MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13451
leonwgc
Ant Design MCP Server ⚡ Claim 1
Provides access to Ant Design component library documentation and information f…
C 58 6⁄6 ◉ ⏳ 80 50 0 37 84 98
13452
a-ddollar-cs
An educational example demonstrating how to build MCP servers in Python using F…
C 58 5⁄4 ◉ ⏳ 48 22 N/A 29 95 98
13453
JackKuo666
Enables AI assistants to search academic literature and retrieve detailed metad…
C 58 5⁄5 ◉ ⏳ 64 27 — 16 80 98
13454
ctvidic
Strava MCP Server ⚡ Claim 2
A Model Context Protocol server that enables language models to interact with S…
C 58 5⁄5 ◉ ⏳ 45 43 — 31 78 92
13455
ryaker
appstore-connect-mcp ⚡ Claim 3
MCP server for Apple Store Connect API integration with OAuth authentication su…
C 58 6⁄4 ◉ ⏳ 85 66 0 45 50 99
13456
JunLovin
Said MCP ⚡ Claim 1
A MCP server that provides real-time weather information for any city through a…
C 58 5⁄5 ◉ ⏳ 41 52 — 23 81 89
13457
NexorAgent
SENTRA MCP Claim
A minimal FastAPI-based MCP server that provides basic utility tools like ping …
C 58 5⁄5 ◉ ⏳ 56 17 — 37 81 100
13458
sajal2692
Enables seamless integration with Weaviate vector databases, providing tools fo…
C 58 6⁄6 ◉ ⏳ 72 43 0 60 81 96
13459
woyaxnini
mcp-max-messenger ⚡ Claim 1
An MCP server for MAX Messenger (Russia's national messenger by VK) that enable…
C 58 5⁄4 ◉ ⏳ 69 0 — 41 82 99
13460
Narasimhaponnada
mermaid-mcp Claim
AI-powered Mermaid diagram generation with 22+ diagram types including flowchar…
C 58 6⁄6 ◉ ⏳ 84 58 0 23 80 96
13461
soundrolling
Enables management of companies, contacts, and related CRM data through the Med…
C 58 6⁄6 ◉ ⏳ 72 73 0 23 81 90
13462
Warnes-Innovations
obo-mcp ⚡ Claim 1
An MCP server designed for managing One-By-One (OBO) review sessions through sp…
C 58 5⁄4 ◉ ⏳ 45 31 N/A 30 92 92
13463
ish-joshi
A minimal server for controlling Canon cameras remotely via the Canon Camera Co…
C 58 5⁄4 ◉ ⏳ 54 36 N/A 16 89 89
13464
zk-armor
Jina AI MCP Server ⚡ Claim
Provides access to Jina AI's Search Foundation APIs for embeddings, web search,…
C 58 6⁄6 ◉ ⏳ 66 68 0 41 81 92
13465
theonlypal
Voice Loop MCP ⚡ Claim
Enables hands-free voice conversations with Claude using real-time speech recog…
C 58 5⁄4 ◉ ⏳ 54 23 N/A 24 95 88
13466
picahq
mcp ⚡ Claim 1
A Model Context Protocol Server for Pica
C 58 6⁄6 ◉ ⏳ 41 76 0 76 74 96
13467
haripriyagullipalli
Provides real-time TBC Bank development standards compliance checking and code …
C 58 5⁄5 ◉ ⏳ 48 36 — 26 81 100
13468
joeyheath65
A customizable, production-ready template for building Model Context Protocol s…
C 58 5⁄5 ◉ ⏳ 60 33 — 22 81 90
13469
Ayesha0300
MCP server that fetches LinkedIn profile information using the Fresh LinkedIn P…
C 58 5⁄5 ◉ ⏳ 48 37 — 23 81 100
13470
NguyenHuynhPhuVinh
GachaMCP Claim
A Python MCP server that helps AI interact with Gacha games through screenshot …
C 58 5⁄4 ◉ ⏳ 54 28 N/A 18 95 89
13471
abhiemj
A local MCP server that generates animations using Manim.
C 58 5⁄4 ◉ ⏳ 48 28 N/A 39 87 89
13472
Pakvothe
i1n ⚡ Claim
Agent-complete localization: extract strings, push keys, AI-translate, pull typ…
C 58 5⁄5 ◉ ⏳ 66 0 N/A 50 81 99
13473
Sreedeep-SS
An MCP server that enables AI assistants to access up-to-date documentation for…
C 58 5⁄5 ◉ ⏳ 41 41 — 40 81 89
13474
clipsense
Enables AI-powered analysis of mobile app bug videos through screen recordings.…
C 58 6⁄6 ◉ ⏳ 90 56 0 26 81 90
13475
abudhu
Hello MCP Server ⚡ Claim
A simple greeting server that responds to messages, particularly answering 'how…
C 58 5⁄5 ◉ ⏳ 48 35 — 22 81 100
13476
ryanmccauley
d2-mcp Claim
Enables AI assistants to compile, validate, and explore D2 diagrams using the o…
C 57 6⁄6 ◉ ⏳ 66 66 0 32 81 96
13477
kukapay
liquidity-pools-mcp ⚡ Claim 1
An MCP server that tracks and analyzes DEX liquidity pools to power intelligent…
C 57 5⁄5 ◉ ⏳ 49 32 — 38 81 83
13478
cfoong1
An educational MCP server example built with FastMCP that demonstrates how to e…
C 57 5⁄4 ◉ ⏳ 48 22 N/A 24 95 95
13479
vnsavitri
Enables intent-based digital asset discovery for Breville's Vault DAM system us…
C 57 6⁄6 ◉ ⏳ 84 45 0 42 81 91
13480
dydtkddl
QCViz-MCP ⚡ Claim 1
An MCP server for quantum chemistry that enables LLMs to perform electronic str…
C 57 5⁄4 ◉ ⏳ 33 28 N/A 65 92 79
13481
kongyo2
MCP Dev MCP ⚡ Claim
Enables LLM agents to programmatically inspect, debug, and test other MCP serve…
C 57 6⁄6 ◉ ⏳ 60 62 0 55 81 92
13482
kevins-openclaw-lab
Provides AI agents with tools to interact with the Agora prediction market, all…
C 57 6⁄6 ◉ ⏳ 66 68 0 27 80 100
13483
antonioevans
RunPod MCP Server ⚡ Claim
Enables interaction with the RunPod REST API to manage GPU pods, serverless end…
C 57 6⁄6 ◉ ⏳ 66 65 0 42 78 92
13484
EEGRCENEM
A proof-of-concept MCP server that allows LLM agents to query live flight booki…
C 57 5⁄4 ◉ ⏳ 48 22 N/A 22 95 98
13485
mlaurel
A Context Engineering Framework that provides 9 battle-tested development workf…
C 57 6⁄4 ◉ ⏳ 54 65 0 42 95 89
13486
Hale2000
mcp-mybatis ⚡ Claim
A MyBatis configuration validation tool that checks for consistency between Jav…
C 57 5⁄4 ◉ ⏳ 48 35 N/A 30 90 82
13487
mattcoatsworth
Zoom API MCP Server ⚡ Claim 2
A comprehensive Model Context Protocol server that enables interaction with the…
C 57 5⁄5 ◉ ⏳ 56 82 — 25 82 27
13488
sinanefeozler
reddit-summarizer-mcp ⚡ Claim 1
MCP server for summarizing users's Reddit homepage or any subreddit based on po…
C 57 5⁄5 ◉ ⏳ 45 37 — 43 76 88
13489
jakenuts
A CLI command execution server that enables running shell commands with structu…
C 57 6⁄4 ◉ ⏳ 78 50 0 23 95 92
13490
WindoC
EasyOCR MCP Server ⚡ Claim 1
An MCP server that provides OCR capabilities using the EasyOCR library, support…
C 57 5⁄5 ◉ ⏳ 45 26 — 47 80 92
13491
yshngg
pmcp Claim
🚀 A Prometheus Model Context Protocol Server.
C 57 5⁄5 ◉ ⏳ 68 22 — 73 81 42
13492
TusharShahi
MCP Jira ⚡ Claim
Model Context Protocol server that allows AI assistants to interact with Jira, …
C 57 5⁄5 ◉ ⏳ 60 20 — 24 81 97
13493
nibzard
A Model Context Protocol server that allows execution of Python code within Day…
C 57 6⁄6 ◉ ⏳ 69 65 0 43 81 86
13494
pratyusendu
A comprehensive collection of 103 tools providing capabilities for text process…
C 57 6⁄6 ◉ ⏳ 80 50 0 30 80 99
13495
softvoyagers
fakturka-api-mcp ⚡ Claim
Free Polish VAT invoice generation MCP server with PDF output and preview. No A…
C 57 5⁄5 ◉ ⏳ 70 0 — 40 81 93
13496
arcadia-finance
Arcadia Finance ⚡ Claim
Concentrated liquidity on Uniswap/Aerodrome (rebalance, compound, leverage) or …
C 57 6⁄6 ◉ ⏳ 94 10 0 72 81 93
13497
binal182
Enables users to search and interact with Binal's professional knowledge base t…
C 57 6⁄6 ◉ ⏳ 78 53 0 32 81 98
13498
jordy33
Enables automated cryptocurrency trading on Binance and provides integration fo…
C 57 5⁄5 ◉ ⏳ 54 31 — 22 77 100
13499
tamu960925
Redmine MCP Server ⚡ Claim 2
Enables AI assistants to interact with Redmine instances to manage issues, proj…
C 57 5⁄5 ◉ ⏳ 84 43 — 32 82 31
13500
tddt
Stock Info Service ⚡ Claim
A FastMCP-based service that provides stock data including historical prices, f…
C 57 5⁄5 ◉ ⏳ 54 32 — 20 84 89
Showing 13451–13500 of 69135 servers
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