MCP Server Quality Scores
Independent quality analysis of 67291 public MCP servers
Last updated 1 hour, 1 minute ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 62551 |
agentic-patterns
Claim
Exposes the Agentic Patterns Catalog as MCP resources and tools for AI coding a…
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| 62552 |
Branch Diagnostics MCP
Claim
An MCP server that enables AI assistants to diagnose network and service proble…
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| 62553 |
harpa
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| 62554 |
Jira MCP Server
Claim
Enables AI agents to interact with Jira Cloud, including listing boards and iss…
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| 62555 |
tickiti-mcp
Claim
An MCP server that exposes the Tickiti helpdesk API to AI assistants, enabling …
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| 62556 |
JobSpy MCP Server
Claim
Enables job search and scraping across multiple job boards (LinkedIn, Indeed, G…
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| 62557 |
Icon MCP Server
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Provides unified search across multiple icon libraries with fuzzy search, cachi…
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| 62558 |
Enables AI assistants to retrieve, search, and compare procurement documents us…
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| 62559 |
frameshot
Claim
Enables AI agents to render and screenshot isolated UI components instantly acr…
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| 62560 |
mcp-lab-agent
Claim
Autonomous QA testing MCP server that analyzes, fixes, and learns from test fai…
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| 62561 |
GitBridge
Claim
Enables AI assistants to analyze GitHub repositories, including fetching reposi…
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| 62562 |
Context Pilot
Claim
MCP server providing persistent, searchable memory management for AI workflows,…
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| 62563 |
Pipeline Assistant MCP
Claim
An MCP server that automates CI/CD pipeline creation, analysis, and security en…
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| 62564 |
hevymcp2
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| 62565 |
3dstreet
Claim
Drive an open 3DStreet scene tab from Claude Desktop or Claude Code via MCP too…
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| 62566 |
vibsync
Claim
One shared brain for your AI coding agents: team memory, agent Q&A, tasks, and …
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| 62567 |
Enables Claude to store and retrieve information with semantic search using Qdr…
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| 62568 |
cloud-command
Claim
Enables LLMs to create, destroy, and manage AWS EC2 instances, including runnin…
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| 62569 |
Maven Decoder MCP Server
Claim
A comprehensive MCP server for analyzing Maven jar files in the local repositor…
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| 62570 |
magika-mcp
Claim
Enables AI-powered file type detection using Google Magika, identifying file ty…
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| 62571 |
mcp-india-stack
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| 62572 |
ERPNext MCP Server
Claim
A comprehensive MCP server for ERPNext providing generic, doctype-agnostic acce…
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| 62573 |
MCP Mix Server
Claim
A tutorial implementation MCP server that enables analysis of CSV and Parquet f…
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| 62574 |
qq-mcp-server
Claim
A MCP server that exposes QQ bot capabilities over Streamable HTTP, enabling cl…
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| 62575 |
Zen MCP Server
Claim
Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) …
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| 62576 |
Enables AI agents to search, retrieve, and answer grounded questions over procu…
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| 62577 |
aas-mcp
Claim
MCP server enabling AI assistants to perform full CRUD operations on Asset Admi…
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| 62578 |
Provides programmatic access to all Scoring Engine API functionality for managi…
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| 62579 |
MCP SQL Server Gateway
Claim
Enterprise-safe MCP server that enables Claude Enterprise to access approved on…
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| 62580 |
l402-search-mcp
Claim
Provides a pay-per-query web search tool for AI agents via Lightning Network sa…
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| 62581 |
oilpriceapi
Claim
Real-time oil, gas, and commodity prices for Brent, WTI, natural gas, and 40+ c…
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| 62582 |
Deftship MCP Server
Claim
Enables AI clients to quote, ship, track, void, and manage shipments via the De…
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| 62583 |
MCP Utility Kit
Claim
Provides utility tools including random jokes, current weather, and name-based …
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| 62584 |
FlightDB
Claim
FlightDB aggregates flight data from ADS-B Exchange, one of the largest unfilte…
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| 62585 |
kie-mcp
Claim
MCP for kie.ai: 45+ image, 70+ video, 20+ audio models with model intelligence
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| 62586 |
Integrate the Trasty API with your agents to access monthly usage data seamless…
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| 62587 |
Love Oracle — Tarot
Claim
Tarot card meanings for love, and answers to the most-asked love questions, in …
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| 62588 |
Schedule Docker builds via Windows Task Scheduler — survives VS Code terminal t…
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| 62589 |
Attio MCP Server
Claim
Provides tools to interact with the Attio API, enabling management of resources…
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| 62590 |
ai-brain
Claim
Enables AI assistants like Claude and Codex to read, write, search, and travers…
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| 62591 |
Remote Math MCP Server
Claim
A Cloudflare Workers-hosted MCP server that provides basic mathematical operati…
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| 62592 |
sarvam-tools
Claim
An MCP server providing tools for speech-to-text, translation, language detecti…
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| 62593 |
claude-usage-mcp
Claim
Reports your Claude subscription usage (5-hour and weekly limits) with a foreca…
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| 62594 |
AI-native Experience Decisioning lifecycle automation for Adobe Journey Optimiz…
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| 62595 |
mcp-chainladder
Claim
Enables to perform actuarial chain-ladder reserving calculations, including IBN…
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| 62596 |
mcp-seo-auditor
Claim
MCP server for on-page SEO auditing and JSON-LD schema validation, providing to…
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| 62597 |
data-centrevaldeloire
Claim
Enables AI agents to search, query, and explore datasets from the Centre-Val de…
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| 62598 |
mcp-gera-nexus
Claim
GeraNexus MCP (placeholder) — open Agentic Commerce Protocol by Gera Services. …
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| 62599 |
spherical-memory-mcp
Claim
Enables AI agents to store and recall memories in a spherical coordinate space …
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| 62600 |
ast-editor
Claim
AST-targeted code editing MCP server with 28 surgical tools for structural edit…
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