MCP Server Quality Scores

Independent quality analysis of 33745 public MCP servers

33745
Discovered
28871
Scored
2088
Verified
16951
Complete

Last updated 1 hour, 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12701
Youtube-Transcript-Dev
MCP server for YouTubeTranscript.dev — extract transcripts, manage history, and…
C 60 55 79 0 53 80 90
12702
MaPa07
gong-mcp Claim
gong-mcp
C 60 55 84 57 25 81 37
12703
jsmiff
MCP Base Claim
A generic Model Context Protocol framework for building AI-powered applications…
C 60 55 66 36 23 81 87
12704
tmstack
A secure database query service built on FastMCP framework that allows users to…
C 60 55 56 46 23 81 89
12705
lukaskostka99
mm-mcp Claim
C 60 54 44 48 N/A 22 90 90
12706
hakehuang
A lightweight server that simplifies building and flashing Zephyr RTOS projects…
C 60 54 66 31 N/A 50 88 63
12707
ag2-mcp-servers
Sakari MCP Server Claim
A Multi-Agent Conversation Protocol server that enables interaction with the Sa…
C 60 55 60 52 21 80 76
12708
DevAdalat
Colab MCP Claim 1
A Model Context Protocol server that enables users to control and interact with…
C 60 55 39 57 42 81 81
12709
JackKuo666
PyPI MCP Server Claim
Enables AI assistants to search PyPI packages and retrieve detailed metadata, v…
C 60 55 70 30 15 83 95
12710
1sustgmboab
NexonCo MCP Claim
An advanced Medical Care Platform server designed for accessing and analyzing c…
C 60 66 76 53 0 63 81 91
12711
OuchiniKaeru
An MCP server that enables text extraction and replacement in Microsoft Word do…
C 60 54 63 35 N/A 27 95 75
12712
ltcg-addict
Enables AI assistants to interact with Ubuntu VMs via SSH, including executing …
C 60 55 64 31 19 81 97
12713
cegme
This MCP server enables users to interact with and analyze the dair-ai/emotion …
C 60 55 48 30 45 83 99
12714
ebwinters
Chunky MCP Claim 1
An MCP server that manages chunking and reading of large responses, allowing to…
C 60 54 51 30 N/A 43 92 88
12715
Gabbo01
Zeek-MCP Claim 1
A Model Context Protocol server that integrates Zeek network analysis capabilit…
C 60 54 45 30 N/A 45 95 89
12716
sebszczec
Enables control of Pi-hole v6 ad blocking, allowing users to toggle DNS blockin…
C 60 55 54 37 25 82 99
12717
BioContext
PubChem-MCP Claim 1
An MCP server that provides tools for querying the PubChem database for detaile…
C 60 55 63 28 25 81 100
12718
pedarias
Transforms static gemini-cli documentation into a queryable RAG service, enabli…
C 60 55 64 22 34 83 97
12719
juandavidsernav
secop-mcp-server Claim
Consulta contratación pública de Colombia (SECOP I y II) desde datos.gov.co
C 60 54 42 46 N/A 50 81 87
12720
Alberto-Codes
docvet Claim
Docstring quality vetting for Python -- enrichment, freshness, coverage, and pr…
C 60 66 78 31 0 89 84 91
12721
Alex-Smith-1234
An MCP-compatible server that uses iFlytek's large language model to generate P…
C 60 55 54 37 37 81 90
12722
Steven-Luo
Enables AI-powered business intelligence and data analysis using pandas and LLM…
C 60 55 56 62 21 81 70
12723
colesmcintosh
NumPy Calculator Claim
A Model Context Protocol (MCP) server that provides mathematical calculations a…
C 60 55 60 30 22 84 100
12724
jordy33
Provides two Model Context Protocol servers that enable controlling IoT devices…
C 60 55 64 31 19 81 99
12725
BerejikB
LmsPs Claim
Enables interaction with a persistent PowerShell session through LM Studio. Pro…
C 60 55 62 82 42 81 24
12726
Zhangchaokai1
zotero-word-mcp Claim
A Windows-based MCP server that enables the insertion of native Zotero citation…
C 60 54 54 31 N/A 47 92 77
12727
JackKuo666
medRxiv-MCP-Server Claim
🔍 Enable AI assistants to search and access medRxiv papers through a simple MCP…
C 60 55 70 30 16 83 93
12728
merterbak
Grok-MCP Claim 2
MCP server for xAI's [Grok API](https://docs.x.ai/docs/overview) with agentic t…
C 60 55 51 37 52 76 87
12729
Mahjong-Dice
A template for deploying MCP servers on Cloudflare Workers with OAuth authentic…
C 60 55 54 55 26 80 77
12730
atarkowska
fastmcp-sqltools Claim 1
A MCP server provides SQL database access with support for PostgreSQL, MySQL, a…
C 60 54 45 31 N/A 50 90 89
12731
Prajwal-ak-0
YouTube MCP Claim 1
A Model Context Protocol server that analyzes YouTube videos, enabling users to…
C 60 55 45 43 28 81 100
12732
harshwadhawe
Provides AI assistants with intelligent access to Google Calendar data, enablin…
C 60 55 60 43 21 81 90
12733
ag2-mcp-servers
An MCP server that provides access to the Interzoid GetWeatherCity API, allowin…
C 60 54 45 52 N/A 21 90 88
12734
guangxiangdebizi
An MCP server that enables AI assistants to query and access structured knowled…
C 60 55 63 33 29 81 90
12735
avi686
Provides penetration testing tools including nmap, nikto, sqlmap, wpscan, and e…
C 60 54 72 31 N/A 22 87 78
12736
MetehanGZL
Provide detailed Pokémon data and information through a standardized MCP interf…
C 60 55 36 100 N/A 23 95 35
12737
king-of-the-grackles
Turn Reddit's chaos into structured insights with full citations - MCP server f…
C 60 66 88 43 0 57 80 94
12738
vulkanr
LastBlueTape Claim
Construction punch list management for AI agents. Create lists, add items, trac…
C 60 64 76 56 0 47 83 100
12739
R3verseIN
HackerMCP Claim
A module that enables AI assistants to access and utilize common penetration te…
C 60 54 48 25 N/A 42 95 94
12740
pontusab
Resend MCP Server Claim 1
Allows sending emails through the Resend service using a standardized Model Con…
C 60 55 48 63 13 81 88
12741
HeloyoM
mcp-server-test Claim
C 60 55 36 100 N/A 17 95 37
12742
BerryKuipers
A Python-based Model Context Protocol server that allows AI assistants like Cla…
C 60 55 60 41 26 80 86
12743
xiaozhuABCD1234
web-fetch-mcp Claim 1
An MCP server that provides web scraping and Bing search capabilities, supporti…
C 60 54 45 47 N/A 45 95 66
12744
idcdev
MCP Magic UI Claim 3
A Model Context Protocol server that provides access to Magic UI components, al…
C 60 55 61 82 27 78 36
12745
kukapay
stargate-bridge-mcp Claim 1
An MCP server that enables cross-chain token transfers via the Stargate protoco…
C 60 55 57 31 43 74 97
12746
ratchanonth60
A flexible Model Context Protocol server that enables LLMs to interact with dat…
C 60 55 60 31 34 81 91
12747
siberianwm
A minimal MCP server that provides current time information with configurable t…
C 60 55 60 32 24 81 100
12748
LeandroPG19
cuba-memorys Claim
Persistent memory for AI agents. 19 tools, Hebbian learning, RRF search, knowle…
C 60 54 60 36 N/A 33 92 75
12749
fondutech
Enables searching personal knowledge vaults using hybrid semantic and keyword m…
C 60 55 60 43 19 78 91
12750
banique15
Simple MCP Server Claim
A minimalist MCP server that provides a single tool to retrieve a developer nam…
C 60 55 66 36 18 81 93
Showing 12701–12750 of 33745 servers
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