MCP Server Quality Scores
Independent quality analysis of 57580 public MCP servers
Last updated 18 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 14951 |
Provides unified access to multiple cloud object storage services (Huawei OBS, …
|
F 30 6⁄6 | ||||||||
| 14952 |
Enables LLM interactions with Juniper Junos network devices, allowing natural l…
|
F 30 5⁄5 | ||||||||
| 14953 |
AI-native security toolkit — fray go target.com scans everything. 7,600+ payloa…
|
F 30 5⁄4 | ||||||||
| 14954 |
An MCP server implementing the Chain-of-Recursive-Thoughts (CoRT) methodology t…
|
F 30 5⁄5 | ||||||||
| 14955 |
An MCP server that uses AI to generate structured Asana project plans from dive…
|
F 30 5⁄5 | ||||||||
| 14956 |
Enables efficient code navigation and retrieval through natural language search…
|
F 30 5⁄4 | ||||||||
| 14957 |
Analyzes survey comments from CSV files using morphological analysis and AI to …
|
F 30 5⁄5 | ||||||||
| 14958 |
Enhances Claude AI with persistent memory storage for Infrastructure-as-Code co…
|
F 30 5⁄5 | ||||||||
| 14959 |
Enables AI-powered payment management for Bayarcash, allowing users to create p…
|
F 30 5⁄5 | ||||||||
| 14960 |
An MCP server that provides seamless integration with Claude Desktop for queryi…
|
F 30 5⁄5 | ||||||||
| 14961 |
Provides traffic prediction and route optimization tools that consume a REST AP…
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F 30 5⁄5 | ||||||||
| 14962 |
An MCP server that enables interaction with local camera devices to capture and…
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F 30 5⁄4 | ||||||||
| 14963 |
An MCP server for macOS that enables AI agents to control the desktop GUI throu…
|
F 30 5⁄4 | ||||||||
| 14964 |
A tool for Model Context Protocol (MCP) that allows you to analyze web content …
|
F 30 5⁄5 | ||||||||
| 14965 |
An MCP server that enables communication with users through Telegram. This serv…
|
F 30 5⁄5 | ||||||||
| 14966 |
Enables searching news articles and retrieving top headlines from the GNews API…
|
F 30 5⁄5 | ||||||||
| 14967 |
Facilitates interaction with AWS Bedrock-enabled tools by implementing Anthropi…
|
F 30 5⁄5 | ||||||||
| 14968 |
Integrates Dify's external knowledge base API with the Model Context Protocol t…
|
F 30 5⁄5 | ||||||||
| 14969 |
|
F 30 5⁄4 | ||||||||
| 14970 |
Intent-based project documentation server that automatically maps natural langu…
|
F 30 5⁄5 | ||||||||
| 14971 |
Enables natural language interface for single-cell RNA-Seq analysis using Liana…
|
F 30 5⁄5 | ||||||||
| 14972 |
Chat application with multi-agents system supports multi-models and MCP
|
F 30 5⁄4 | ||||||||
| 14973 |
Connects the Pipedrive API v2 to LLM applications, providing read-only access t…
|
F 30 5⁄5 | ||||||||
| 14974 |
A persistent local memory for AI, LLMs, or Copilot in VS Code.
|
F 30 5⁄4 | ||||||||
| 14975 |
# Stop Building Features Based on Assumptions
**Spec Iterator** conducts stru…
|
F 30 5⁄4 | ||||||||
| 14976 |
Exposes SOAP-based web services as MCP servers by parsing WSDL files. Enables A…
|
F 30 5⁄5 | ||||||||
| 14977 |
Enables semantic search and RAG (Retrieval Augmented Generation) over your Appl…
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F 30 5⁄4 | ||||||||
| 14978 |
A lightweight, extensible cybersecurity toolkit that connects AI assistants to …
|
F 30 5⁄5 | ||||||||
| 14979 |
Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with…
|
F 30 5⁄5 | ||||||||
| 14980 |
A basic MCP server that provides arithmetic calculation tools and system inform…
|
F 30 5⁄4 | ||||||||
| 14981 |
Helps users discover and install MCP servers from PlayMCP using hybrid search (…
|
F 30 5⁄5 | ||||||||
| 14982 |
An MCP server for analyzing, manipulating, and documenting PICO-8 game carts us…
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F 30 5⁄4 | ||||||||
| 14983 |
A framework for extending AI capabilities through remote control, calculations,…
|
F 30 5⁄5 | ||||||||
| 14984 |
Search VeChain documentation, query on-chain data, and fetch fee suggestions wi…
|
F 30 6⁄6 | ||||||||
| 14985 |
A Model Context Protocol server implementation that provides tools for querying…
|
F 30 5⁄4 | ||||||||
| 14986 |
Spectra Finance MCP server: yield discovery, PT/YT, looping, Morpho, 10 chains
|
F 30 5⁄4 | ||||||||
| 14987 |
Turn any MCP server into a type-safe TypeScript SDK in seconds - with OAuth …
|
F 30 6⁄6 | ||||||||
| 14988 |
An MCP server that enables AI clients to delegate tasks to autonomous developer…
|
F 30 5⁄5 | ||||||||
| 14989 |
Enables searching for groceries and automatically adding items to cart through …
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F 30 5⁄5 | ||||||||
| 14990 |
A demonstration server showing MCP implementation in Python with resource handl…
|
F 30 5⁄4 | ||||||||
| 14991 |
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
|
F 30 6⁄6 | ||||||||
| 14992 |
An MCP server that plays local sound files on macOS using the afplay command, a…
|
F 30 5⁄4 | ||||||||
| 14993 |
An MCP server that enables AI clients like Cursor, Windsurf, and Claude Desktop…
|
F 30 5⁄5 | ||||||||
| 14994 |
TypeScript implementation of the Model Context Protocol that standardizes how L…
|
F 30 5⁄4 | ||||||||
| 14995 |
A proof-of-concept Model Context Protocol server that enables LLM applications …
|
F 30 5⁄5 | ||||||||
| 14996 |
Bitget API to fetch cryptocurrency price.
|
F 30 5⁄5 | ||||||||
| 14997 |
NCP orchestrates your entire MCP ecosystem through intelligent discovery, elimi…
|
F 30 5⁄4 | ||||||||
| 14998 |
Connects Claude AI to Blender through the Model Context Protocol, enabling AI-a…
|
F 30 5⁄4 | ||||||||
| 14999 |
Enables processing of Excel, Word, and PDF documents through reading, writing, …
|
F 30 5⁄4 | ||||||||
| 15000 |
A FastMCP server implementation that facilitates resource-based access to AI mo…
|
F 30 5⁄5 | ||||||||