MCP Server Quality Scores
Independent quality analysis of 47628 public MCP servers
Last updated 1 hour, 43 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 24051 |
A tool for querying and analyzing materials data from the Materials Project dat…
|
C 55 4⁄4 | ||||||||
| 24052 |
|
C 55 4⁄3 | ||||||||
| 24053 |
MCP Document Processor
Claim
An intelligent document processing system that automatically classifies, extrac…
|
C 55 4⁄4 | ||||||||
| 24054 |
OpenSCAD MCP Server
Claim
Enables users to generate parametric 3D models from text descriptions or images…
|
C 55 4⁄4 | ||||||||
| 24055 |
Automates the creation and scheduling of LinkedIn posts using MCP server integr…
|
C 55 4⁄4 | ||||||||
| 24056 |
A production management server for Docker Compose applications that handles sys…
|
C 55 4⁄3 | ||||||||
| 24057 |
x402 payment wrapper for AI Agents and MCP Servers. USDC settlements on Base L2.
|
C 55 3⁄3 | ||||||||
| 24058 |
A Model Context Protocol (MCP) server implementation that enables LLMs to inter…
|
C 55 4⁄3 | ||||||||
| 24059 |
contentrain
Claim
Local-first MCP server for AI content governance — models, content, validation,…
|
C 55 4⁄3 | ||||||||
| 24060 |
MCP server for Wildberries Seller API — products, orders, supplies, analytics, …
|
C 55 3⁄3 | ||||||||
| 24061 |
MCP server for Android emulator automation via ADB.
|
C 55 4⁄3 | ||||||||
| 24062 |
mcp-integrations
Claim
mcp integrations for popular services and apis
|
C 55 4⁄3 | ||||||||
| 24063 |
Exposes public weather and climate data through a standardized API, allowing AI…
|
C 55 4⁄4 | ||||||||
| 24064 |
RPG Ledger MCP Server
Claim
Enables AI assistants to act as RPG Game Masters by managing campaign state inc…
|
C 55 4⁄4 | ||||||||
| 24065 |
Enables interaction with Google's Street View Publish API for publishing and ma…
|
C 55 4⁄4 | ||||||||
| 24066 |
Enables AI assistants to interact with Airtable databases by listing accessible…
|
C 55 4⁄4 | ||||||||
| 24067 |
A Python implementation of the MCP server that enables AI models to connect wit…
|
C 55 4⁄4 | ||||||||
| 24068 |
Enables calculation of European option prices and Greeks (like Delta, Vega, The…
|
C 55 4⁄4 | ||||||||
| 24069 |
Shellagent MCP Server
Claim
A Model Context Protocol (MCP) server that can be deployed locally via stdio or…
|
C 55 4⁄4 | ||||||||
| 24070 |
A Multi-Agent Conversation Protocol server that enables interaction with the Cl…
|
D 54 4⁄4 | ||||||||
| 24071 | D 54 4⁄3 | |||||||||
| 24072 |
MCP Server for Text to Speech
|
D 54 4⁄3 | ||||||||
| 24073 |
Enables interaction with the Turbopuffer vector database to manage namespaces a…
|
D 54 4⁄3 | ||||||||
| 24074 |
An MCP server for Zoho Creator's Scaflog application that provides note managem…
|
D 54 4⁄3 | ||||||||
| 24075 |
Enables asynchronous and parallel execution of Claude Code tasks across multipl…
|
D 54 4⁄3 | ||||||||
| 24076 |
BaseLayer
Claim
Re-usable multi part components built on React Aria and TailwindCSS.
|
D 54 4⁄3 | ||||||||
| 24077 |
A local vector database system that provides LLM coding agents with fast, effic…
|
D 54 4⁄3 | ||||||||
| 24078 |
Provides access to Tushare financial data through the Model Context Protocol, e…
|
D 54 4⁄4 | ||||||||
| 24079 |
MCP server for Databricks, BigQuery, PostgreSQL, MySQL, SQL Server, SQLite, Mar…
|
D 54 3⁄3 | ||||||||
| 24080 |
A Model Context Protocol server that provides AI models with structured access …
|
D 54 4⁄4 | ||||||||
| 24081 |
kitwork
Claim
Automate kit workflows effortlessly with a lightweight, high-performance, fast,…
|
D 54 4⁄3 | ||||||||
| 24082 |
UptimeRobot MCP API
Claim
A management server for UptimeRobot that enables natural language processing th…
|
D 54 4⁄4 | ||||||||
| 24083 |
register
Claim
|
D 54 4⁄3 | ||||||||
| 24084 |
mcp-azure-devops
Claim
Azure DevOps MCP for querying repositories, pipelines, work items, and delivery…
|
D 54 4⁄3 | ||||||||
| 24085 |
gcloud MCP Cloud Run
Claim
Enables interaction with Google Cloud Platform services through gcloud CLI comm…
|
D 54 4⁄4 | ||||||||
| 24086 |
Enables comprehensive video and audio processing using FFmpeg, supporting tasks…
|
D 54 4⁄3 | ||||||||
| 24087 |
A bridge that connects the Model Context Protocol to the Gemini CLI via the Age…
|
D 54 4⁄4 | ||||||||
| 24088 |
MCP server for reverse engineering that enables interaction with IDA Pro for an…
|
D 54 4⁄3 | ||||||||
| 24089 |
An MCP server that provides multiple file conversion tools for AI agents, suppo…
|
D 54 4⁄4 | ||||||||
| 24090 |
Tools and resources for writing Effect code in Typescript.
|
D 54 4⁄4 | ||||||||
| 24091 |
|
D 54 3⁄3 | ||||||||
| 24092 |
umbraco-mcp
Claim
A model context protocol (MCP) server for Umbraco
|
D 54 4⁄4 | ||||||||
| 24093 |
Raworc MCP Server
Claim
Enables AI assistants to interact with Raworc's agent runtime platform through …
|
D 54 4⁄4 | ||||||||
| 24094 |
LLM-native optimization solver: LP, MIP, portfolio & scheduling via HiGHS/OR-To…
|
D 54 4⁄3 | ||||||||
| 24095 |
awesome-mcp-servers
Claim
This awesome list is automatically generated and regularly updated to ensure yo…
|
D 54 3⁄3 | ||||||||
| 24096 |
SuiAgentic
Claim
A FastAPI-based application that enables document embedding and semantic retrie…
|
D 54 4⁄4 | ||||||||
| 24097 |
Provides natural language access to South Korean corporate disclosure data, fin…
|
D 54 4⁄4 | ||||||||
| 24098 |
Enables secure remote access operations through SSH, SFTP, rsync, VPN, and tunn…
|
D 54 4⁄4 | ||||||||
| 24099 |
A lightweight bridge extension that enables Claude Desktop to connect to VSCode…
|
D 54 4⁄3 | ||||||||
| 24100 |
An MCP server that enables users to search for recipes and cooking instructions…
|
D 54 4⁄4 | ||||||||
