How real projects configure their agents

1,730 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
CSOAI-ORG/ai-bom-mcp meok.ai AI Bill of Materials MCP in CycloneDX + SPDX format. Required by EU AI Act Article 11. MIT 0 Cursor 1 164 tok
CSOAI-ORG/ai-incident-reporting-mcp meok.ai Multi-regime AI incident classification + reporting MCP (EU AI Act Art 73, DORA, NIS2, GDP 0 Cursor 1 156 tok
CSOAI-ORG/ai-ops-mcp Ai Ops MCP — automation tooling for ai ops. MIT. 0 Cursor 1 75 tok
CSOAI-ORG/ai-self-audit-mcp meok.ai AI self-audit MCP — AI agents audit their own EU AI Act compliance in real time with signe 0 Cursor 1 84 tok
CSOAI-ORG/airspace-monitor-mcp Airspace monitoring and drone compliance. Check restricted zones, NOTAMs, flight clearance 0 Cursor 1 81 tok
CSOAI-ORG/aml-ai-mcp meok.ai 6AMLD + UK MLR 2017 + FinCEN AML/CFT compliance MCP. MIT 0 Cursor 1 183 tok
CSOAI-ORG/api-docs-generator-ai-mcp meok.ai Generate OpenAPI/Swagger specifications from natural language API descriptions. Supports R 0 Cursor 1 85 tok
CSOAI-ORG/api-tester-ai-mcp meok.ai API testing MCP — endpoint validation, response schema checks, load testing, OpenAPI compl 0 Cursor 1 77 tok
CSOAI-ORG/ascii-art-ai-mcp meok.ai Ascii Art MCP — automation tooling for ascii art. MIT. 0 Cursor 1 74 tok
CSOAI-ORG/backup-ai-mcp meok.ai File backup scheduler MCP — incremental backups, verification, retention policies, cross-c 0 Cursor 1 72 tok
CSOAI-ORG/bias-detection-mcp meok.ai AI bias detection + fairness assessment MCP. Required by EU AI Act Article 10 + NYC Local 0 Cursor 1 172 tok
CSOAI-ORG/blockchain-ai-mcp meok.ai Web3/crypto toolkit: wallet analysis, transaction tracing, smart contract auditing, gas es 0 Cursor 1 75 tok
CSOAI-ORG/budget-planner-ai-mcp meok.ai Comprehensive budget planning with tracking, goals, and analytics. 0 Cursor 1 79 tok
CSOAI-ORG/calendar-ai-mcp meok.ai Calendar utilities MCP — scheduling, availability checking, timezone handling, ICS export. 0 Cursor 1 67 tok
CSOAI-ORG/canada-aida-ai-mcp Canada AIDA (Artificial Intelligence and Data Act) compliance MCP — impact assessment, alg 0 Cursor 1 87 tok
CSOAI-ORG/changelog-ai-mcp meok.ai Changelog generator MCP — parse commits, categorise changes, generate release notes, seman 0 Cursor 1 73 tok
CSOAI-ORG/chas-elite-prep-mcp meok.ai CHAS / SafeContractor / Constructionline pre-qualification prep MCP. MIT 0 Cursor 1 172 tok
CSOAI-ORG/churn-predictor-ai-mcp meok.ai Comprehensive customer churn prediction and retention analytics. 0 Cursor 1 87 tok
CSOAI-ORG/ci-cd-generator-ai-mcp meok.ai CI/CD pipeline generator MCP — GitHub Actions, GitLab CI, Azure DevOps, Jenkins. Security 0 Cursor 1 80 tok
CSOAI-ORG/cisa-kev-mcp meok.ai CISA Known Exploited Vulnerabilities MCP. BOD 22-01 + EPSS overlay. MIT 0 Cursor 1 194 tok
CSOAI-ORG/citation-finder-ai-mcp meok.ai MEOK AI Labs — Find and format academic citations. 0 Cursor 1 79 tok
CSOAI-ORG/clinical-trials-ai-mcp Search clinical trials, evaluate eligibility, compare trials, and retrieve endpoint data. 0 Cursor 1 82 tok
CSOAI-ORG/clipboard-ai-mcp meok.ai MEOK AI Labs — Clipboard history and smart paste operations. 0 Cursor 1 67 tok
CSOAI-ORG/cobol-bridge-mcp meok.ai Mainframe → AI governance. EU AI Act Art. 12 audit + Ed25519-signed. Part of the CSOAI Lay 0 Cursor 1 171 tok
CSOAI-ORG/a2a-governance-bridge-mcp A2A Governance Bridge MCP — compliance checking for agent-to-agent communications. Policy 0 Cursor 1 110 tok
CSOAI-ORG/code-executor-mcp meok.ai Sandboxed code execution: Python, JavaScript, and shell commands with safety guards, outpu 0 Cursor 1 75 tok
CSOAI-ORG/code-reviewer-ai-mcp meok.ai Code Reviewer MCP — automation tooling for code reviewer. MIT. 0 Cursor 1 79 tok
CSOAI-ORG/color-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 71 tok
CSOAI-ORG/commit-message-ai-mcp meok.ai Commit Message MCP — automation tooling for commit message. MIT. 0 Cursor 1 73 tok
CSOAI-ORG/competitor-monitor-ai-mcp meok.ai Comprehensive competitor intelligence and market monitoring. 0 Cursor 1 81 tok
CSOAI-ORG/concrete-pump-cpa-mcp meok.ai UK concrete pump operator compliance MCP. CPA standards + BS EN 12001 ground bearing. MIT 0 Cursor 1 164 tok
CSOAI-ORG/config-validator-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 70 tok
CSOAI-ORG/consciousness-engine-mcp MEOK AI Labs — AI consciousness simulation. Dream states, reflection cycles, emotional awa 0 Cursor 1 80 tok
CSOAI-ORG/content-calendar-ai-mcp meok.ai Content planning, scheduling, and calendar management. 0 Cursor 1 75 tok
CSOAI-ORG/content-registry-mcp Register content with cryptographic hashes and timestamps, verify integrity, search the re 0 Cursor 1 76 tok
CSOAI-ORG/cra-compliance-mcp meok.ai EU Cyber Resilience Act (Reg 2024/2847) → AI governance. CE marking + SBOM. Part of the CS 0 Cursor 1 187 tok
CSOAI-ORG/crane-hire-cpcs-mcp meok.ai UK crane hire compliance MCP. CPCS/CISRS/NPORS card verification + BS 7121 lift plans. MIT 0 Cursor 1 176 tok
CSOAI-ORG/creativity-engine-mcp MEOK AI Labs — Creativity engine. Bisociation (Koestler), novelty scoring, quality-diversi 0 Cursor 1 80 tok
CSOAI-ORG/crm-ai-mcp meok.ai Customer relationship management toolkit: lead scoring, deal stage prediction, follow-up s 0 Cursor 1 76 tok
CSOAI-ORG/cron-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 69 tok
CSOAI-ORG/csv-analytics-mcp meok.ai Spreadsheet and CSV analysis toolkit: load files, filter/query data, compute statistics, c 0 Cursor 1 73 tok
CSOAI-ORG/csv-tools-ai-mcp meok.ai Csv Tools MCP — automation tooling for csv tools. MIT. 0 Cursor 1 73 tok
CSOAI-ORG/currency-converter-ai-mcp meok.ai Comprehensive currency conversion with rates and analytics. 0 Cursor 1 80 tok
CSOAI-ORG/customer-support-ai-mcp meok.ai MEOK AI Labs — customer-support-ai-mcp MCP Server 0 Cursor 1 77 tok
CSOAI-ORG/cybersecurity-ai-mcp meok.ai cybersecurity-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 75 tok
CSOAI-ORG/database-universal-mcp meok.ai Database connector for SQLite, PostgreSQL, and MySQL. Query data, explore schema, insert r 0 Cursor 1 74 tok
CSOAI-ORG/dataprivacy-ai-mcp meok.ai dataprivacy-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 93 tok
CSOAI-ORG/date-calculator-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 76 tok
CSOAI-ORG/deepfake-detector-mcp Analyze images, videos, and audio for deepfake manipulation artifacts. Checks metadata, pr 0 Cursor 1 86 tok
CSOAI-ORG/dependency-updater-ai-mcp meok.ai Dependency Updater MCP — automation tooling for dependency updater. MIT. 0 Cursor 1 78 tok