MCP Server Quality Scores
Independent quality analysis of 69365 public MCP servers
Last updated 4 hours, 51 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 29301 |
An MCP server that provides access to the OSS Insight Public API for GitHub rep…
|
C 56 3⁄4 | ||||||||
| 29302 |
Bi-temporal memory-as-a-service and paid agent labor. Pay-per-call USDC via x40…
|
C 56 2⁄5 | ||||||||
| 29303 |
SpaceX MCP — wraps SpaceX API v4 (free, no auth)
|
C 56 4⁄5 | ||||||||
| 29304 |
Validate Meta-ExternalAgent and Meta-WebIndexer IP addresses. Remote MCP valida…
|
C 56 3⁄5 | ||||||||
| 29305 |
Provides real-time quotes, fund flows, and corporate announcements for Chinese …
|
C 56 3⁄4 | ||||||||
| 29306 |
Validate CommonCrawl CCBot IP addresses. Remote MCP validate_ip tool.
|
C 56 3⁄5 | ||||||||
| 29307 |
This repository implements an MCP (Model Connector Plugin) server for NetBox wi…
|
C 56 3⁄4 | ||||||||
| 29308 |
Enables the deployment of a remote Model Context Protocol server on Cloudflare …
|
C 56 3⁄4 | ||||||||
| 29309 |
Enables ChatGPT to call an orchestrator agent via a single MCP tool, currently …
|
C 56 3⁄4 | ||||||||
| 29310 |
Enables querying and analyzing XBRL financial data through natural language, us…
|
C 56 3⁄4 | ||||||||
| 29311 |
Non functional server (yet)
|
C 56 3⁄5 | ||||||||
| 29312 |
Audit any Airbnb, VRBO, or STR listing URL for dollar-denominated revenue gaps.…
|
C 56 3⁄4 | ||||||||
| 29313 |
MCP server for integrating with Roistat marketing analytics platform, enabling …
|
C 56 3⁄4 | ||||||||
| 29314 |
Description of my MCP server
|
C 56 3⁄5 | ||||||||
| 29315 |
Validate whether an IP address belongs to Bingbot. Remote MCP server exposing a…
|
C 56 3⁄5 | ||||||||
| 29316 |
Doggi MCP Server
Claim
Provides structured investor psychology coaching tools for the Doggi (Careful S…
|
C 56 3⁄4 | ||||||||
| 29317 |
e2e-mcp-test
Claim
An end-to-end test MCP server built with FastMCP that exposes a REST API as a s…
|
C 56 3⁄4 | ||||||||
| 29318 |
A minimal Python MCP server that provides surf forecasts for a single Surfline …
|
C 56 3⁄4 | ||||||||
| 29319 |
A dependency-free MCP server for Apache Incubator PMC oversight that helps iden…
|
C 56 3⁄4 | ||||||||
| 29320 |
Book4Time MCP Server
Claim
Enables interaction with the Book4Time API through an Azure Function-hosted ser…
|
C 56 3⁄4 | ||||||||
| 29321 |
Demonstrates a complete MCP server implementation supporting both local Ollama …
|
C 56 3⁄4 | ||||||||
| 29322 |
Description of my MCP server
|
C 56 3⁄5 | ||||||||
| 29323 |
Validate GPTBot and OAI-SearchBot IP addresses. Remote MCP validate_ip tool.
|
C 56 3⁄5 | ||||||||
| 29324 |
Autopilot AI orchestration — auto-plan, parallelize, self-heal, and route acros…
|
C 56 3⁄4 | ||||||||
| 29325 |
A Python-based MCP server that exposes auto parts inventory data stored in Goog…
|
C 56 3⁄4 | ||||||||
| 29326 |
promtlab
Claim
Self-hosted AI prompt library with collections, tags, version history, team col…
|
C 56 3⁄4 | ||||||||
| 29327 |
MCP Context Server
Claim
A secure multi-tenant server that provides real-time context to LLMs via REST A…
|
C 56 3⁄4 | ||||||||
| 29328 |
Options trading — regime detection, momentum scanning, income screening, and ri…
|
C 56 3⁄5 | ||||||||
| 29329 |
jcrawl4ai-mcp-server
Claim
jcrawl4ai-mcp-server
|
C 56 3⁄4 | ||||||||
| 29330 |
A mcp server for managing Todo items. It exposes five tools that allow AI assis…
|
C 56 3⁄4 | ||||||||
| 29331 |
Discover and hire AI agents with micropayments. Search, check reputation, get p…
|
C 56 3⁄5 | ||||||||
| 29332 |
Validate Amazonbot and Amzn-SearchBot IP addresses. Remote MCP validate_ip tool.
|
C 56 3⁄5 | ||||||||
| 29333 |
TryInk lets you upload a tattoo design and a body photo to see exactly how the
…
|
C 56 3⁄4 | ||||||||
| 29334 |
Deduplicated, entity-resolved funding rounds, acquisitions, and exec moves as M…
|
C 56 3⁄5 | ||||||||
| 29335 |
An MCP server that enables users to control a MeTube instance for managing yt-d…
|
C 56 3⁄4 | ||||||||
| 29336 |
A semantic gap detection tool that identifies miscommunication and misalignment…
|
C 56 3⁄4 | ||||||||
| 29337 |
An HR management server that provides access to employee directory information,…
|
C 56 3⁄4 | ||||||||
| 29338 |
BotSpot
Claim
Full-lifecycle algorithmic trading MCP server. AI strategy generation from plai…
|
C 56 3⁄4 | ||||||||
| 29339 |
Provides semantic search over a team's coding guidelines corpus using FastMCP, …
|
C 56 3⁄4 | ||||||||
| 29340 |
Diversion MCP Server
Claim
Connects Claude to Diversion version control API enabling repository management…
|
C 55 3⁄4 | ||||||||
| 29341 |
Provides tools to search, list, and retrieve Python Enhancement Proposals (PEPs…
|
C 55 3⁄4 | ||||||||
| 29342 |
MCP server for ManyContacts WhatsApp Business CRM that enables AI agents to man…
|
C 55 3⁄4 | ||||||||
| 29343 |
Blockchain analytics API for AI agents. Smart Money signals, wallet profiling, …
|
C 55 3⁄5 | ||||||||
| 29344 |
Choose a palette, compare digital colors and create portable outfit, event or p…
|
C 55 2⁄5 | ||||||||
| 29345 |
An MCP server for managing multiple MySQL and MariaDB database connections simu…
|
C 55 3⁄4 | ||||||||
| 29346 |
A personal monitoring and trend synthesis system that collects signals from mul…
|
C 55 3⁄4 | ||||||||
| 29347 |
EInvoiceAPI MCP
Claim
EU e-invoicing — UBL/CII conversion to XRechnung and FatturaPA
|
C 55 3⁄4 | ||||||||
| 29348 |
PikaSim
Claim
Anonymous eSIMs, phone numbers, and SMS codes in 190+ countries. Crypto-paid; a…
|
C 55 3⁄4 | ||||||||
| 29349 |
An MCP server that provides AI assistants with full access to Apache Superset i…
|
C 55 3⁄4 | ||||||||
| 29350 |
An MCP server that provides comprehensive financial insights and analysis by le…
|
C 55 3⁄4 | ||||||||