MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10801
iamthite
A production-ready server featuring over 28 tools for comprehensive GitHub anal…
C 64 55 70 43 27 82 89
10802
landermkerbey
ragmacs-mcp Claim
Provides LLMs with live introspective access to a running Emacs instance to eva…
C 64 54 54 55 N/A 28 82 96
10803
wr-web
ArXiv MCP Server Claim
Enables AI assistants to search and access arXiv papers through a Model Context…
C 64 55 78 74 39 81 36
10804
trillium
Talon MCP Claim 2
An MCP server for the Talon accessibility framework that surfaces logs, configu…
C 64 54 39 61 N/A 27 90 99
10805
despinozap
Enables interaction with Google Calendar services through the Model Context Pro…
C 64 55 56 55 29 82 91
10806
floodfx
MCP Server Linear Claim 2
An MCP server that provides tools for interacting with Linear issue tracking sy…
C 64 55 45 70 31 78 92
10807
JustVarunsai
Provides tools for text file analysis, including metrics like word counts and c…
C 64 54 70 22 N/A 41 89 97
10808
kukapay
blocknative-mcp Claim
Providing real-time gas price predictions across multiple blockchains, powered …
C 64 55 60 46 38 82 94
10809
vandamd
Enables users to get real-time UK bus departure information and validate bus st…
C 64 55 54 58 32 82 92
10810
HendryAvila
Hoofy Claim 1
Hoofy — AI development companion MCP server. Persistent memory, spec-driven dev…
C 64 64 84 57 0 73 92 82
10811
d4nshields
Integrates I Ching divination with AI responses, allowing users to receive guid…
C 64 55 66 74 41 82 45
10812
PlayAINetwork
Katana MCP Server Claim 1
Enables seamless interaction with the Katana network for cross-chain bridging, …
C 64 55 60 56 41 71 90
10813
kukapay
whattimeisit-mcp Claim
A lightweight mcp server that tells you exactly what time is it based on your I…
C 64 55 60 36 40 82 100
10814
devroopsaha744
TexMCP Claim 1
An MCP server that converts LaTeX into high-quality PDF documents. It provides …
C 64 54 57 33 N/A 44 95 93
10815
connectaman
PitchLense MCP Claim
Enables comprehensive AI-powered startup investment risk analysis across 9 cate…
C 64 55 72 30 67 81 71
10816
michaeldouglas
Enables lookup of Brazilian addresses by CEP (postal code) using the ViaCEP API…
C 64 55 56 58 26 83 90
10817
nbrain-team
Enables GPT-5 inference via OpenAI API with configurable reasoning effort, verb…
C 64 55 54 63 25 81 92
10818
SalmanFaris7
Provides secure access to penetration testing tools from Kali Linux including n…
C 64 54 68 37 N/A 19 95 92
10819
Seojiyoung
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 64 54 68 68 N/A 33 90 50
10820
tomaspavlin
Rohlik MCP Claim 1
Enables AI assistants to interact with Rohlik Group's online grocery delivery s…
C 64 66 84 70 0 56 78 100
10821
ashwin2912
A Model Context Protocol server that enables AI assistants to interact with Sal…
C 64 54 65 43 N/A 21 95 86
10822
ag2-mcp-servers
Golf v2 MCP Server Claim
An auto-generated Multi-Agent Conversation Protocol server that enables interac…
C 64 55 60 50 21 81 100
10823
pyvista
PyVista MCP Server Claim
Enables 3D visualization capabilities through PyVista integration, allowing use…
C 64 54 56 35 N/A 49 87 94
10824
qinsehm1128
MCP-TY Claim 1
An MCP server leveraging the Rust-based ty type checker to provide AI models wi…
C 64 55 33 82 N/A 29 95 78
10825
chylove1982
An MCP server that enables file transmission, voice message processing, and voi…
C 64 54 57 48 N/A 38 84 89
10826
joe-watkins
WCAG MCP Server Claim
Provides comprehensive access to WCAG 2.2 accessibility guidelines, including a…
C 64 66 94 68 0 34 81 100
10827
PovedaAqui
SuzieQ MCP Server Claim
This project provides a Model Context Protocol (MCP) server that allows languag…
C 64 55 60 41 40 85 91
10828
guangxiangdebizi
PaperMCP Claim
An academic paper retrieval server that enables AI assistants to search and fil…
C 64 55 84 57 40 81 45
10829
quantplay
Provides access to the QuantPlay trading API for managing broker accounts, trac…
C 64 55 66 43 23 80 99
10830
wondermuttt
A Model Context Protocol server that provides LLMs with access to Georgia Tech'…
C 64 55 85 31 21 81 91
10831
RicardoCenci
WikiJS MCP Server Claim
Enables AI assistants to search and retrieve content from WikiJS knowledge base…
C 64 55 54 70 43 81 69
10832
adriangrahldev
An enhanced Model Context Protocol server providing comprehensive integration b…
C 64 55 72 82 49 81 27
10833
Traia-IO
ICON MCP v103 Claim
Provides AI agents and LLMs with secure access to the ICON MCP v103 API via Bea…
C 64 55 68 46 24 81 91
10834
Heht571
OPS MCP Server Claim
A server monitoring and inspection tool collection that provides remote utiliti…
C 64 55 54 58 49 80 77
10835
Kalypsokichu-code
Enables AI-powered generation of styled QR codes with 10 design presets, suppor…
C 64 66 84 71 0 45 81 100
10836
execveat
Polyagent MCP Claim
Enables any MCP-compatible client to use existing Claude Code agents from .clau…
C 64 54 78 32 N/A 44 95 63
10837
wangicheng
Provides tools for AI agents to interact with the Orange Juice Online Judge API…
C 64 55 60 40 48 80 92
10838
atishayjn
Provides comprehensive financial data from Yahoo Finance, enabling retrieval of…
C 64 55 60 40 42 82 94
10839
Xutaotaotao
mcp-get-installed-apps
C 64 54 66 20 N/A 37 95 100
10840
joesaby
doctree-mcp Claim
BM25 search + tree navigation over markdown docs for AI agents. No embeddings, …
C 64 54 60 18 N/A 66 95 90
10841
PhialsBasement
A Model Context Protocol server that enables Claude to perform web research by …
C 64 64 85 60 0 53 88 100
10842
akramsheriff5
MCP Server Claim
A collection of lightweight servers that expose weather and financial capabilit…
C 64 54 72 31 N/A 20 95 95
10843
RoeeJ
SEQ MCP Server Claim
Enables LLMs to query and analyze logs from SEQ structured logging server with …
C 64 66 84 72 0 51 81 95
10844
FlexLoopy
Enables AI agents to crawl, access, and analyze WeChat Official Account article…
C 64 54 66 31 N/A 45 94 80
10845
ManuelBerrueta
Hacking Buddy MCP Claim
A proof-of-concept tool that integrates AI into security operations, allowing u…
C 64 54 66 26 N/A 41 95 92
10846
Abysswalkr
PortHunter MCP Claim
Analyzes PCAP/PCAPNG network capture files to detect port scanning techniques (…
C 64 54 42 53 N/A 44 95 85
10847
lzsheng
Yapi Auto MCP Server Claim 1
An MCP server for the YApi platform that allows AI assistants to search, create…
C 64 55 39 68 51 80 84
10848
itoyuya1005
A template for deploying MCP servers without authentication on Cloudflare Worke…
C 64 55 48 71 29 82 82
10849
cfdude
mcp-datetimeday Claim
A lightweight MCP server providing comprehensive date, time, and day-of-week in…
C 64 55 66 33 50 84 88
10850
Mirascope
Easily run, deploy, and connect to MCP servers
C 64 54 58 28 N/A 54 95 90
Showing 10801–10850 of 50103 servers
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