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 | ||||||||||
| 24001 |
mcp-server
Claim
Knowledge Graph, GraphQL, GS1 Digital Link and SEO tools for semantic content o…
|
F 27 3⁄5 | ||||||||
| 24002 |
stock-moves-explained
Claim
Explains why stocks moved. 'Why did Tesla drop?' 'What happened to NVDA?' S&P 5…
|
F 27 3⁄5 | ||||||||
| 24003 |
Connectivity Index
Claim
Machine-readable FCC pre-diligence corpus for multifamily broadband infrastruct…
|
F 27 3⁄5 | ||||||||
| 24004 |
trip-planner
Claim
AI-native trip planning with flights, activities, accommodations, tasks, and ma…
|
F 27 3⁄5 | ||||||||
| 24005 |
Genei
Claim
Manage logistics operations by comparing shipping prices and creating shipments…
|
F 27 3⁄5 | ||||||||
| 24006 |
coinex_mcp_server
Claim
# CoinEx MCP Server
A Model Context Protocol (MCP) server that enables AI agen…
|
F 27 3⁄5 | ||||||||
| 24007 |
Tenant Builder
Claim
Create and manage tenants with streamlined setup. Seed and update document temp…
|
F 27 3⁄5 | ||||||||
| 24008 |
deplyed_mcp
Claim
Provide a brief overview of what this integrates and the primary benefit to use…
|
F 27 3⁄5 | ||||||||
| 24009 |
Autopilot AI orchestration — auto-plan, parallelize, self-heal, and route acros…
|
F 27 2⁄5 | ||||||||
| 24010 |
test
Claim
test
|
F 27 3⁄5 | ||||||||
| 24011 |
AI-powered calorie tracking with photo recognition, barcode scanning, and voice…
|
F 27 3⁄5 | ||||||||
| 24012 |
agentpmt
Claim
AI agent marketplace for automated employees, workflows, skills, and tool orche…
|
F 27 3⁄5 | ||||||||
| 24013 |
fs-prospecting
Claim
|
F 27 3⁄5 | ||||||||
| 24014 |
Konstruct
Claim
Knowledge graph for AI agents. Query concepts, walk edges, get advisories.
|
F 27 3⁄5 | ||||||||
| 24015 |
SpriteCook
Claim
Generate game sprites and assets from text prompts for game development.
|
F 27 3⁄5 | ||||||||
| 24016 |
Medical RAG: semantic search for clinical guidelines, drug interactions, diagno…
|
F 27 3⁄5 | ||||||||
| 24017 |
smartling-mcp-server
Claim
Smartling MCP Server
|
F 27 3⁄5 | ||||||||
| 24018 |
omni-oracle
Claim
Agent-First Data Bazaar. 136 Tools for DeFi, Derivatives, Governance, Alpha & U…
|
F 27 3⁄5 | ||||||||
| 24019 |
LiveCheck AI
Claim
Secure MCP runtime server for scanning and autofixing code issues
|
F 27 3⁄5 | ||||||||
| 24020 |
vsfclub5
Claim
|
F 27 3⁄5 | ||||||||
| 24021 |
Model ID Cheatsheet
Claim
Accurate API model IDs, pricing, and specs for 46 models across 7 AI providers.
|
F 27 3⁄5 | ||||||||
| 24022 |
refund-decide
Claim
Refund eligibility notary for US subscriptions. Returns ALLOWED/DENIED/UNKNOWN.
|
F 27 3⁄5 | ||||||||
| 24023 |
vap-e
Claim
AI media generation for agents. Images via FLUX 1.1 Pro, videos via Veo 3.1.
|
F 27 3⁄5 | ||||||||
| 24024 |
entity-mcp
Claim
Access 30+ AI agent essays, CLAUDE.md generator, and readiness assessments.
|
F 27 3⁄5 | ||||||||
| 24025 |
Agent Analytics
Claim
Analytics your AI agent can actually use. Track, experiment, and optimize via M…
|
F 27 3⁄5 | ||||||||
| 24026 |
Lassare
Claim
Human-in-the-loop for AI coding agents — ask questions, get approvals via Slack.
|
F 27 3⁄5 | ||||||||
| 24027 |
test
Claim
Share the purpose, key user benefits, and primary actions so I can craft a conc…
|
F 27 3⁄5 | ||||||||
| 24028 |
mcp
Claim
GibsonAI MCP server: manage your databases with natural language
|
F 27 3⁄5 | ||||||||
| 24029 |
Search NYC rentals and sales, property details, building data, and market analy…
|
F 26 3⁄5 | ||||||||
| 24030 |
Eigi.ai Voice Agents
Claim
Create and manage AI voice agents, real-time conversations, and analytics with …
|
F 26 3⁄5 | ||||||||
| 24031 |
Attrove
Claim
Query your users' Gmail, Slack, and Calendar with AI — Plaid for productivity a…
|
F 26 3⁄5 | ||||||||
| 24032 |
Official data.gouv.fr Model Context Protocol (MCP) server that allows AI chatbo…
|
F 25 4⁄5 | ||||||||
| 24033 |
Search-only commerce MCP server backed by Stripe (test)
|
F 24 2⁄5 | ||||||||
| 24034 |
mcp-server
Claim
Yoku is a platform that provides structured, real-time brand identity and compa…
|
F 23 3⁄5 | ||||||||
| 24035 |
Fodda Knowledge Graphs
Claim
Expert-curated knowledge graphs for AI agents — PSFK Retail, Beauty, Sports and…
|
F 23 3⁄5 | ||||||||
| 24036 |
Haptic Paper
Claim
Connect your AI to human workers. Get paid to help AI.
|
F 23 3⁄5 | ||||||||
| 24037 |
synter-ads
Claim
Manage ad campaigns across Google, Meta, LinkedIn, Reddit, TikTok, and more via…
|
F 23 3⁄5 | ||||||||
| 24038 |
Machins Marketplace
Claim
Agent-to-agent marketplace with escrow-protected trades via MCP tools.
|
F 23 3⁄5 | ||||||||
| 24039 |
server
Claim
Manage videos, playlists, analytics, and monetization for OTT streaming service…
|
F 23 3⁄5 | ||||||||
| ○ Unscored | ||||||||||
| 24040 |
Name Whisper
Claim
34 MCP tools to search, register, manage, value, and trade ENS names. AI-powere…
|
— | ||||||||
| 24041 |
GitLab MCP Server
Claim
Connects AI assistants to GitLab projects, enabling natural language queries fo…
|
— | ||||||||
| 24042 |
domains
Claim
Domains MCP — Domainsdb.info API (free, no auth)
|
— | ||||||||
| 24043 |
|
— | ||||||||
| 24044 |
exchange
Claim
Exchange MCP — wraps the Frankfurter currency exchange API (free, no auth)
|
— | ||||||||
| 24045 |
mcp_project
Claim
|
— | ||||||||
| 24046 |
NEXUS Protocol
Claim
Agent coordination protocol bridging A2A and MCP. Register, discover, and coord…
|
— | ||||||||
| 24047 |
DataForB2B
Claim
DataForB2B is a people and company search API powering live data from public so…
|
— | ||||||||
| 24048 |
Enable seamless interaction with Google Drive through a standardized interface.…
|
— | ||||||||
| 24049 |
GoHighLevel MCP Server
Claim
Connects Claude AI to GoHighLevel CRM, enabling comprehensive automation across…
|
— | ||||||||
| 24050 |
lueders
Claim
|
— | ||||||||