MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 3 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12701
aerialcombat
Smithery Scaffold Claim
Provide a scaffold for building MCP servers with tools and resources integratio…
C 60 54 30 52 N/A 19 95 100
12702
Motion-Labs-Sui
Walrus MCP Server Claim
Enables AI assistants to store and retrieve data using the Walrus decentralized…
C 60 66 86 67 0 22 81 94
12703
rhamsagar-sf
Enables semantic search and question-answering over FAQ documents using RAG (Re…
C 60 55 54 51 22 81 88
12704
kernel
kernel-mcp-server Claim 1
Open-source MCP server for secure, low-latency cloud-browser automation on Kern…
C 60 66 69 70 0 51 81 94
12705
kpfitzgerald
youtube-mcp Claim
A FastMCP server providing 25 tools for interacting with the YouTube Data API v…
C 60 55 60 35 31 81 88
12706
plainday
ManualWorks MCP Claim
Enables keyword searching across ManualWorks documents by combining document an…
C 60 55 56 37 45 83 80
12707
JackKuo666
bioRxiv-MCP-Server Claim
🔍 Enable AI assistants to search and access bioRxiv papers through a simple MCP…
C 60 55 70 27 20 83 94
12708
ref-tools
ref-tools-mcp Claim
Token-efficient search for coding agents over public and private documentation.
C 60 66 90 40 0 59 86 88
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
y7ut
mcp-tavily-search Claim
Use Tavily Search to search for news pages or images.
C 60 55 64 23 46 81 87
12711
siberianwm
A minimal MCP server that provides current time information with configurable t…
C 60 55 60 32 24 81 100
12712
nmichaud0
Converts Digital Object Identifiers (DOIs) to BibTeX format using the official …
C 60 66 78 58 0 42 81 100
12713
kukapay
An MCP server that tracks the historical changes of Twitter usernames.
C 60 55 51 33 38 83 94
12714
srgsanky
A demo server that allows AI models to manage a personal reading list stored in…
C 60 54 48 27 N/A 35 91 99
12715
mohdhaji87
Provides advanced JWT auditing tools including decoding, vulnerability analysis…
C 60 54 54 30 N/A 22 95 94
12716
BrockReece
Enables programmatic creation of Whimsical diagrams from Mermaid markup generat…
C 60 55 66 82 28 81 28
12717
dhkts1
Provides tools for structuring complex problems through narrative-based sequent…
C 60 64 78 57 0 39 92 90
12718
fondutech
Enables searching personal knowledge vaults using hybrid semantic and keyword m…
C 60 55 60 43 19 78 91
12719
aiteks-ltda
MCP Evolution API Claim 1
A Model Context Protocol server that enables Claude to interact with WhatsApp t…
C 60 66 63 73 0 53 81 91
12720
hifriendbot
ailist-mcp Claim 1
MCP server for AiList — search and discover Ai projects from Claude Code
C 60 64 55 71 0 50 95 93
12721
CM004
Enables direct interaction with a SQLite database through custom-mapped tools f…
C 60 54 58 25 N/A 25 90 98
12722
mcp2everything
MCP2Tavily Claim 1
An MCP protocol server that enables web search functionality using the Tavily A…
C 60 55 70 42 17 82 79
12723
thoughtspot
mcp-server Claim 1
MCP Server for ThoughtSpot - provides OAuth authentication and tools for queryi…
C 60 66 77 68 0 40 81 92
12724
strickvl
MCP Beeminder Server Claim 2
An MCP server that provides AI assistants access to the Beeminder API, allowing…
C 60 55 51 42 37 80 92
12725
chenningling
Enables automated interaction with Xiaohongshu (Little Red Book) platform inclu…
C 60 54 60 33 N/A 26 95 82
12726
aplavin
julia-mcp Claim 2
MCP server for persistent Julia sessions — fast iteration without startup/compi…
C 60 54 39 31 N/A 51 92 95
12727
cloudera
Enables read-only access to Apache Iceberg tables via Impala, allowing LLMs to …
C 60 55 54 25 49 76 98
12728
noviq-ai
Enables LLMs to interact with the Google Ads API to retrieve account informatio…
C 60 55 60 30 48 81 80
12729
jbdamask
A Model Context Protocol server that enables AI assistants to explore and inter…
C 60 54 61 31 N/A 23 89 88
12730
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
12731
nishant-Tiwari24
A Multi-Server Control Plane system that enables natural language querying of j…
C 60 55 72 28 18 81 91
12732
VaishnaviK23
Trading MCP Server Claim
Enables fetching real-time stock prices from Yahoo Finance through Claude AI's …
C 60 55 60 22 36 82 100
12733
Dosugamea
A server that enables Claude 3.7 and other AI agents to access VOICEVOX-compati…
C 60 55 48 100 41 81 22
12734
Won-ahamada
keris_edumcp Claim 1
C 60 66 78 68 0 56 80 77
12735
karaage0703
NotionMCP Light Claim 1
A Model Context Protocol server that synchronizes Markdown files with Notion pa…
C 60 55 57 43 54 82 65
12736
datalayer
earthdata-mcp-server Claim 1
🌎 🔧 Earthdata MCP Server.
C 60 55 53 40 N/A 46 78 85
12737
marioluciofjr
A Python application that automatically generates different types of mind maps …
C 60 54 60 12 N/A 42 95 90
12738
mrwan84
WinCC Unified MCP XT Claim 1
An MCP server that interfaces with SIEMENS WinCC Unified SCADA systems via Grap…
C 60 55 33 71 24 76 95
12739
JackKuo666
Sci-Hub MCP Server Claim
Enables AI assistants to search for academic papers by DOI, title, or keywords …
C 60 55 64 30 19 81 100
12740
mffrydman
Enables document conversion between PDF, DOCX, and Markdown formats to facilita…
C 60 54 56 37 N/A 21 87 93
12741
lukaskostka99
mm-mcp Claim
C 60 54 44 48 N/A 22 90 90
12742
deploya-labs
AI-driven browser automation server that implements the Model Context Protocol …
C 60 55 54 82 N/A 41 95 19
12743
benzaidfoued
Velero MCP Server Claim
Provides read-only access to Velero backup and schedule resources in Kubernetes…
C 60 55 42 55 31 81 87
12744
pratyush-usc-mba
Enables integration with financial transaction data through REST APIs, PostgreS…
C 60 55 70 26 26 77 97
12745
DekaCube
A minimal, dockerized template for creating HTTP-based Model Context Protocol s…
C 60 55 60 35 16 81 100
12746
ag2-mcp-servers
An MCP server that enables interaction with the Transport Department of Puduche…
C 60 54 45 57 N/A 21 95 77
12747
dynamicendpoints
*Updated December 9th 2025** Manage your Microsoft 365 services effortlessly. C…
C 60 54 78 41 N/A 51 90 32
12748
pinion05
Claude Code can't do everything well. This MCP covers Claude Code's weaknesses …
C 60 54 42 50 N/A 20 87 100
12749
deephaven
Deephaven MCP Claim 1
Enables AI assistants to interact with Deephaven real-time data systems, allowi…
C 60 55 56 38 70 78 66
12750
yugabyte
YugabyteDB MCP Server Claim 1
An MCP server implementation that allows Large Language Models to directly inte…
C 60 55 53 28 51 81 90
Showing 12701–12750 of 30006 servers
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