📁文件系统 MCP 推荐

Agent-driven web QA: scan a site, auto-generate + run E2E test flows, read results.

Rakuten Web Service for AI: Ichiba, Books, Travel, Recipe, Kobo, GORA — bilingual, read-only.

Structural memory for coding agents: callers, callees, blast radius and symbols over MCP.

Calypso multimodal RAG for grounded answers from docs, images, charts, and knowledge.

Portable reputation for AI agents. MCP-native identity, vouching, trust scores.

Pull your TasteMaker brand kit + generated Agent Skill into your coding tool. Read-only.

Open-core, local, read-only MCP server for Pennylane Company API v2. Auditable READ_ONLY_GUARD.

161 dark data sources, 25+ domains, 6-step pipeline, Streamable HTTP + stdio

Search 340M+ academic papers — citation graphs, semantic similarity, and AI literature reviews.

Local stdio MCP server for Open-Elevation single, batch, and profile lookups.

Engineered GDPR compliance for engineers and AI agents: pull rules, implement, submit evidence.

AI continuity hub for context, checkpoints, rules, profile, and AI Skills across tools and chats.

X data platform with 100+ REST endpoints, MCP tools, webhooks, SDKs, and confirmed writes.

Create Tasks and run Workflows in Bleep from Claude, ChatGPT, and other AI assistants.

Fleet discovery for the cyanheads MCP ecosystem — semantic search + install snippets.

Model Context Protocol server that wraps the CADLens REST API.

The GoHighLevel MCP for Claude — 214 tools, programmatic workflow builder, multi-tenant.

Model Context Protocol server for Retain: let AI agents query churn risk and act on retention.

Bridges AI chat interfaces with Claude Code CLI via shared markdown control files.

Operating contracts for AI agents. Structured instructions compiled into system prompts.

Persistent context for Claude. Your AI always knows your projects and next actions across sessions.

Turn your app idea into IA, wireframes, PRD, style guides, and dev specs for coding agents.

AI-security knowledge as MCP: standards-mapped tools (OWASP, NIST, MITRE) for AI agents.

Persistent memory + decision tracking for Claude across sessions. Local SQLite, no cloud.

Gives your AI agent your story map and given/when/then acceptance criteria. Read-only.

Stateless agentic tools over MCP: concept extraction, long-context, knowledge graph, planning.

A secured scoped SSH MCP server for executing safe read-only diagnostic DevOps / SysOps commands

Operating contracts for AI agents. Structured instructions compiled into system prompts.

Tamper-evident audit logs for AI agents: submit, fetch, and verify cryptographic proof bundles.

Podcast transcripts as clean Markdown with real speaker names — via the Spoken API.

Buy any x402 API or data on Base, Solana, Polygon. No wallet on the seller's chain. For AI agents.

AI code review for your AI assistant — review local changes, branch diffs, and patch files.

Data processing tools: CSV, cleaning, stats, image, report, save, shell

Manage discussion topics, gather votes and video rationale, and read AI insights.

Stamp, upgrade, and verify Bitcoin timestamps via AI agents. No API keys required.

Create, read and monitor Wachete website-change wachets for a signed-in user.

271 agent-payable tools: competitive intel, finance, KYC, compliance, ESG. x402 per-call.

Read-only Mac Calendar MCP server with indexed archive search.

Mac Mail MCP server with full-coverage FTS5 body search for local Apple Mail.

RISE CRM MCP server — 36 tools across CRM, projects, tickets, finance, sales, HR, and reports.

Read-first Redis MCP: SCAN key explorer, keyspace/TTL/memory/slowlog stats, DBA advisor

The CloudBees Unify MCP server for managing Feature Management,CI/CD,Release Orchestration and ASPM

Tigris MCP Server seamlessly connects AI agents to Tigris bucket and object management.

The financial MCP for AI agents - 90+ financial tables, SEC filings, signals, alt-data.

Geocoding, routing, isochrone, H3, elevation and 13 more geospatial tools via OpenStreetMap.

Persistent memory MCP server. 25 tools, BM25+MMR+OOD retrieval, CFR-21 audit, knowledge graph.