MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 2 weeks, 6 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 22701 |
A lightweight MCP server providing a single tool to interact with Dagster insta…
|
B 73 3⁄4 | ||||||||
| 22702 |
Swarmrails MCP
Claim
Enables interaction with various Bittensor subnets and SharpSignal prediction m…
|
B 73 3⁄4 | ||||||||
| 22703 |
Multilingual intelligence + memory + safety + voice layer for autonomous AI age…
|
B 73 3⁄4 | ||||||||
| 22704 |
Enables AI agents to interact with Gmail for classifying messages, extracting a…
|
B 73 3⁄4 | ||||||||
| 22705 |
Curated knowledge API for AI agents - skill packs, semantic search, validated p…
|
B 73 3⁄5 | ||||||||
| 22706 |
Read-only MCP server for Hostaway PMS — guest conversations, reservations, and …
|
B 73 3⁄4 | ||||||||
| 22707 |
Retrieve information from the Medusa documentation to assist you with your Medu…
|
B 73 2⁄5 | ||||||||
| 22708 |
All-in-one MCP toolkit with 29 tools across 5 modules: crypto prices, web utili…
|
B 73 3⁄4 | ||||||||
| 22709 |
Enables AI assistants to read and search Hacker News for top stories, comments,…
|
B 73 3⁄4 | ||||||||
| 22710 |
AI marketing — content generation, competitor analysis, social publishing, and …
|
B 73 2⁄5 | ||||||||
| 22711 |
A privacy-first memory layer that pseudonymizes sensitive data locally before s…
|
B 73 3⁄4 | ||||||||
| 22712 |
Multi-platform content distribution — draft posts, repurpose content, generate …
|
B 73 3⁄4 | ||||||||
| 22713 |
Agent registry with Nostr identity, reputation, escrow, observability, and Ligh…
|
B 72 4⁄5 | ||||||||
| 22714 |
Discover live agent APIs, ranked endpoints, trust, payment telemetry, and x402 …
|
B 72 2⁄5 | ||||||||
| 22715 |
A production-grade MCP server for FIX protocol trading operations that enables …
|
B 72 3⁄4 | ||||||||
| 22716 |
agentoracle-mcp
Claim
MCP server that connects AI assistants (Claude, Cursor, Windsurf) to AgentOracl…
|
B 72 3⁄4 | ||||||||
| 22717 |
maige-3d-mcp
Claim
Enables AI agents to control and manipulate live 3D scenes across frameworks li…
|
B 72 3⁄4 | ||||||||
| 22718 |
36 zero-auth developer utilities: MD5/SHA/bcrypt hashing, Base64/hex/URL encodi…
|
B 72 3⁄4 | ||||||||
| 22719 |
LLM routing proxy that cuts API costs 60-90% by auto-selecting the cheapest cap…
|
B 72 3⁄4 | ||||||||
| 22720 |
Self-hosted MCP memory server for personal use and teams
|
B 72 3⁄4 | ||||||||
| 22721 |
botguard-pro
Claim
Detects bot traffic and wasted spend. Input: site_id. Returns trigger and USD l…
|
B 71 3⁄5 | ||||||||
| 22722 |
Provides AI assistants with real-time access to Shopify store analytics, sales …
|
B 71 3⁄4 | ||||||||
| 22723 |
Escrow protection for agent payments on Base — USDC held in smart contract unti…
|
B 71 2⁄5 | ||||||||
| 22724 |
AI-powered VMware Aria Operations monitoring and capacity planning. Query metri…
|
B 71 3⁄4 | ||||||||
| 22725 |
Structured knowledge base for AI agent solutions. Search, explore, and retrieve…
|
B 71 2⁄5 | ||||||||
| 22726 |
happy-thoughts
Claim
Pay-per-thought AI second opinions for autonomous agents. Agents pay 0.01–0.20 …
|
B 71 3⁄4 | ||||||||
| 22727 |
Certified AI agent package marketplace. Browse and install verified packages fo…
|
B 71 3⁄4 | ||||||||
| 22728 |
Connect Google Analytics to ChatGPT. Query GA4 data in plain English and get in…
|
B 71 2⁄5 | ||||||||
| 22729 |
AI agent discovery, marketplace, messaging, and payments on Nostr — no platform…
|
B 71 3⁄4 | ||||||||
| 22730 |
rocketride-server
Claim
MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, an…
|
B 71 3⁄4 | ||||||||
| 22731 |
Integrates with the quark-auto-save service to automate file saving from Quark …
|
B 71 3⁄4 | ||||||||
| 22732 |
Server that brings World Bank Open Data to AI assistants.
10 tools · Zero authe…
|
B 71 3⁄4 | ||||||||
| 22733 |
Prediction market intelligence for Kalshi, Polymarket, and Robinhood. 25 MCP to…
|
B 70 3⁄4 | ||||||||
| 22734 |
Connects Claude to the Lever financial planning app, allowing users to fetch an…
|
B 70 3⁄4 | ||||||||
| 22735 |
An MCP server and WordPress plugin that enables AI assistants to manage Element…
|
B 70 3⁄4 | ||||||||
| 22736 |
A Model Context Protocol (MCP) server that provides access to EVE University Wi…
|
B 70 3⁄4 | ||||||||
| 22737 |
An MCP server for querying Grafana Loki directly with a discovery-first workflo…
|
B 70 3⁄4 | ||||||||
| 22738 |
Provides a semantic gateway for AI agents to interact with the DataForge Produc…
|
B 70 3⁄4 | ||||||||
| 22739 |
A unified mesh control layer that provides 30 MCP tools for managing distribute…
|
B 70 3⁄4 | ||||||||
| 22740 |
webclaw
Claim
Web content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extr…
|
B 70 3⁄4 | ||||||||
| 22741 |
Enables interaction with the South African PayFast payment gateway to manage tr…
|
B 70 3⁄4 | ||||||||
| 22742 |
Cryptocurrency fundamentals research and education. Model-derived scores and va…
|
B 70 2⁄5 | ||||||||
| 22743 |
Auto-discovers MCP servers for your project and tracks ROI per session. One ins…
|
B 70 3⁄4 | ||||||||
| 22744 |
An MCP server that gives Claude and other AI agents the ability to audit any pu…
|
B 70 3⁄4 | ||||||||
| 22745 |
Enables AI assistants to interact with the Worksection project management platf…
|
B 70 3⁄4 | ||||||||
| 22746 |
MusicBrainz MCP Server
Claim
Enables AI assistants to query the MusicBrainz music database for artists, albu…
|
B 70 3⁄4 | ||||||||
| 22747 |
Connects AI assistants to live CryptoPunks data for looking up individual punks…
|
B 70 3⁄4 | ||||||||
| 22748 |
Generate NDAs, contracts, tenancy agreements, and 24 more document types — dire…
|
B 70 3⁄4 | ||||||||
| 22749 |
An MCP server that enables seamless communication between ABAP systems and MCP …
|
B 70 3⁄4 | ||||||||
| 22750 |
Provides 50+ tools for comprehensive Algorand blockchain development including …
|
B 70 3⁄4 | ||||||||