knowledge base (.agent-kb/) with 2D neural graph visua 0 Claude Code, Cursor 2 294 tok
anshrajore/atelier-mcp Atelier is an MCP server and agent skill pack that adds post-generation quality gates to v 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,967 tok
IsoCodeCrafter/PCP Standardize Context, Not Intelligence. An open protocol and MCP server for preserving proj 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,290 tok
IP-DZ/universal-change-review Local, read-only Git change review for Codex, Claude Code, Cursor, and MCP clients 0 Claude Code, Cursor 1 —
krishngohel/local-browser Echo — local Chrome-compatible browser with MCP for any AI client 0 Cursor 1 —
naubergois/FileAgent FTP para agentes: arquivos por hash, painel admin e MCP 0 Cursor 2 —
R-HUA/coding-mcp 0 Claude Code, Codex, Cursor, OpenCode 10 2,260 tok
ai-code-co/Claude_MCP_Lumenco 0 Cursor 1 —
Kenyi001/oraculo-radiohead casandra-two.vercel.app Market Oracle MCP for Aleph Hackathon 2026 — real market state for AI agents 0 Claude Code, Cursor 41 —
sagar25-Code-it/ps3d-cad-studio ps3d-cad-studio.vercel.app Independent browser CAD research workbench with secure model-neutral MCP access. 0 Cursor 5 883 tok
TuanLdv/mcp-openapi-server-demo mcp-openapi-server-demo 0 Claude Code, Codex, Cursor, OpenCode 8 2,074 tok
Xingyuj/SnowMCP MCP Server for ServiceNow 0 Cursor 1 660 tok
do345/Tanium-Gateway-MCP 0 Cursor 1 —
resign13/GPT-Tools-MCP 0 Claude Code, Codex, Cursor, OpenCode 10 3,036 tok
cody1991/openfolio-ro-mcp OpenFolio read-only MCP (stdio npx + docs for hosted /mcp). No app source. 0 Cursor 1 —
samisouabni/exoscale-mcp An MCP (Model Context Protocol) server that enables AI assistants to manage [Exoscale](htt 0 GitHub Copilot, Cursor 2 381 tok
xbhog/namebeta-mcp Cursor MCP and skill: look up NameBeta domain suffixes and check whether registered domain 0 Cursor 1 —
Nitish2620/shadcn-mcp-app 0 Cursor 1 167 tok
dimitrov-d/solana-forum-summarizer-mcp 0 Cursor 1 1,025 tok
guedes-joaofelipe/telegra-me MCP Server for private Telegram message 0 Claude Code, Codex, Cursor, OpenCode 13 2,098 tok
objectlens/mcp-server 0 Cursor, Gemini CLI 2 4 tok
huuthangntk/claude-vision-mcp-server MCP Server with Claude Vision and multi-perspective image analysis capabilities 0 Cursor 1 541 tok
Immersive-commons/ic-skills immersivecommons.com Agent skills, SDKs, and integration docs for Immersive Commons (immersivecommons.com) - Fl 0 Claude Code, Codex, Cursor, OpenCode 3 2,764 tok
CSOAI-ORG/agent-negotiation-mcp 🔌 Exposes Multi-agent negotiation framework. Propose deals, evaluate offers, run auctions 0 Cursor 1 78 tok
CSOAI-ORG/basel-ai-overlay-mcp meok.ai 🔌 Exposes Basel III + SR 11-7 + ECB TRIM AI/ML model risk over MCP — for banks. MIT 0 Cursor 1 189 tok
CSOAI-ORG/care-home-cqc-mcp 🔌 Exposes UK CQC Single Assessment Framework compliance over MCP — KLOEs + NICE NG5 + DSP 0 Cursor 1 178 tok
CSOAI-ORG/cli-builder-ai-mcp meok.ai 🔌 Exposes Cli Builder over MCP — automation tooling for cli builder. MIT. 0 Cursor 1 75 tok
CSOAI-ORG/compression-ai-mcp meok.ai 🔌 Exposes compression tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 69 tok
CSOAI-ORG/construction-iso-19650-mcp meok.ai 🔌 Exposes UK BIM Level 2 (ISO 19650) compliance over MCP — EIR, BEP, MIDP, CDE validation 0 Cursor 1 190 tok
CSOAI-ORG/crypto-tracker-ai-mcp meok.ai 🔌 Lets an MCP client track cryptocurrency prices, compare assets, and manage portfolios. 0 Cursor 1 78 tok
CSOAI-ORG/data-science-ai-mcp meok.ai 🔌 Exposes ML/Data Science toolkit: feature importance ranking, model comparison, dataset 0 Cursor 1 83 tok
CSOAI-ORG/docker-helper-ai-mcp meok.ai 🔌 Exposes Docker Helper over MCP — automation tooling for docker helper. MIT. 0 Cursor 1 74 tok
CSOAI-ORG/education-ai-mcp meok.ai 🔌 Exposes education tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 79 tok
CSOAI-ORG/hash-utils-ai-mcp meok.ai 🔌 Exposes Hash Utils over MCP — automation tooling for hash utils. MIT. 0 Cursor 1 76 tok
CSOAI-ORG/hydration-reminder-ai-mcp meok.ai 🔌 Exposes Hydration tracking and reminders by MEOK AI Labs. 0 Cursor 1 83 tok
CSOAI-ORG/inventory-management-ai-mcp meok.ai 🔌 Exposes Stock control toolkit: reorder points, demand forecasting, SKU optimization, wa 0 Cursor 1 76 tok
CSOAI-ORG/legal-document-ai-mcp meok.ai 🔌 Exposes Legal document toolkit: NDA generation, contract clause explanation, legal term 0 Cursor 1 78 tok
CSOAI-ORG/marketing-analytics-ai-mcp meok.ai 🔌 Exposes Marketing analytics toolkit: campaign ROI, A/B test analysis, funnel optimizati 0 Cursor 1 80 tok
CSOAI-ORG/csoai-cra-annex-iv-classifier-mcp 🔐 Classifies products against the EU Cyber Resilience Act (Reg 2024/2847) Annex III/IV ov 0 Cursor 1 116 tok
CSOAI-ORG/mortgage-calculator-ai-mcp meok.ai 🔌 Lets an MCP client calculate mortgage payments, compare rates, generate amortization sc 0 Cursor 1 77 tok
CSOAI-ORG/note-taking-ai-mcp meok.ai 🔌 Exposes Note-taking over MCP — structured notes, tagging, search, export (Markdown/PDF) 0 Cursor 1 72 tok
CSOAI-ORG/owasp-agentic-mcp 🔌 Exposes OWASP Top 10 for Agentic AI security over MCP — prompt injection detection, too 0 Cursor 1 98 tok
CSOAI-ORG/personal-finance-ai-mcp meok.ai 🔌 Exposes Personal finance over MCP — net worth tracking, investment allocation, expense 0 Cursor 1 82 tok
CSOAI-ORG/qr-code-ai-mcp meok.ai 🔌 Exposes QR code generator over MCP — URL, WiFi, vCard, calendar events. Custom styling, 0 Cursor 1 83 tok
CSOAI-ORG/regulatory-webhook-mcp 🔌 Exposes Regulatory Webhook over MCP — Council of AI. 0 Cursor 1 74 tok
CSOAI-ORG/test-case-generator-ai-mcp meok.ai 🔌 Exposes Test case generation and coverage analysis by MEOK AI Labs. 0 Cursor 1 94 tok
CSOAI-ORG/uuid-ai-mcp meok.ai 🔌 Exposes UUID, ULID, and NanoID generation by MEOK AI Labs. 0 Cursor 1 90 tok
CSOAI-ORG/webhook-ai-mcp meok.ai 🔌 Exposes Webhook management and debugging. Validate signatures, log events, replay, and 0 Cursor 1 104 tok
CSOAI-ORG/geolocation-ai-mcp meok.ai MEOK AI Labs — IP geolocation, distance calculation, and coordinate operations. 0 Cursor 1 78 tok
Brush-Bot/mcp-server-blockchain mcp server for blockchain 0 Cursor 1 404 tok