MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 3 hours, 26 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 28651 |
pictify-mcp
Claim
Generate images, GIFs, and PDFs using AI agents.
Pictify offers 31 tools acros…
|
D 45 2⁄4 | ||||||||
| 28652 |
### URL Shortener & Link Safety Scanner - MCP Server
The complete **URL manage…
|
D 45 2⁄4 | ||||||||
| 28653 |
ShopGraph
Claim
AI shopping agents need structured product data to compare prices, check availa…
|
D 45 2⁄4 | ||||||||
| 28654 |
ai-ebook-generator
Claim
# Scrivibe — AI eBook Generator
Generate complete, professional multi-chapter …
|
D 45 2⁄4 | ||||||||
| 28655 |
The statistical analyst in your AI chat — validated, citable, re-runnable analy…
|
D 45 4⁄5 | ||||||||
| 28656 |
## Find Books You'll Actually Finish
You know what you like in a book,\
You ju…
|
D 45 2⁄4 | ||||||||
| 28657 |
short-form-data
Claim
Short-form video analytics, trend intelligence, and creator research across Tik…
|
D 45 2⁄4 | ||||||||
| 28658 |
ThumbGate
Claim
MCP Memory Gateway captures explicit structured feedback from AI coding agents,…
|
D 45 2⁄4 | ||||||||
| 28659 |
MCP Server for agents to onboard, pay, and provision services autonomously with…
|
D 45 2⁄4 | ||||||||
| 28660 |
video-summarizer
Claim
BibiGPT is an AI-powered video and audio assistant that turns hours of conte…
|
D 45 2⁄4 | ||||||||
| 28661 |
Virlo
Claim
Short-form video analytics and trend intelligence for TikTok, YouTube, and Inst…
|
D 45 2⁄4 | ||||||||
| 28662 |
Structured Safety Intelligence for cosmetic formulation. Query 38,411 NOAEL rec…
|
D 45 2⁄4 | ||||||||
| 28663 |
data-connector
Claim
# Ask AI Data Connector
Connect 18+ e-commerce and business data sources to …
|
D 45 2⁄4 | ||||||||
| 28664 |
GIA Governance
Claim
AI workforce governance control plane. 29 governed MCP tools for decision class…
|
D 45 2⁄4 | ||||||||
| 28665 |
1Stay-hotel-booking
Claim
The first MCP server that completes real hotel reservations inside AI conversat…
|
D 45 2⁄4 | ||||||||
| 28666 |
# MCPHero Meta-MCP
Let your agent build its own tools. MCPHero Meta-MCP expose…
|
D 45 2⁄4 | ||||||||
| 28667 |
orchestrator
Claim
Orchestrator is a **prompt-first router** that selects the next MCP server base…
|
D 45 2⁄4 | ||||||||
| 28668 |
format-converter
Claim
Converts data between JSON, CSV, XML, YAML, Markdown, HTML and TOML instantly. …
|
D 45 2⁄4 | ||||||||
| 28669 |
Rierino
Claim
Low-code MCP middleware development using microservices architecture for scalab…
|
D 45 3⁄4 | ||||||||
| 28670 |
price-sentinel
Claim
Short Summary:
Real-time financial auditor for the AI landscape. Resolves live…
|
D 45 2⁄4 | ||||||||
| 28671 |
Your first AI Employee. Not suggestions. Not chat. Real work.
|
D 45 2⁄4 | ||||||||
| 28672 |
Nimble MCP Server
Claim
The Nimble MCP Server gives AI agents the ability to search, extract, map, craw…
|
D 45 2⁄4 | ||||||||
| 28673 |
PYTHIA THE ORACLE
Claim
An oracle for machines that need to think sideways. Feed it a creative problem;…
|
D 45 2⁄4 | ||||||||
| 28674 |
ThinkNEO Control Plane
Claim
Enterprise AI Control Plane — governance layer between your AI applications and…
|
D 45 2⁄4 | ||||||||
| 28675 |
swarmrails
Claim
Call any Bittensor subnet from Claude — text, image, video, code, TTS, forecas…
|
D 45 2⁄4 | ||||||||
| 28676 |
caliper
Claim
Caliper is an MCP server that accepts 3D geometry files and returns structured …
|
D 45 2⁄4 | ||||||||
| 28677 |
ABA Sensei
Claim
AI-powered exam prep for BCBA, BCaBA & RBT certification. Practice questions wi…
|
D 45 2⁄4 | ||||||||
| 28678 |
Ssemble AI Clipping
Claim
Create AI-powered short-form video clips from YouTube videos using any AI assis…
|
D 45 2⁄4 | ||||||||
| 28679 |
meditation-recommender
Claim
|
D 45 2⁄4 | ||||||||
| 28680 |
Dingtalk MCP Server
|
D 45 3⁄4 | ||||||||
| 28681 |
options-analytics
Claim
Real-time options analytics MCP server. 23 tools covering gamma/delta/vanna/cha…
|
D 45 2⁄4 | ||||||||
| 28682 |
EU legal research with verifiable CELEX citations (EUR-Lex corpus, DE/EN/FR). N…
|
D 44 3⁄5 | ||||||||
| 28683 |
An MCP server for YouTube automation using Playwright and Gemini AI agent. Enab…
|
D 44 3⁄4 | ||||||||
| 28684 |
A Model Context Protocol server that enables Large Language Models to access an…
|
D 44 3⁄4 | ||||||||
| 28685 |
Claude MCP File Server
Claim
A file management system powered by Claude AI that provides document access and…
|
D 43 3⁄4 | ||||||||
| 28686 |
Authenticated async Sonnet 5 Agent agent with status polling and artifact resul…
|
D 43 3⁄5 | ||||||||
| 28687 |
Date MCP Server
Claim
Provides AI assistants with accurate current date and day of week information t…
|
D 43 3⁄4 | ||||||||
| 28688 |
MCP Email Service
Claim
A Model Context Protocol service for comprehensive email management that suppor…
|
D 42 3⁄4 | ||||||||
| 28689 |
Meelion MCP
Claim
Brazilian fixed income & financial data for AI. Selic, CDI, IPCA, CDB/LCI/LCA r…
|
D 42 4⁄5 | ||||||||
| 28690 |
Knowledge MCP Service
Claim
Enables AI-powered document analysis and querying for project documentation usi…
|
D 41 3⁄4 | ||||||||
| 28691 |
An MCP server that enables LLMs to evaluate Lisp expressions on a Symbolics Gen…
|
D 41 3⁄4 | ||||||||
| 28692 |
Connect Claude to your SavvyCal account. List upcoming meetings, check your ava…
|
D 41 4⁄5 | ||||||||
| 28693 |
SAVORDISH
Claim
AI-powered recipe platform: 18 MCP tools for meal planning, grocery lists & Ins…
|
D 41 3⁄5 | ||||||||
| 28694 |
An MCP server that enables LLMs to evaluate Lisp expressions on a Symbolics Gen…
|
D 41 3⁄4 | ||||||||
| 28695 |
AGTS MCP Server
Claim
Sovereign MCP Gateway — 64 governed tools with Merkle transparency log. EU AI A…
|
D 41 4⁄5 | ||||||||
| 28696 |
MCP server for AI agents to report infrastructure needs. Vote, comment, and tra…
|
D 40 2⁄5 | ||||||||
| 28697 |
BMKG MCP
Claim
Access real-time weather forecasts and climate data across Indonesia. Stay info…
|
D 40 2⁄5 | ||||||||
| 28698 |
Greece myDATA invoices for AI agents: build AADE XML, transmit to myDATA, query…
|
D 40 2⁄5 | ||||||||
| 28699 |
Veroq
Claim
The trust protocol for agentic AI. Ask anything, verify everything — with evi…
|
D 40 2⁄5 | ||||||||
| 28700 |
licium
Claim
Your agent delegates to specialist agents, searches MCP tools, and accesses rea…
|
D 40 2⁄5 | ||||||||