MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 2 hours, 14 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47301 |
Enables users to enhance rough prompts into more detailed, clear, and effective…
|
— | ||||||||
| 47302 |
RefineDataMCP
Claim
Provides data preparation, anonymization, and processing tools for AI agents, h…
|
— | ||||||||
| 47303 |
Store, query, and create YAML workflow playbooks for LLM agents.
|
— | ||||||||
| 47304 |
netlinq-jenkins-mcp
Claim
Enables triggering Jenkins release and patch pipelines through natural language…
|
— | ||||||||
| 47305 |
TalkDB
Claim
Enables natural language querying of databases with multi-turn conversations, a…
|
— | ||||||||
| 47306 |
meok-abci-bridge-mcp
Claim
MEOK ABCI Bridge MCP — read-only Tendermint / Cosmos blockchain query for agent…
|
— | ||||||||
| 47307 |
Enables Large Language Models to access and manipulate Autodesk Revit models th…
|
— | ||||||||
| 47308 |
divergent-thinking-mcp
Claim
Provides a comprehensive creative thinking tool with methods like structured pr…
|
— | ||||||||
| 47309 |
basecamp-mcp-server
Claim
Enables AI assistants to interact with Basecamp projects, messages, to-dos, and…
|
— | ||||||||
| 47310 |
Maple Auction MCP
Claim
Enables natural language search of the MapleStory auction house through Claude,…
|
— | ||||||||
| 47311 |
An MCP server that lets an AI assistant read your pre-installed macOS Apple Sto…
|
— | ||||||||
| 47312 |
@git-fabric/aiana
Claim
A composable semantic memory layer that provides cross-project recall and sessi…
|
— | ||||||||
| 47313 |
Model work domains, score tasks for AI suitability, and design organisations.
|
— | ||||||||
| 47314 |
mcp-doc-search
Claim
Enables searching and retrieving documentation files from a local docs folder u…
|
— | ||||||||
| 47315 |
repro-mcp
Claim
An MCP server that logs AI-assisted scientific computing sessions, capturing pr…
|
— | ||||||||
| 47316 |
Greetings & Utilities
Claim
Greet people in multiple languages, perform quick calculations, and check curre…
|
— | ||||||||
| 47317 |
WishForge MCP
Claim
Generates viral wishes, shayari, and status packs in Indic languages using MCP …
|
— | ||||||||
| 47318 |
repodoc MCP server
Claim
Provides a local MCP server for Claude Code to retrieve relevant documentation …
|
— | ||||||||
| 47319 |
openbci-mcp
Claim
MCP server for OpenBCI hardware via BrainFlow, enabling board connection, strea…
|
— | ||||||||
| 47320 |
AndroidAPI net MCP
Claim
AndroidAPI.net MCP Connector lets Claude send SMS, WhatsApp messages, and OTPs …
|
— | ||||||||
| 47321 |
An integration server that connects to gpt-image-1 and Gemini imagen4 models, a…
|
— | ||||||||
| 47322 |
jira-api-mcp-wrapper
Claim
An MCP server that talks directly to Jira Cloud REST API v3 using static creden…
|
— | ||||||||
| 47323 |
fantasy-draft
Claim
AI fantasy football draft assistant — 2026 board, best available, sleepers, ADP…
|
— | ||||||||
| 47324 |
abstract-backend-mcp
Claim
Reusable MCP server for Python backend development with FastAPI, MongoDB, and S…
|
— | ||||||||
| 47325 |
shieldbot
Claim
AI-powered security code review for Claude Code that runs multiple scanners (Co…
|
— | ||||||||
| 47326 |
Django DRF MCP Server
Claim
Enables natural language interaction with Django REST Framework APIs by auto-di…
|
— | ||||||||
| 47327 |
tldraw-mcp
Claim
Minimal MCP server for editing tldraw .tldr files via JSON manipulation. Headle…
|
— | ||||||||
| 47328 |
Enables AI assistants to manage Racore Cloud CDN accelerated domains, including…
|
— | ||||||||
| 47329 |
directus-safe-mcp
Claim
A schema-aware, dry-run/verify-guarded MCP sidecar that wraps the Directus REST…
|
— | ||||||||
| 47330 |
ElevenLabs MCP Server
Claim
An MCP server that provides text-to-speech, speech-to-text, and voice managemen…
|
— | ||||||||
| 47331 |
statefinance-mcp
Claim
Enables querying state-level campaign finance data, including donors, expenditu…
|
— | ||||||||
| 47332 |
anthropic-mcp
Claim
Provides access to Claude models, message creation, token counting, and batch p…
|
— | ||||||||
| 47333 |
codecks-mcp
Claim
MCP server for Codecks project management, providing 38 tools to manage cards, …
|
— | ||||||||
| 47334 |
server_name
Claim
|
— | ||||||||
| 47335 |
consciousness MCP server
Claim
A pluggable vector memory server for semantic search and long-term memory, with…
|
— | ||||||||
| 47336 |
research-mcp-lab
Claim
MCP server that acts as a research intelligence agent, converting natural langu…
|
— | ||||||||
| 47337 |
Weather MCP Server
Claim
Enables real-time weather queries via Claude Desktop using OpenWeatherMap API, …
|
— | ||||||||
| 47338 |
agora
Claim
Espacio compartido y persistente por repositorio para sesiones de Claude Code: …
|
— | ||||||||
| 47339 |
MCP Nightscout
Claim
Connects AI assistants to Nightscout for real-time glucose monitoring, analysis…
|
— | ||||||||
| 47340 |
Contexta
Claim
Contexta gives AI assistants a persistent, typed memory layer backed by a knowl…
|
— | ||||||||
| 47341 |
dbt-core-mcp
Claim
Enables interaction with dbt projects via the Model Context Protocol for data a…
|
— | ||||||||
| 47342 |
shipswiftcomponents-mcp
Claim
A paid remote MCP for ShipSwift, built to return verdicts, receipts, usage logs…
|
— | ||||||||
| 47343 |
Agentverse Memory
Claim
Graph-native persistent memory for AI agents — 33 MCP tools, zero-LLM writes.
|
— | ||||||||
| 47344 |
AI Book Agent MCP Server
Claim
Provides AI assistants with intelligent access to ML textbook content through R…
|
— | ||||||||
| 47345 |
BambooHR MCP Server
Claim
A comprehensive MCP server for BambooHR with 47 tools covering employee managem…
|
— | ||||||||
| 47346 |
LeadSpark MCP
Claim
Enables AI agents to research companies and find contacts with structured data …
|
— | ||||||||
| 47347 |
ghidra-api-mcp
Claim
Helps LLMs write correct Ghidra scripts by providing API call-flows extracted f…
|
— | ||||||||
| 47348 |
vcp-mcp
Claim
Value Context Protocol tools: VCP/I tokens, CSM1 codes, VCP-Lite, and context e…
|
— | ||||||||
| 47349 |
Google Drive MCP Server
Claim
A Model Context Protocol server that provides secure integration with Google Dr…
|
— | ||||||||
| 47350 |
An MCP server that provides tools to interact with the Respona Dashboard backen…
|
— | ||||||||