MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 2 hours, 43 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 21451 |
invest-igator
Claim
|
B 70 4⁄3 | ||||||||
| 21452 |
Fonoster MCP Server
Claim
MCP server that lists applications and phone numbers, and initiates outbound ca…
|
B 70 4⁄4 | ||||||||
| 21453 |
TheCrawler
Claim
Open-source web scraper and extraction MCP server with JavaScript rendering, ma…
|
B 70 3⁄3 | ||||||||
| 21454 |
Lambe
Claim
Query JSON, YAML, TOML, HCL, CSV, TSV, and Markdown with a composable pipeline …
|
B 70 3⁄3 | ||||||||
| 21455 |
A read-only Model Context Protocol server that exposes over 60 AWS tools across…
|
B 70 4⁄4 | ||||||||
| 21456 |
Enables AI assistants to clean PDB structures and run initial-stage energy rela…
|
B 70 3⁄3 | ||||||||
| 21457 |
Qontinui MCP Server
Claim
Enables AI-driven visual automation by connecting to Qontinui Runner to load wo…
|
B 70 4⁄3 | ||||||||
| 21458 |
Provides dynamic, context-aware code assistant skills through hybrid RAG (vecto…
|
B 70 4⁄3 | ||||||||
| 21459 |
Enables SSH and UART/serial port access for Claude Code to directly control rem…
|
B 70 4⁄3 | ||||||||
| 21460 |
MCP server for Zoho Mail. Read, search, and send email from Claude.
|
B 70 3⁄3 | ||||||||
| 21461 |
MCP server for PHP Xdebug debugging with breakpoints, stepping, and variable in…
|
B 70 4⁄3 | ||||||||
| 21462 |
Enables AI assistants to interact with Nextcloud instances through secure APIs,…
|
B 70 4⁄4 | ||||||||
| 21463 |
floom
Claim
Deploy Python functions as web apps with auto-generated UI, REST API, and share…
|
B 70 3⁄3 | ||||||||
| 21464 |
A comprehensive Model Context Protocol (MCP) server that provides 37+ intellige…
|
B 70 4⁄4 | ||||||||
| 21465 |
.NET MCP Server
Claim
AI assistant access to .NET SDK for projects, packages, building, testing, and …
|
B 70 3⁄3 | ||||||||
| 21466 |
An interrupt-aware MCP sidecar for long-running coding agents that detects chan…
|
B 70 3⁄3 | ||||||||
| 21467 |
skyvern
Claim
|
B 70 3⁄3 | ||||||||
| 21468 |
Assess your business's AI automation readiness across 20 industries. Get a pers…
|
B 70 3⁄3 | ||||||||
| 21469 |
Read, send, search & manage Instagram DMs through AI assistants. 15 tools, cook…
|
B 70 3⁄3 | ||||||||
| 21470 |
Enables persistent storage and retrieval of user preferences, context, and deci…
|
B 70 4⁄3 | ||||||||
| 21471 |
A Python MCP server enabling programmatic interaction with Aseprite for pixel a…
|
B 70 4⁄3 | ||||||||
| 21472 |
Enables AI assistants to interact with Gramps genealogy databases for intellige…
|
B 70 4⁄4 | ||||||||
| 21473 |
An MCP server that provides full control over iTerm2 terminal sessions on macOS…
|
B 70 3⁄3 | ||||||||
| 21474 |
SHAFT browser automation, capture, and offline deterministic failure diagnosis
|
B 70 3⁄3 | ||||||||
| 21475 |
skunit
Claim
skUnit is a testing tool for AI units, such as IChatClient, MCP Servers and age…
|
B 70 3⁄3 | ||||||||
| 21476 |
A comprehensive Model Context Protocol server template that implements HTTP-bas…
|
B 70 4⁄4 | ||||||||
| 21477 |
Finance MCP Server
Claim
Enables personal finance tracking through Claude Desktop using natural language…
|
B 70 3⁄3 | ||||||||
| 21478 |
AI-driven live debugger with MCP bridge for Python, JS, TS, Rust, Java, C/C++
|
B 70 4⁄3 | ||||||||
| 21479 |
Enables AI assistants to interact directly with Roblox Studio to explore projec…
|
B 70 4⁄3 | ||||||||
| 21480 |
|
B 70 3⁄3 | ||||||||
| 21481 |
MCP Playwright Server
Claim
Enables AI assistants to control web browsers through Playwright automation, pr…
|
B 70 4⁄3 | ||||||||
| 21482 |
core
Claim
A framework helps you quickly build AI Native IDE products. MCP Client, support…
|
B 70 4⁄3 | ||||||||
| 21483 |
aura
Claim
A production-ready framework for composing AI agents from declarative TOML conf…
|
B 70 4⁄3 | ||||||||
| 21484 |
Provides AI agents with detailed type information from .NET projects including …
|
B 70 3⁄3 | ||||||||
| 21485 |
serial-mcp-server
Claim
A comprehensive MCP server for serial port communication
|
B 70 4⁄3 | ||||||||
| 21486 |
miniMCP
Claim
A lightweight MCP server that connects a local AI model (Ollama) with custom CR…
|
B 70 3⁄3 | ||||||||
| 21487 |
A local DLP middleware that redacts sensitive information from prompts using lo…
|
B 70 3⁄3 | ||||||||
| 21488 |
Multi-account Google MCP server providing read access to Gmail and Calendar via…
|
C 69 3⁄3 | ||||||||
| 21489 |
Production-ready Python template for building MCP servers with FastMCP, FastAPI…
|
C 69 4⁄4 | ||||||||
| 21490 |
MCP server exposing number theory functions and factorization algorithms
|
C 69 3⁄3 | ||||||||
| 21491 |
Per-agent-pair IAM for A2A. Define policies ('orchestrator may call billing onl…
|
C 69 3⁄3 | ||||||||
| 21492 |
An implementation of the Model Context Protocol (MCP) server for SingleStore th…
|
C 69 4⁄4 | ||||||||
| 21493 |
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
|
C 69 4⁄3 | ||||||||
| 21494 |
Provides programmatic access to ClinicalTrials.gov API with 18 specialized tool…
|
C 69 4⁄4 | ||||||||
| 21495 |
Provides AI assistants with frontend development tools including component scaf…
|
C 69 3⁄3 | ||||||||
| 21496 |
MCP server for managing Minecraft servers through [Crafty Controller 4](https:/…
|
C 69 3⁄3 | ||||||||
| 21497 |
t32-mcp-server
Claim
TRACE32 debugger MCP — session, dialog, field, history, resource inspection
|
C 69 3⁄3 | ||||||||
| 21498 |
Transforms YouTube videos into a persistent, structured knowledge base using tr…
|
C 69 3⁄3 | ||||||||
| 21499 |
Czech NLP tools: NER (35 langs), anonymization (80+ PII), morphology, translati…
|
C 69 3⁄3 | ||||||||
| 21500 |
Connects Claude Desktop to a local LiteFarm installation, enabling farm managem…
|
C 69 4⁄3 | ||||||||