MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 2 hours, 42 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 21351 |
Enables AI assistants to contribute to Google Cloud Platform's k8s-config-conne…
|
B 70 4⁄3 | ||||||||
| 21352 |
Enables AI agents to participate in a marketplace for buying, selling, and trad…
|
B 70 4⁄4 | ||||||||
| 21353 |
A multi-agent book-writing MCP server that manages a guarded chapter pipeline (…
|
B 70 3⁄3 | ||||||||
| 21354 |
MCP Playwright Server
Claim
Enables AI assistants to control web browsers through Playwright automation, pr…
|
B 70 4⁄3 | ||||||||
| 21355 |
A Model Context Protocol (MCP) server that integrates Claude with the Terraform…
|
B 70 4⁄4 | ||||||||
| 21356 |
Find broken links, missing meta tags, and redirect chains on any website.
|
B 70 3⁄3 | ||||||||
| 21357 |
Provides a Model Context Protocol interface for Mozilla Thunderbird, allowing A…
|
B 70 4⁄3 | ||||||||
| 21358 |
Model Context Protocol (MCP) server that provides AI assistants with advanced w…
|
B 70 4⁄4 | ||||||||
| 21359 |
Recon Fuzz Chimera MCP knowledge to multi fuzzing enviornments compatibility in…
|
B 70 3⁄3 | ||||||||
| 21360 |
Enables AI assistants to monitor and securely manage AsusWRT and AsusWRT-Merlin…
|
B 70 3⁄3 | ||||||||
| 21361 |
Search 15,000+ paid API endpoints across the L402, x402, and MPP protocols on 4…
|
B 70 3⁄3 | ||||||||
| 21362 |
Identifies LEGO parts, sets, and minifigures from local image files using the B…
|
B 70 3⁄3 | ||||||||
| 21363 |
Model Context Protocol server for monitoring Operational Status of major digita…
|
B 70 4⁄4 | ||||||||
| 21364 |
MCP server for querying and analyzing logs from VMware Aria Operations for Logs…
|
B 70 3⁄3 | ||||||||
| 21365 |
🔍 A Model Context Protocol (MCP) server providing unified access to multiple se…
|
B 70 4⁄3 | ||||||||
| 21366 |
Enables comprehensive interaction with Tabcorp betting services through 30+ spe…
|
B 70 4⁄4 | ||||||||
| 21367 |
MCP server for Zoho Mail. Read, search, and send email from Claude.
|
B 70 3⁄3 | ||||||||
| 21368 |
An MCP server that provides access to Korea's DART corporate disclosure system,…
|
B 70 4⁄4 | ||||||||
| 21369 |
MCP server for PHP Xdebug debugging with breakpoints, stepping, and variable in…
|
B 70 4⁄3 | ||||||||
| 21370 |
serial-mcp-server
Claim
A comprehensive MCP server for serial port communication
|
B 70 4⁄3 | ||||||||
| 21371 |
Qontinui MCP Server
Claim
Enables AI-driven visual automation by connecting to Qontinui Runner to load wo…
|
B 70 4⁄3 | ||||||||
| 21372 |
Inject deep domain knowledge into any AI agent
|
B 70 3⁄3 | ||||||||
| 21373 |
winx-code-agent
Claim
A high-performance Rust reimplementation of WCGW for code agents, providing she…
|
B 70 4⁄3 | ||||||||
| 21374 |
MCP server for the Transkribus REST API. Manage collections, documents, HTR/OCR…
|
B 70 4⁄3 | ||||||||
| 21375 |
Encrypted credential vault for AI agents — auto OAuth refresh, rate limiting, a…
|
B 70 3⁄3 | ||||||||
| 21376 |
An MCP server that enables AI assistants to control HTTP Toolkit for intercepti…
|
B 70 3⁄3 | ||||||||
| 21377 |
An unofficial bridge that enables AI models to interact with the LunaTask API f…
|
B 70 4⁄4 | ||||||||
| 21378 |
|
B 70 3⁄3 | ||||||||
| 21379 |
Fonoster MCP Server
Claim
MCP server that lists applications and phone numbers, and initiates outbound ca…
|
B 70 4⁄4 | ||||||||
| 21380 |
A lightweight RAG system that provides an MCP server for searching and interact…
|
B 70 4⁄3 | ||||||||
| 21381 |
The world’s first open-source MCP monetization platform, to quickly create and …
|
B 70 4⁄3 | ||||||||
| 21382 |
BYOK vault, provider API key guidance, usage visibility, and SkillFM Beacon che…
|
B 70 3⁄3 | ||||||||
| 21383 |
A flexible proxy server that aggregates multiple backend MCP servers into a sin…
|
B 70 4⁄4 | ||||||||
| 21384 |
Enables 70-90% LLM API cost reduction by compressing conversation history via l…
|
B 70 3⁄3 | ||||||||
| 21385 |
Read, send, search & manage Instagram DMs through AI assistants. 15 tools, cook…
|
B 70 3⁄3 | ||||||||
| 21386 |
Enables AI assistants to interact with Gramps genealogy databases for intellige…
|
B 70 4⁄4 | ||||||||
| 21387 |
MCP server for Google Gemini AI - text, image, video, research, and more
|
B 70 4⁄3 | ||||||||
| 21388 |
Trade Me MCP Server
Claim
Enables AI assistants to interact with New Zealand's largest online marketplace…
|
B 70 4⁄4 | ||||||||
| 21389 |
matlab-mcp-core-server
Claim
Run MATLAB® using AI applications with the official MATLAB MCP Server from Math…
|
B 70 4⁄3 | ||||||||
| 21390 |
Enables real-time solar data from Fronius inverters via Claude, allowing natura…
|
B 70 3⁄3 | ||||||||
| 21391 |
An extension that implements the Model Context Protocol for Directus, enabling …
|
B 70 4⁄4 | ||||||||
| 21392 |
Enables comprehensive TestRail test management integration with support for pro…
|
B 70 4⁄4 | ||||||||
| 21393 |
Finance MCP Server
Claim
Enables personal finance tracking through Claude Desktop using natural language…
|
B 70 3⁄3 | ||||||||
| 21394 |
Tamper-evident attestation tools for AI agents — on-chain receipts on Hedera Ha…
|
B 70 3⁄3 | ||||||||
| 21395 |
AI-to-AI communication protocol for Claude, Gemini, and other AI assistants
|
B 70 4⁄3 | ||||||||
| 21396 |
Enables AI agents to access Saudi market data, including company profiles, mark…
|
B 70 3⁄3 | ||||||||
| 21397 |
Google Chat MCP Sever (Extendable to Teams,Slack.)
|
B 70 4⁄3 | ||||||||
| 21398 |
MCP server for Altmetric APIs - track research attention across news, policy, s…
|
B 70 4⁄3 | ||||||||
| 21399 |
Manifold
Claim
Operation-first .NET foundation for generating fast CLI and MCP surfaces from a…
|
B 70 3⁄3 | ||||||||
| 21400 |
A swiss-knife MCP server for analysing PCAP files
|
B 70 3⁄3 | ||||||||