MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29623
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10101
Amruth22
An MCP server for organizing research papers, books, and digital sources by tra…
C 66 54 49 46 N/A 44 92 99
10102
msuicaut
MeSH MCP Claim
Connects Claude to the U.S. National Library of Medicine MeSH APIs to search an…
C 66 55 70 36 45 82 93
10103
ahujasid
AbletonMCP Claim
Connects Ableton Live to Claude AI through the Model Context Protocol, enabling…
C 66 54 54 33 N/A 56 90 100
10104
mattijsdp
dbt-docs-mcp Claim 1
MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt C…
C 66 54 57 28 N/A 60 92 100
10105
shreyaskarnik
Voice MCP Claim
Enables bidirectional voice interaction for Claude Code using local speech-to-t…
C 66 54 66 27 N/A 46 94 96
10106
mrmike
MCP server for exploring AOSP internals and Jetpack libraries
C 66 54 66 33 N/A 48 92 92
10107
Sunil-paudel
Provides weather forecasts and alerts for US locations using the National Weath…
C 66 55 70 100 24 81 36
10108
security-use
Enables AI assistants to scan project dependencies and Infrastructure as Code f…
C 66 55 84 31 29 76 100
10109
redhat-community-ai-tools
A simple MCP server that provides access to Jira issues from Cursor AI, allowin…
C 66 55 60 43 46 81 99
10110
Dublin1231
PDF MCP Flow Claim
Enables AI-driven PDF document processing including PDF to Markdown conversion,…
C 66 54 84 28 N/A 47 90 74
10111
firasd
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 66 55 54 65 30 81 93
10112
mattdepaolis
Enables analysis and querying of Git repository content (both public and privat…
C 66 55 72 55 21 81 91
10113
moikas-code
Fork Parity MCP Claim 1
An MCP server that helps users track and manage fork parity with upstream repos…
C 66 55 63 100 42 81 33
10114
jlfwong
A Model Context Protocol server that enables Claude to search and access detail…
C 66 55 57 70 22 80 91
10115
dealfluence
adeu Claim
Automated DOCX Redlining Engine
C 66 54 60 23 N/A 70 95 90
10116
Marcussy34
Enables AI assistants to semantically search through indexed documentation webs…
C 66 54 78 30 N/A 27 91 94
10117
nan-qin
MCP MongoDB Claim
Enables interaction with MongoDB databases through MCP, supporting database que…
C 66 54 72 53 N/A 26 95 72
10118
Abdullah-1121
MCP Chat Claim
A command-line interface application that enables interaction with LLMs through…
C 66 54 78 31 N/A 24 95 95
10119
mixophrygian
A local MCP server for retrieving and analyzing your browser history. Makes it…
C 66 54 70 25 N/A 42 95 98
10120
sintem
Enables AI agents to interact with Gmail through LIAM's CASA-compliant Google O…
C 66 55 76 35 30 82 99
10121
rfdez
Retrieve daily PVPC electricity tariffs for 2.0 TD consumers, published by Red …
C 66 66 76 75 0 83 82 91
10122
pinkpixel-dev
Search the web and extract clean, readable text from webpages. Process multiple…
C 66 66 88 65 0 70 80 95
10123
j840425
Enables quantitative trading analysis with 12 tools for real-time market data, …
C 66 55 72 52 19 81 95
10124
harish-anandaramanujam
Python based with all 29 tools that's available to developers from National Par…
C 66 54 60 52 N/A 37 95 82
10125
hassansaadfr
Log Reader MCP Claim 2
An MCP server that provides AI assistants with direct access to application log…
C 66 54 33 60 N/A 60 94 91
10126
JosefGold
Enables agents to convert text to speech using OpenAI's TTS models with voice s…
C 66 54 66 40 N/A 34 95 92
10127
hamen
Android MCP Claim
Enables interaction with Android devices and emulators through ADB, allowing co…
C 66 55 66 82 N/A 29 95 42
10128
rhein1
Agent-to-agent marketplace where AI agents discover, invoke, and pay for servic…
C 66 64 90 70 0 62 83 91
10129
sascodiego
A comprehensive Model Context Protocol server that integrates Vibe Coding metho…
C 66 55 90 31 24 81 90
10130
agenticcontrolio
An MCP server for validating, auto-fixing, and scaffolding TwinCAT 3 XML files …
C 66 54 61 32 N/A 58 94 88
10131
tponscr-debug
oracle-h-mcp Claim
Mandatory human approval gate for autonomous AI agents. Intercepts critical, ir…
C 66 64 72 73 0 69 95 92
10132
jbchouinard
A Model Context Protocol (MCP) server that allows interaction with PDF and EPUB…
C 66 54 66 33 N/A 35 92 100
10133
doomdagadiggiedahdah
Enables programmatic access to the IACR Cryptology ePrint Archive, facilitating…
C 66 55 78 82 37 81 39
10134
kawanishi0117
Enables AI assistants to query and retrieve information from Amazon Bedrock Kno…
C 66 55 72 61 21 83 78
10135
OriShmila
Enables checking domain availability and pricing using the GoDaddy OTE API, sup…
C 66 54 72 46 N/A 21 95 85
10136
howiehuang220-star
A self-hosted MCP server that enables AI assistants to deploy and manage static…
C 66 55 70 58 20 81 91
10137
warengonzaga
Enables cross-chain bridging, multi-chain token swaps, and real-time pricing ac…
C 66 66 96 67 0 59 81 91
10138
qitianfeng
Enables reading and processing various document formats including Word, PDF, RT…
C 66 54 72 48 N/A 19 95 84
10139
aliafsahnoudeh
wildfire-mcp-server Claim 1
MCP server for detecting, monitoring, and analyzing potential wildfires globall…
C 66 55 51 67 34 82 92
10140
go-rod
rod-mcp Claim
Rod-MCP provides browser automation capabilities for your applications by using…
C 66 54 68 31 N/A 45 87 99
10141
pradeep-moolemane
AEM MCP Server Claim 1
A Model Context Protocol server that provides tools to interact with Adobe Expe…
C 66 55 63 57 23 81 100
10142
devstacks-software-engineering
ID Generator MCP Claim
Provides AI assistants with capabilities to generate collision-resistant unique…
C 66 55 66 82 N/A 44 95 33
10143
peturgeorgievv-factory
postfast-mcp Claim 1
Schedule and manage social media posts across 10 platforms (Instagram, Facebook…
C 66 54 45 66 37 81 99
10144
yaonyan
gpt-vis-mcp Claim 1
A local/private-favored wrapper for antvis/mcp-server-chart
C 66 54 84 36 N/A 59 89 55
10145
JoeDupuis
Enables fetching YouTube video transcripts with Google OAuth 2.0 authentication…
C 66 55 60 68 24 81 90
10146
yzfly
The Excel MCP Server is a powerful tool that enables natural language interacti…
C 66 55 51 82 N/A 25 81 84
10147
mayank-ketkar-sf
ML Jupyter MCP Claim
Execute Python code with persistent state across Claude conversations using a b…
C 66 54 78 28 N/A 21 95 100
10148
rafabarbosa
Webhooks MCP Claim
Enables sending HTTP requests to webhooks with dynamic parameters, supporting a…
C 66 55 66 61 25 81 87
10149
saxenanurag
Strava MCP Server Claim
Enables AI agents to interact with the Strava API to retrieve athlete statistic…
C 66 55 76 41 30 76 98
10150
pickstar-2002
MinIO Storage MCP Claim
Enables AI assistants to manage MinIO object storage through comprehensive buck…
C 66 55 72 100 40 81 21
Showing 10101–10150 of 48680 servers
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