MCP Server Quality Scores
Independent quality analysis of 33379 public MCP servers
Last updated 34 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15551 |
Crawl, embed, chunk, search, and retrieve information from datasets through [Tr…
|
F 30 5⁄5 | ||||||||
| 15552 |
Explore and discover video games from the Internet Game Database. Search titles…
|
F 30 6⁄6 | ||||||||
| 15553 |
An open-source platform for Retrieval-Augmented Generation (RAG). Upload docume…
|
F 30 5⁄5 | ||||||||
| 15554 |
138-tool MCP server for AI agent firms: security, A2A, Hebbian memory, fleet mg…
|
F 30 5⁄4 | ||||||||
| 15555 |
Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How…
|
F 30 5⁄4 | ||||||||
| 15556 |
Intent-based project documentation server that automatically maps natural langu…
|
F 30 5⁄5 | ||||||||
| 15557 |
Enables AI assistants to control Universal Robots through real-time connection …
|
F 30 5⁄5 | ||||||||
| 15558 |
Enables Claude Desktop to interact with Snowflake databases through natural-lan…
|
F 30 5⁄4 | ||||||||
| 15559 |
Enables AI-powered image generation from text prompts using fal.ai models direc…
|
F 30 5⁄4 | ||||||||
| 15560 |
An MCP server for retrieving and filtering logs from Mezmo with a quota-conscio…
|
F 30 5⁄5 | ||||||||
| 15561 |
An MCP server that integrates Alibaba Cloud DashScope's FLUX model to provide A…
|
F 30 5⁄5 | ||||||||
| 15562 |
AI Agents framework with 64+ built-in tools for search, memory, workflows, code…
|
F 30 5⁄4 | ||||||||
| 15563 |
Connects AI assistants to personal lifelog data from Limitless AI, enabling use…
|
F 30 5⁄5 | ||||||||
| 15564 |
An MCP server that uses AI to generate structured Asana project plans from dive…
|
F 30 5⁄5 | ||||||||
| 15565 |
Enables querying an internal LightRAG knowledge base to retrieve technical docu…
|
F 30 5⁄5 | ||||||||
| 15566 |
Built as a Model Context Protocol (MCP) server that provides advanced web searc…
|
F 30 5⁄5 | ||||||||
| 15567 |
Evolve and optimize solutions across multiple generations using genetic algorit…
|
F 30 5⁄4 | ||||||||
| 15568 |
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time…
|
F 30 5⁄5 | ||||||||
| 15569 |
A server-based tool that enables the generation of mathematical animations from…
|
F 30 5⁄5 | ||||||||
| 15570 |
A comprehensive server that enables AI applications to interact with Microsoft …
|
F 30 5⁄5 | ||||||||
| 15571 |
An observational memory server that uses LLM agents to capture, compress, and r…
|
F 30 5⁄4 | ||||||||
| 15572 |
Triplewhale MCP Server
|
F 30 6⁄4 | ||||||||
| 15573 |
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
|
F 30 5⁄4 | ||||||||
| 15574 |
VariFlight's official MCP server provides tools to query flight, weather, comfo…
|
F 30 5⁄4 | ||||||||
| 15575 |
An MCP server that wraps the Telegram Bot API into semantic tools for LLM agent…
|
F 30 5⁄4 | ||||||||
| 15576 |
7-layer recursive agent memory with context branching, holographic recall, drea…
|
F 30 5⁄5 | ||||||||
| 15577 |
A lightweight server that uses ChatGPT to qualify leads using the BANT framewor…
|
F 30 5⁄5 | ||||||||
| 15578 |
Tokenized user identity and virtual Visa cards for AI agents. Delegated user co…
|
F 30 5⁄4 | ||||||||
| 15579 |
A semantic search MCP server that provides historical question-and-answer capab…
|
F 30 5⁄5 | ||||||||
| 15580 |
An MCP server that enables sending Markdown-formatted notifications to Microsof…
|
F 30 5⁄5 | ||||||||
| 15581 |
🔥🔥🔥 Enterprise AI middleware, alternative to unifyapps, n8n, lyzr
|
F 30 6⁄6 | ||||||||
| 15582 |
An MCP server that automates the continuation of AI tasks by intercepting tool …
|
F 30 5⁄4 | ||||||||
| 15583 |
An MCP server for CSV files.
|
F 30 5⁄5 | ||||||||
| 15584 |
Enable AI agents to perform sequential thinking processes with dynamic thought …
|
F 30 5⁄4 | ||||||||
| 15585 |
Provides access to over 5,000 macroeconomic indicators from the Banco Central d…
|
F 30 5⁄5 | ||||||||
| 15586 |
Enables semantic search and RAG (Retrieval Augmented Generation) over your Appl…
|
F 30 5⁄4 | ||||||||
| 15587 |
Manage Apache Ambari clusters effortlessly. Start, stop, and restart services; …
|
F 30 5⁄4 | ||||||||
| 15588 |
Enables secure interactions with cryptocurrency daemon RPC interfaces through A…
|
F 30 5⁄5 | ||||||||
| 15589 |
An example MCP server that integrates WorkOS AuthKit to enable secure remote cl…
|
F 30 5⁄5 | ||||||||
| 15590 |
Implements Chain of Thought methodology for extended sequential thinking on com…
|
F 30 5⁄5 | ||||||||
| 15591 |
Raycast workflow automation MCP server with 9 tools
|
F 30 5⁄4 | ||||||||
| 15592 |
Fetch YouTube subtitles
|
F 30 5⁄5 | ||||||||
| 15593 |
Provides comprehensive BioPython capabilities for biological sequence analysis,…
|
F 30 5⁄5 | ||||||||
| 15594 |
Connects the Pipedrive API v2 to LLM applications, providing read-only access t…
|
F 30 5⁄5 | ||||||||
| 15595 |
A state-based agent orchestration system that allows transitions between differ…
|
F 30 5⁄4 | ||||||||
| 15596 |
Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using…
|
F 30 5⁄5 | ||||||||
| 15597 |
A behavioral intelligence server that detects a user's unique interaction style…
|
F 30 5⁄4 | ||||||||
| 15598 |
A reference MCP server for Cloudflare Workers that provides remote connection s…
|
F 30 5⁄5 | ||||||||
| 15599 |
Enables comprehensive product management for e-commerce with CRUD operations, A…
|
F 30 5⁄5 | ||||||||
| 15600 |
A Python-based MCP server that crawls websites to extract and save content as m…
|
F 30 5⁄5 | ||||||||