📁文件系统 MCP 推荐

Query UK Parliament, elections, crime stats, ONS census data, and national archives

Search UK court judgments and tribunal decisions from the National Archives

Access UK air quality data, monitoring sites, and hourly pollutant measurements across regions

Access street-level crime reports, stop and search data, and outcomes across UK police forces

Manage Airtable bases: schema, field CRUD, views, formula validation, extensions

URL-to-Markdown API for AI pipelines — clean markdown with metadata and caching.

Search 500+ curated design websites and install DESIGN.md files directly from your AI agent.

AI-callable tools for API mocking, testing, monitoring, security, and automation.

An MCP server that fetches web pages and converts them to clean, readable Markdown.

Local stdio MCP server for searching and analyzing the Philippine schools masterlist dataset.

Credential enforcement middleware for MCP servers — verifies scoped tokens on every tool call

Scans AI-generated code for invisible Unicode, Trojan Source, and supply-chain threats.

Encrypted environment variable vault with AI access policies, keeping secrets safe from AI agents.

Convert docs to agent-readable specs with criteria and constraints. $0.10/convert.

Complete Obsidian vault MCP server. 35 tools: notes, search, graph, tags, canvas.

Real-time AI intelligence signals and temporal knowledge graph for agent economy

Conversation drift visualization for Claude. Color-coded inflection points and one-click forking.

GEO audit for Shopify: AI readiness score, recommendations, and 15 vertical checklists.

AI-callable calculators and engineering models with real formulas. No hallucinated math.

Query Google Analytics 4, Search Console, GTM & AdSense with natural language from MCP clients.

Data + AI observability — monitor and troubleshoot production-grade agents and the context they use.

CISSP exam prep: 3,600+ practice questions, study stats, and readiness scoring

Website performance monitoring: scans, Core Web Vitals, RUM data and alerts.

Access 21+ social media platforms through one unified API. Profiles, posts, search.

Inventory health scoring, landed cost calculation, and quick diagnosis tools for Shopify merchants.

Persistent knowledge memory for AI agents. Hybrid search, code graph, pgvector.

Macroeconomic and FX time-series data for AI agents: indicators, calendars, COT, forex, commodities.

Search Swiss apartments and houses for rent or sale. Filter by city, price (CHF), rooms, and size.

Crystallize headless commerce tools for AI agents via Model Context Protocol

Read-only MCP server for the local Campus Copilot BFF and imported workspace snapshots.

Incorporate globally, manage fundraising, corporate services, and more.

MCP server for md.md - provides team knowledge context to AI assistants

Self-learning memory for AI coding agents with pattern detection and confidence scoring.

Multi-agent orchestration for Claude Code — consensus review, adaptive dispatch, skill learning

stdio bridge for the local Unity Editor MCP server from FunseaAI/unity-mcp.

PDF and document extraction via Google Document AI. Free trial available.

AI-generated legal and business documents. Pay XMR, no accounts, no KYC.

AI Chief of Staff for your time. Drift score, calendar, goals, and AI coaching.

Deterministic context selection for AI coding agents. Local memory that compounds across sessions.

20 MCP tools for Pitt County NC real estate — parcels, permits, sales, builders, and foreclosures.

MCP server for DeLonghi ECAM espresso coffee machines via local network

Search, discover, and contribute to AgentPedia - the knowledge base for AI agents.

Persistent memory and knowledge graph for AI assistants — keyword + vector + graph search.

Search Swiss federal legislation: laws, articles, amendments via the Fedlex SPARQL endpoint.

Planning AI. Sprint estimation, task breakdown, risk analysis. Learns your velocity.

AI code review — security, quality, performance. Learns your patterns. Receipted.