MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31851
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
28651
pictify
pictify-mcp Claim
Generate images, GIFs, and PDFs using AI agents. Pictify offers 31 tools acros…
D 45 24 10 81
28652
clipi
### URL Shortener & Link Safety Scanner - MCP Server The complete **URL manage…
D 45 24 10 81
28653
shopgraph
ShopGraph Claim
AI shopping agents need structured product data to compare prices, check availa…
D 45 24 10 81
28654
studio2c
# Scrivibe — AI eBook Generator Generate complete, professional multi-chapter …
D 45 24 10 81
28655
embeddedlayers
analytics Claim
The statistical analyst in your AI chat — validated, citable, re-runnable analy…
D 45 45 52 0 48 81
28656
catalo-ai
## Find Books You'll Actually Finish You know what you like in a book,\ You ju…
D 45 24 10 81
28657
virlo
Short-form video analytics, trend intelligence, and creator research across Tik…
D 45 24 10 81
28658
rlhf-loop
ThumbGate Claim
MCP Memory Gateway captures explicit structured feedback from AI coding agents,…
D 45 24 10 81
28659
inflowpay
inflow Claim 1
MCP Server for agents to onboard, pay, and provision services autonomously with…
D 45 24 10 81
28660
bibigpt
BibiGPT is an AI-powered video and audio assistant that turns hours of conte…
D 45 24 10 81
28661
Virlo-AI
Virlo Claim
Short-form video analytics and trend intelligence for TikTok, YouTube, and Inst…
D 45 24 10 81
28662
twohalves
Structured Safety Intelligence for cosmetic formulation. Query 38,411 NOAEL rec…
D 45 24 10 81
28663
ask-ai
# Ask AI Data Connector Connect 18+ e-commerce and business data sources to …
D 45 24 10 81
28664
knowledgepa3
AI workforce governance control plane. 29 governed MCP tools for decision class…
D 45 24 10 81
28665
Stayker
The first MCP server that completes real hotel reservations inside AI conversat…
D 45 24 10 81
28666
mcphero
# MCPHero Meta-MCP Let your agent build its own tools. MCPHero Meta-MCP expose…
D 45 24 10 81
28667
zoro
orchestrator Claim
Orchestrator is a **prompt-first router** that selects the next MCP server base…
D 45 24 10 81
28668
found402
Converts data between JSON, CSV, XML, YAML, Markdown, HTML and TOML instantly. …
D 45 24 10 81
28669
rierino-open
Rierino Claim
Low-code MCP middleware development using microservices architecture for scalab…
D 45 34 36 12 81
28670
krugex
Short Summary: Real-time financial auditor for the AI landscape. Resolves live…
D 45 24 10 81
28671
wcsdproducer
Your first AI Employee. Not suggestions. Not chat. Real work.
D 45 24 10 81
28672
nimble
The Nimble MCP Server gives AI agents the ability to search, extract, map, craw…
D 45 24 10 81
28673
dexigo
An oracle for machines that need to think sideways. Feed it a creative problem;…
D 45 24 10 81
28674
thinkneo-ai
Enterprise AI Control Plane — governance layer between your AI applications and…
D 45 24 10 81
28675
wizerai
swarmrails Claim
Call any Bittensor subnet from Claude — text, image, video, code, TTS, forecas…
D 45 24 10 81
28676
caliper
caliper Claim
Caliper is an MCP server that accepts 3D geometry files and returns structured …
D 45 24 10 81
28677
abasensei
ABA Sensei Claim
AI-powered exam prep for BCBA, BCaBA & RBT certification. Practice questions wi…
D 45 24 10 81
28678
ssemble
Create AI-powered short-form video clips from YouTube videos using any AI assis…
D 45 24 10 81
28679 D 45 24 10 81
28680
open-dingtalk
dingtalk-mcp Claim
Dingtalk MCP Server
D 45 34 36 12 81
28681
FlashAlpha
Real-time options analytics MCP server. 23 tools covering gamma/delta/vanna/cha…
D 45 24 10 81
28682
conformi-search Claim 1
EU legal research with verifiable CELEX citations (EUR-Lex corpus, DE/EN/FR). N…
D 44 35 66 0 67
28683
duong0411
An MCP server for YouTube automation using Playwright and Gemini AI agent. Enab…
D 44 34 27 25 81
28684
tapdata
A Model Context Protocol server that enables Large Language Models to access an…
D 44 34 33 15 81
28685
ErosAO
A file management system powered by Claude AI that provides document access and…
D 43 34 30 13 81
28686
Sonnet 5 Agent Claim 1
Authenticated async Sonnet 5 Agent agent with status polling and artifact resul…
D 43 35 0 63 67
28687
GaryRogers
Provides AI assistants with accurate current date and day of week information t…
D 43 34 30 16 81
28688
leeguooooo
A Model Context Protocol service for comprehensive email management that suppor…
D 42 34 30 12 81
28689
Meelion-com
Meelion MCP Claim
Brazilian fixed income & financial data for AI. Selic, CDI, IPCA, CDB/LCI/LCA r…
D 42 45 48 0 36 81
28690
vietnama10
Enables AI-powered document analysis and querying for project documentation usi…
D 41 34 26 13 81
28691
hanshuebner
symbolics-mcp Claim 1
An MCP server that enables LLMs to evaluate Lisp expressions on a Symbolics Gen…
D 41 34 21 21 81
28692
arturkoter
Connect Claude to your SavvyCal account. List upcoming meetings, check your ava…
D 41 45 48 0 32 81
28693
savordish
SAVORDISH Claim
AI-powered recipe platform: 18 MCP tools for meal planning, grocery lists & Ins…
D 41 35 10 33 81
28694
hanshuebner
symbolics-mcp Claim 1
An MCP server that enables LLMs to evaluate Lisp expressions on a Symbolics Gen…
D 41 34 21 21 81
28695
ObligationSign
Sovereign MCP Gateway — 64 governed tools with Merkle transparency log. EU AI A…
D 41 45 54 0 23 81
28696
eren-solutions
Report Needs Claim 1
MCP server for AI agents to report infrastructure needs. Vote, comment, and tra…
D 40 25 0 81
28697
dhanyyudi
BMKG MCP Claim
Access real-time weather forecasts and climate data across Indonesia. Stay info…
D 40 25 0 81
28698
junter1989k-ai
Greece myDATA invoices for AI agents: build AADE XML, transmit to myDATA, query…
D 40 25 0 81
28699
Veroq
Veroq Claim
The trust protocol for agentic AI. Ask anything, verify everything — with evi…
D 40 25 0 81
28700
licium
licium Claim
Your agent delegates to specialist agents, searches MCP tools, and accesses rea…
D 40 25 0 81
Showing 28651–28700 of 66534 servers
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