MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 1 hour, 58 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 51501 |
Core AI Toolkit - a modular MCP server that extends AI assistants with practica…
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| 51502 |
fylings
Claim
Search, verify & screen 1M+ African companies + their government contracts acro…
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| 51503 |
canary-mcp
Claim
A visual canary that detects context rot and silent model degradation in long a…
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| 51504 |
tldw-mcp
Claim
MCP server that extracts YouTube video transcripts (including metadata) as Mark…
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| 51505 |
AgniGateway Marketplace
Claim
AI marketplace — flights, tours, activities, transport & more via MCP. No auth …
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| 51506 |
Secure, read-only access to Amazon Redshift with schema introspection and smart…
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| 51507 |
Affiliate Networks MCP
Claim
Affiliate network reporting in your AI client. Bring your own keys. Most adapte…
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| 51508 |
Sugra API
Claim
Gateway between LLM agents and world data through eight tools and a bundled end…
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| 51509 |
workopia
Claim
Workopia - free MCP for global job search, PDF resume builder, and AI career ad…
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| 51510 |
foldkit
Claim
Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and…
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| 51511 |
maya-mcp-server
Claim
MCP server for interacting with Autodesk Maya sessions, enabling multi-session …
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| 51512 |
Enables notes management, weather and news search, document ingestion and RAG-b…
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| 51513 |
ASON MCP Server
Claim
Enables compression and decompression of JSON data using the token-optimized AS…
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| 51514 |
mcp-kql-server
Claim
MCP server for executing Kusto Query Language (KQL) queries against Azure Data …
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| 51515 |
MCP-123
Claim
A lightweight implementation that provides the simplest way to set up an MCP se…
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| 51516 |
guidetopharmacology
Claim
Enables access to the IUPHAR/BPS Guide to PHARMACOLOGY database for querying dr…
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| 51517 |
pash-mcp-server
Claim
Standalone MCP server with PASH compression. Saves ~87% LLM tokens via dynamic …
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| 51518 |
Anki MCP
Claim
Enables AI assistants like Claude to interact with Anki flashcard decks through…
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| 51519 |
LLM-Wiki-MCP
Claim
Local knowledge base built from PDF lecture slides on Agentic Coding, exposed a…
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| 51520 |
LLM Gateway
Claim
Centralized gateway for multiple AWS Bedrock models through the Model Context P…
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| 51521 |
ZEVO Host MCP Server
Claim
Gives AI agents read-only access to ZEVO financial data, enabling queries about…
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| 51522 |
optionsahoy-mcp
Claim
Equity comp tax/trade optimizer: ISO/AMT exercise, NSO, RSU, QSBS, concentratio…
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| 51523 |
FactCheck MCP Toolkit
Claim
MCP server for automatic fact-checking of political claims by querying official…
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| 51524 |
MCP Translation Service
Claim
Provides multilingual text translation capabilities using Baidu Translate API w…
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| 51525 |
mcp-local-prompt-server
Claim
An MCP server that dynamically registers prompt templates from local files and …
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| 51526 |
GIM-MCP
Claim
An educational interaction management system that uses MCP and Ollama to create…
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| 51527 |
qaLabMcp
Claim
A local MCP server providing 7 QA testing tools for client validation, test cas…
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| 51528 |
Cursor Feedback MCP
Claim
Enables interactive feedback with image support in Cursor, allowing users to pa…
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| 51529 |
mesh-memory
Claim
Self-hosted semantic memory for AI agents. Save worklogs, decisions, and notes …
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| 51530 |
Math MCP Server
Claim
Enables mathematical operations such as addition, subtraction, multiplication, …
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| 51531 |
Odybook MCP Server
Claim
Enables AI assistants to search tours, check availability, and manage bookings …
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| 51532 |
AI-PR-Review-MCP
Claim
An MCP server that automates pull request reviews using multiple LLM providers …
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| 51533 |
inked
Claim
inked
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| 51534 |
ourairports-mcp-server
Claim
Resolve airport codes (IATA/ICAO/GPS/local), search airports, find the nearest …
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| 51535 |
harness-fe
Claim
A source-aware MCP server that connects AI agents to browser and server runtime…
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| 51536 |
Code graph context engine with 24 MCP tools. 170+ languages via tree-sitter.
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| 51537 |
mcp_mtrade_tis
Claim
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| 51538 |
VS2908
Claim
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| 51539 |
container-mcp
Claim
MCP server for Apple container to manage, build, inspect, and diagnose Linux co…
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| 51540 |
mcp-airtable
Claim
Enables AI assistants to perform complete CRUD operations on Airtable bases, ta…
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| 51541 |
Wave MCP Server
Claim
MCP server for Wave accounting that provides tools for managing chart of accoun…
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| 51542 |
Astron MCP
Claim
An MCP server that wraps multiple vendors' Coding Plan services (iFlytek Spark,…
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| 51543 |
MCP Notes Server
Claim
A Model Context Protocol (MCP) server for developer note-taking, allowing users…
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| 51544 |
Base chain DeFi yield API for AI agents. Top yield opportunities on Base L2: Ae…
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| 51545 |
Enables executing Python code, managing environments and packages, and performi…
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| 51546 |
empresa-mcp-demo
Claim
Demonstration MCP server for Claude Team integration, enabling querying of samp…
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| 51547 |
Logic Pro MCP
Claim
Local MCP server for stateful, fail-closed Logic Pro control and live project r…
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| 51548 |
Librarian
Claim
Provides AI agents with persistent knowledge storage, enabling them to store, s…
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| 51549 |
saas-alerts-mcp
Claim
MCP server for Kaseya SaaS Alerts, providing tools to query security events, ma…
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| 51550 |
mcp-server-tibet
Claim
TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERI…
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