MCP Server Quality Scores
Independent quality analysis of 57597 public MCP servers
Last updated 2 hours, 24 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 16501 |
An MCP server that integrates the ZepAi module to provide long-term memory and …
|
F 25 5⁄5 | ||||||||
| 16502 |
Easiest framework for building MCP servers with automatic discovery of tools, p…
|
F 25 5⁄4 | ||||||||
| 16503 |
A powerful MCP server that connects AI assistants to authoritative natural haza…
|
F 25 5⁄5 | ||||||||
| 16504 |
Enables automated end-to-end testing powered by Playwright where test cases are…
|
F 25 5⁄4 | ||||||||
| 16505 |
A specialized MCP server that enables AI agents to interact with Reddit, includ…
|
F 25 5⁄5 | ||||||||
| 16506 |
A server that enables uploading files to Qiniu Cloud Storage through a standard…
|
F 25 5⁄5 | ||||||||
| 16507 |
A TypeScript server that provides Claude AI with seamless access to any GraphQL…
|
F 25 5⁄5 | ||||||||
| 16508 |
Enables users to fetch real-time cryptocurrency market data from Binance includ…
|
F 25 5⁄5 | ||||||||
| 16509 |
Open-source cross-agent memory layer for coding agents via MCP. Compatible with…
|
F 25 5⁄4 | ||||||||
| 16510 |
Provides AI-powered development assistance with continuous chain-of-thought rea…
|
F 25 5⁄5 | ||||||||
| 16511 |
Predictive dependency security engine. Trust scores, zombie detection, blast ra…
|
F 25 5⁄4 | ||||||||
| 16512 |
MCP server that allocates Google Colab GPU runtimes (T4/L4) and executes Python…
|
F 25 5⁄4 | ||||||||
| 16513 |
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM …
|
F 25 5⁄5 | ||||||||
| 16514 |
An MCP server for PyAutoGUI
|
F 25 5⁄4 | ||||||||
| 16515 |
MCP server for AI agent identity — verify agents with Ed25519 signatures, check…
|
F 25 5⁄5 | ||||||||
| 16516 |
Detect developer stress, focus, fatigue from typing. Block dangerous commands w…
|
F 25 5⁄4 | ||||||||
| 16517 |
Provides secure integration between MCP clients and IBM Data Intelligence servi…
|
F 25 5⁄5 | ||||||||
| 16518 |
Enables users to search for vehicles and retrieve detailed listing information …
|
F 25 5⁄4 | ||||||||
| 16519 |
AI agent governance MCP server with policy enforcement, quantum-safe audit trai…
|
F 25 5⁄4 | ||||||||
| 16520 |
MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OC…
|
F 25 5⁄5 | ||||||||
| 16521 |
Links IoT devices to AI large models using the MCP and MQTT protocols, enabling…
|
F 25 5⁄5 | ||||||||
| 16522 |
Enables AI agents to control Alexa-connected smart home devices, including voic…
|
F 25 5⁄5 | ||||||||
| 16523 |
Enables comprehensive patent information queries and analytics including fuzzy …
|
F 25 6⁄6 | ||||||||
| 16524 |
An MCP server that integrates FindMine's product styling and outfit recommendat…
|
F 25 5⁄5 | ||||||||
| 16525 |
Enables AI agents to search restaurants, browse menus, and manage DoorDash cart…
|
F 25 5⁄4 | ||||||||
| 16526 |
Enables Claude Desktop to interactively capture and analyze Zoho CRM timeline s…
|
F 25 5⁄4 | ||||||||
| 16527 |
Production engineering standards for AI coding assistants. Setup once, remove w…
|
F 25 5⁄5 | ||||||||
| 16528 |
Provides AI agents with secure, natural-language access to Oracle Cloud Infrast…
|
F 25 5⁄5 | ||||||||
| 16529 |
Upload files to file.kiwi and get shareable links instantly.
|
F 25 5⁄4 | ||||||||
| 16530 |
AI image generation & editing MCP server with 1,500+ curated prompt library, sm…
|
F 25 5⁄5 | ||||||||
| 16531 |
Deep research MCP server for OpenAI Responses API or Open Deep Research (smolag…
|
F 25 5⁄5 | ||||||||
| 16532 |
A Node.js server that integrates with pytest to facilitate the ModelContextProt…
|
F 25 5⁄4 | ||||||||
| 16533 |
Provides programmatic access to Apple Voice Memos on macOS, enabling AI assista…
|
F 25 5⁄4 | ||||||||
| 16534 |
AI agent cost intelligence — track spend across providers, optimize model selec…
|
F 25 6⁄6 | ||||||||
| 16535 |
MCP server for OpenTable - let AI agents book restaurant reservations and manag…
|
F 25 5⁄4 | ||||||||
| 16536 |
A Node.js and TypeScript server project that provides a simple starter example …
|
F 25 5⁄4 | ||||||||
| 16537 |
MCP Server Framework and Tool Development library for building custom capabilit…
|
F 25 5⁄4 | ||||||||
| 16538 |
Bidirectional CSV <> JSON <> Markdown transformer
|
F 25 5⁄4 | ||||||||
| 16539 |
An AI-powered automation tool development platform that provides modular archit…
|
F 25 5⁄5 | ||||||||
| 16540 |
Enables AI assistants to remove backgrounds from images using the Poof API via …
|
F 25 6⁄6 | ||||||||
| 16541 |
A Node.js proxy that enables communication between stdio-based clients and HTTP…
|
F 25 5⁄5 | ||||||||
| 16542 |
Google Toolbox
|
F 25 5⁄4 | ||||||||
| 16543 |
Provides tools for managing IP assets and licenses, interacting with the Story …
|
F 25 5⁄5 | ||||||||
| 16544 |
AI-powered prompt refinement with adaptive questioning and multi-provider suppo…
|
F 25 5⁄4 | ||||||||
| 16545 |
mcp.jina.ai/sse
|
F 25 6⁄6 | ||||||||
| 16546 |
Enables AI assistants to search for business leads using FlashLeads' web harves…
|
F 25 5⁄5 | ||||||||
| 16547 |
Manage Gmail end-to-end: search, read, send, draft, label, and organize threads…
|
F 25 6⁄6 | ||||||||
| 16548 |
Provides AI assistants with semantic search access to the MAGMA computational a…
|
F 25 5⁄5 | ||||||||
| 16549 |
Allows you to automate or monitor business operations, sales recorder, POS soft…
|
F 25 5⁄5 | ||||||||
| 16550 |
Enables searching for job opportunities across multiple platforms like Upwork, …
|
F 25 5⁄5 | ||||||||