MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks, 1 day ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 27451 |
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
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| 27452 |
Dokploy MCP Server
Claim
Enables AI assistants to manage cloud infrastructure through natural language b…
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| 27453 |
Debug, build, and manage Power Automate cloud flows with AI agents
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| 27454 |
pica-settings
Claim
account, team, and api key management for withPICA
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| 27455 |
text-toolkit
Claim
Transform and format text quickly to keep content clean, consistent, and readab…
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| 27456 |
Google Calendar
Claim
Manage calendars and events in your Google account from your workspace. List, s…
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| 27457 |
Sage MCP
Claim
An academic research server that provides LLMs with full-text search and retrie…
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| 27458 |
inked
Claim
inked
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| 27459 |
agency-mcp-server
Claim
On-demand access to 150+ specialist AI agent templates — search, browse, and sp…
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| 27460 |
camoufox-reverse-mcp
Claim
An anti-detection browser MCP server designed for JavaScript reverse engineerin…
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| 27461 |
Custom Search MCP Server
Claim
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
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| 27462 |
iconify-icon
Claim
Browse 200,000+ open-source vector icons across 200+ sets. Search and filter by…
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| 27463 |
Email for AI agents. Create mailboxes, send/receive emails, and auto-extract ve…
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| 27464 |
Model Context Protocol (MCP) server that interacts with Shopify Dev.
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| 27465 |
keris_edumcp_2nd
Claim
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| 27466 |
JEFit MCP Server
Claim
Enables analysis and retrieval of JEFit workout data through natural language. …
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| 27467 |
Gives AI agents persistent memory with bi-temporal tracking, automatically extr…
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| 27468 |
AI bookkeeping for QuickBooks Online — 28 tools for transactions, reports, and …
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| 27469 |
MCP Server Template
Claim
A scaffold project for building FastAPI-based Model Context Protocol servers wi…
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| 27470 |
Read and verify Content Credentials (C2PA) from images and media using the c2pa…
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| 27471 |
mcp-infra-lens
Claim
SSH Linux metrics, baselines, anomaly detection, and plain-English infrastructu…
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| 27472 |
nanmesh-mcp
Claim
12 tools that let AI agents check trust scores and reviews before recommending …
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| 27473 |
ruon-ai
Claim
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| 27474 |
A deployable MCP server on Cloudflare Workers that enables tool integration wit…
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| 27475 |
Bizfile MCP
Claim
Company intelligence and sanctions screening across 130+ jurisdictions and 328 …
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| 27476 |
Departure and admission records for AI agents with Ed25519/P-256 signatures.
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| 27477 |
Search Federal Acquisition Regulations (FAR) for government contracting.
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| 27478 |
Playwright MCP Server
Claim
Enables browser automation and web interaction through structured accessibility…
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| 27479 |
Enables searching and discovering machine learning papers, state-of-the-art ben…
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| 27480 |
Open Agreements
Claim
Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment) as…
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| 27481 |
mcp-server-251215
Claim
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| 27482 |
A Model Context Protocol server that provides AI assistants with access to Inst…
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| 27483 |
MCP server for Depyler: Python-to-Rust transpiler with analysis and verificatio…
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| 27484 |
MCP server for Site Spy — lets AI agents monitor websites for changes
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| 27485 |
networkx-mcp-server
Claim
The first NetworkX integration for Model Context Protocol, enabling graph analy…
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| 27486 |
네이버 길찾기 MCP 서버
Claim
Enables users to access Naver Maps API functionality including directions, plac…
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| 27487 |
spotify-mcp-server
Claim
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| 27488 |
companies-house
Claim
MCP server and CLI for the UK Companies House API. Search, filings, officers, d…
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| 27489 |
sf-mcp-server
Claim
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| 27490 |
emailens-mcp
Claim
# @emailens/mcp
MCP server for email compatibility analysis. Analyze, preview,…
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| 27491 |
calculator-mcp-test
Claim
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| 27492 |
A Model Context Protocol server that provides access to messages from an extern…
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| 27493 |
discord-mcp
Claim
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| 27494 |
xbtest
Claim
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| 27495 |
MCPJungle
Claim
Self-hosted MCP Server registry for enterprise AI Agents
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| 27496 |
An MCP server that repurposes text or URL content into platform-optimized posts…
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| 27497 |
chestnyznak-mcp
Claim
MCP server for Chestniy ZNAK (Честный ЗНАК) API — product marking verification.…
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| 27498 |
A ChatGPT custom connector that enables users to access, create, and manage Goo…
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| 27499 |
anneal-memory
Claim
Two-layer memory for AI agents with an immune system. Zero dependencies.
|
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| 27500 |
Campus Copilot MCP
Claim
Read-only MCP server for the local Campus Copilot BFF and imported workspace sn…
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