MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31828
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13501
ag2-mcp-servers
This MCP server enables interaction with the Punjab State Board of Technical Ed…
C 57 55 60 60 21 76 55
13502
kentaro
A Model Context Protocol server that enables AI assistants to utilize AivisSpee…
C 57 55 45 62 20 81 70
13503
nanyang12138
Enables AI assistants to search across multiple academic databases (PubMed, arX…
C 57 55 60 31 21 81 88
13504
DaniloBlancoMotta
Enables intelligent search through FastMCP documentation using TF-IDF indexing,…
C 57 54 42 25 N/A 29 89 100
13505
Zalmotek
A Model Context Protocol server that enables monitoring and remote control of N…
C 57 55 55 28 19 81 100
13506
yura9011
Scythe MCP REAPER Claim
Enables AI-powered music composition and control for REAPER DAW through OSC and…
C 57 54 54 16 N/A 26 95 90
13507
adamrtalbot
A Model Context Protocol server designed to facilitate Nextflow development and…
C 57 54 45 28 N/A 20 95 93
13508
RishiA
Enables natural language querying of a resume with AI/ML experience, business i…
C 57 55 60 22 21 81 99
13509
M0-AR
A high-performance MCP server that connects tools like Cursor to Elasticsearch …
C 57 55 54 33 22 80 94
13510
keizman
A modern Model Context Protocol (MCP) server that enables AI assistants to coll…
C 57 55 54 33 46 81 72
13511
Soham-bakshi
A server that powers an interactive chatbot for querying and managing tax alert…
C 57 54 64 22 N/A 19 77 100
13512
pratyusendu
A comprehensive collection of 103 tools providing capabilities for text process…
C 57 66 80 50 0 30 80 99
13513
arcadia-finance
Arcadia Finance Claim
Concentrated liquidity on Uniswap/Aerodrome (rebalance, compound, leverage) or …
C 57 66 94 10 0 72 81 93
13514
bsahane
MCP Ansible Server Claim
Enables comprehensive Ansible automation management through natural language, i…
C 57 54 54 27 N/A 24 88 89
13515
kkyy3402
Enables semantic search and document retrieval from OpenAI Vector Store, allowi…
C 57 55 54 30 19 80 96
13516
forevercjh
A Python framework for developing and managing tool instances through a registr…
C 57 55 72 40 18 83 60
13517
kouui
Allows you to search the web using DuckDuckGo and optionally fetch and summariz…
C 57 55 64 28 20 81 85
13518
eriktilio
A tool server that processes mathematical expressions via Multi-Chain Protocol …
C 57 54 54 17 N/A 41 95 79
13519
crisschan
MCP-Allure Claim
A server that converts Allure test reports into LLM-friendly formats, enabling …
C 57 55 50 25 43 83 88
13520
snikithag
An agentic AI system that enables healthcare professionals to log patient sympt…
C 57 54 40 32 N/A 18 95 99
13521
ScrapeGraphAI
Enable language models to perform advanced AI-powered web scraping with enterpr…
C 57 66 86 41 0 57 73 90
13522
JackKuo666
Provides tools for accessing the Semantic Scholar API to search papers, retriev…
C 57 55 64 21 19 81 94
13523
PrintrFi
printr Claim 2
Let AI agents create, discover, and track tokens across chains via Printr.
C 57 64 92 41 0 58 60 91
13524
softvoyagers
fakturka-api-mcp Claim
Free Polish VAT invoice generation MCP server with PDF output and preview. No A…
C 57 55 70 0 40 81 93
13525
Ani07-05
Provides essential security and CTF tools including hash identification, encodi…
C 57 55 60 26 19 81 92
13526
Yogesh-G-3468
OmniDocs MCP Claim
An intelligent MCP server that enables AI agents to crawl, index, and semantica…
C 57 54 42 31 N/A 25 95 93
13527
apiarya
wemo Claim
Control WeMo smart home devices - discover, toggle, adjust brightness, and mana…
C 57 66 84 10 0 87 84 94
13528
ricklord
Mong MCP Server Claim
Provides a moby-like random name generator through the MCP interface for genera…
C 57 55 54 12 39 81 100
13529
mlaurel
A Context Engineering Framework that provides 9 battle-tested development workf…
C 57 64 54 65 0 42 95 89
13530
wgpsec
cloudsword Claim
一款帮助云租户发现和测试云上风险、增强云上防护能力的综合性开源工具
C 57 54 50 27 N/A 77 92 45
13531
szqshan
Provides powerful data analysis capabilities for AI systems with functions for …
C 57 55 54 43 25 81 78
13532
joheiss
An HTTP-based Model Context Protocol server that provides tools and resources f…
C 57 55 74 0 35 78 99
13533
binal182
Enables users to search and interact with Binal's professional knowledge base t…
C 57 66 78 53 0 32 81 98
13534
zaq2989
Agent-net Claim
Agent to Agent network
C 57 66 60 71 0 32 81 99
13535
DHEERAJPRAKASH
Demonstrates custom MCP servers for math and weather operations, enabling multi…
C 57 54 48 17 N/A 26 94 100
13536
lulzasaur9192
Enables AI agents to play games like Chess, Go, and Trading against each other …
C 57 55 72 0 29 81 98
13537
eshlon
A Model Context Protocol server that enables AI language models like Claude to …
C 57 55 51 82 34 80 30
13538
Latinum-Agentic-Commerce
Weather MCP Tool Claim
A Model Context Protocol tool that provides weather information for cities, wit…
C 57 54 54 37 N/A 22 95 69
13539
akaramanapp
Greeting Claim
Enhance your applications with personalized greeting capabilities. Easily integ…
C 57 54 38 61 N/A 19 95 65
13540
hrishi0102
Spotify MCP Server Claim 1
A Model Context Protocol server that enables Claude to interact with Spotify, a…
C 57 66 69 71 0 19 81 95
13541
teilomillet
jiki Claim
C 57 64 72 28 0 54 95 98
13542
sach999
A Model Context Protocol server that integrates with Cursor IDE to provide real…
C 57 54 39 60 N/A 21 92 68
13543
tejpalvirk
A powerful context management system that maintains persistent context across c…
C 57 54 76 35 N/A 28 92 41
13544
tenequm
llms-txt-mcp Claim
Enables fast, token-efficient access to large documentation files in llms.txt f…
C 57 66 76 36 0 61 81 95
13545
eDramas
MasterGo Magic MCP Claim
Connects AI models with MasterGo design tools to retrieve and process DSL data …
C 57 66 76 65 0 25 81 88
13546
jterceiro
MCP Kubernetes Claim
Enables advanced management of Kubernetes clusters through natural language int…
C 57 55 72 31 37 81 59
13547
weinerac
Enables AI assistants to search properties, check availability, and manage book…
C 57 66 78 53 0 30 81 94
13548
EyevinnOSC
MCP Server for Eyevinn Open Source Cloud API, enabling creation of solutions ba…
C 57 66 51 62 0 66 81 90
13549
MadMando
A local, agentic AI pipeline that analyzes tabular data, detects anomalies, and…
C 57 54 54 25 N/A 22 95 82
13550
devyhan
Xcode MCP Server Claim 3
A Model Context Protocol server that provides tools for Xcode-related operation…
C 57 54 45 53 N/A 50 84 53
Showing 13501–13550 of 66495 servers
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