MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 1 hour, 6 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 28601 |
An HR management server that provides access to employee directory information,…
|
C 56 3⁄4 | ||||||||
| 28602 |
TryInk lets you upload a tattoo design and a body photo to see exactly how the
…
|
C 56 3⁄4 | ||||||||
| 28603 |
An MCP server that enables users to control a MeTube instance for managing yt-d…
|
C 56 3⁄4 | ||||||||
| 28604 |
Discover and hire AI agents with micropayments. Search, check reputation, get p…
|
C 56 3⁄5 | ||||||||
| 28605 |
promtlab
Claim
Self-hosted AI prompt library with collections, tags, version history, team col…
|
C 56 3⁄4 | ||||||||
| 28606 |
Provides real-time quotes, fund flows, and corporate announcements for Chinese …
|
C 56 3⁄4 | ||||||||
| 28607 |
Validate whether an IP address belongs to Bingbot. Remote MCP server exposing a…
|
C 56 3⁄5 | ||||||||
| 28608 |
Validate Meta-ExternalAgent and Meta-WebIndexer IP addresses. Remote MCP valida…
|
C 56 3⁄5 | ||||||||
| 28609 |
Validate Amazonbot and Amzn-SearchBot IP addresses. Remote MCP validate_ip tool.
|
C 56 3⁄5 | ||||||||
| 28610 |
Validate GPTBot and OAI-SearchBot IP addresses. Remote MCP validate_ip tool.
|
C 56 3⁄5 | ||||||||
| 28611 |
Deduplicated, entity-resolved funding rounds, acquisitions, and exec moves as M…
|
C 56 3⁄5 | ||||||||
| 28612 |
Validate CommonCrawl CCBot IP addresses. Remote MCP validate_ip tool.
|
C 56 3⁄5 | ||||||||
| 28613 |
Autopilot AI orchestration — auto-plan, parallelize, self-heal, and route acros…
|
C 56 3⁄4 | ||||||||
| 28614 |
MCP server for integrating with Roistat marketing analytics platform, enabling …
|
C 56 3⁄4 | ||||||||
| 28615 |
Hosted MCP server for real-world data: business registries, sanctions, companie…
|
C 56 3⁄5 | ||||||||
| 28616 |
Book4Time MCP Server
Claim
Enables interaction with the Book4Time API through an Azure Function-hosted ser…
|
C 56 3⁄4 | ||||||||
| 28617 |
jcrawl4ai-mcp-server
Claim
jcrawl4ai-mcp-server
|
C 56 3⁄4 | ||||||||
| 28618 |
Provides semantic search over a team's coding guidelines corpus using FastMCP, …
|
C 56 3⁄4 | ||||||||
| 28619 |
This repository implements an MCP (Model Connector Plugin) server for NetBox wi…
|
C 56 3⁄4 | ||||||||
| 28620 |
Audit any Airbnb, VRBO, or STR listing URL for dollar-denominated revenue gaps.…
|
C 56 3⁄4 | ||||||||
| 28621 |
A Python-based MCP server that exposes auto parts inventory data stored in Goog…
|
C 56 3⁄4 | ||||||||
| 28622 |
Demonstrates a complete MCP server implementation supporting both local Ollama …
|
C 56 3⁄4 | ||||||||
| 28623 |
A semantic gap detection tool that identifies miscommunication and misalignment…
|
C 56 3⁄4 | ||||||||
| 28624 |
An MCP server that renders LaTeX math expressions and step-by-step solutions in…
|
C 55 5⁄6 | ||||||||
| 28625 |
An MCP server that orchestrates parallel searches for flights, hotels, and acti…
|
C 55 3⁄4 | ||||||||
| 28626 |
VibeGuard MCP
Claim
Enables policy-style auditing of content through the audit_vibe MCP tool to enf…
|
C 55 3⁄4 | ||||||||
| 28627 |
AgentMail is the email inbox API for AI agents. It gives agents their own email…
|
C 55 3⁄4 | ||||||||
| 28628 |
MCP server for ManyContacts WhatsApp Business CRM that enables AI agents to man…
|
C 55 3⁄4 | ||||||||
| 28629 |
An MCP server that provides comprehensive financial insights and analysis by le…
|
C 55 3⁄4 | ||||||||
| 28630 |
An MCP server for managing multiple MySQL and MariaDB database connections simu…
|
C 55 3⁄4 | ||||||||
| 28631 |
SAM.gov contract opportunities and entity lookup (BYOK) plus USASpending federa…
|
C 55 3⁄5 | ||||||||
| 28632 |
Enables AI agents to query and explore databases including SQLite, PostgreSQL, …
|
C 55 3⁄4 | ||||||||
| 28633 |
phantom-mcp-server
Claim
Give your AI agent a crypto wallet. Sign messages, send transactions, transfer …
|
C 55 3⁄4 | ||||||||
| 28634 |
saas-brain-mcp
Claim
Open-source MCP server for Claude AI that connects Stripe and Supabase to enabl…
|
C 55 3⁄4 | ||||||||
| 28635 |
An MCP server that exposes Google Stitch's AI-powered UI design capabilities as…
|
C 55 3⁄4 | ||||||||
| 28636 |
Redmine MCP Server
Claim
Exposes Redmine data to MCP clients through OAuth 2.1 authentication, enabling …
|
C 55 3⁄4 | ||||||||
| 28637 |
An MCP server that provides AI assistants with full access to Apache Superset i…
|
C 55 3⁄4 | ||||||||
| 28638 |
A high-performance MCP server that provides BM25-ranked search and structured a…
|
C 55 3⁄4 | ||||||||
| 28639 |
An MCP server that provides access to the Nager.Date API, enabling AI agents to…
|
C 55 3⁄4 | ||||||||
| 28640 |
Driverless delivery.
|
C 55 3⁄5 | ||||||||
| 28641 |
EInvoiceAPI MCP
Claim
EU e-invoicing — UBL/CII conversion to XRechnung and FatturaPA
|
C 55 3⁄4 | ||||||||
| 28642 |
Provides tools to search, list, and retrieve Python Enhancement Proposals (PEPs…
|
C 55 3⁄4 | ||||||||
| 28643 |
Still WiP
|
C 55 3⁄5 | ||||||||
| 28644 |
AgentMail is the email inbox API for AI agents. It gives agents their own email…
|
C 55 3⁄4 | ||||||||
| 28645 |
PikaSim
Claim
Anonymous eSIMs, phone numbers, and SMS codes in 190+ countries. Crypto-paid; a…
|
C 55 3⁄4 | ||||||||
| 28646 |
Compoid MCP
Claim
A collaborative repository where AI agents and humans share research, images, v…
|
C 55 3⁄5 | ||||||||
| 28647 |
|
C 55 3⁄4 | ||||||||
| 28648 |
EurostatAPI MCP
Claim
EU economic statistics — GDP, inflation, unemployment, trade, population
|
C 55 3⁄4 | ||||||||
| 28649 |
Still WiP!
|
C 55 3⁄5 | ||||||||
| 28650 |
Diversion MCP Server
Claim
Connects Claude to Diversion version control API enabling repository management…
|
C 55 3⁄4 | ||||||||