MCP Server Quality Scores

Independent quality analysis of 33593 public MCP servers

33593
Discovered
27999
Scored
1933
Verified
16957
Complete

Last updated 1 hour, 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9751
aliafsahnoudeh
wildfire-mcp-server Claim 1
MCP server for detecting, monitoring, and analyzing potential wildfires globall…
C 66 55 51 67 34 82 92
9752
antpavlenko
A minimal, containerized MCP server that exposes a Streamable HTTP transport wi…
C 66 55 84 43 26 71 98
9753
Mtar786
Example MCP Server Claim
A minimal Node.js Model Context Protocol server that exposes two simple tools (…
C 66 55 60 82 N/A 23 95 59
9754
Willval117
Odoo MCP Server Claim 1
An implementation that integrates with Odoo ERP systems, enabling AI assistants…
C 66 55 66 72 18 80 81
9755
hagsmand
mcp-server-starrocks Claim 1
This MCP server provides connection to Starrocks allows you to explore this que…
C 66 55 84 28 41 81 92
9756
jjsantos01
QGIS MCP Claim
connects QGIS Desktop to Claude AI through the MCP. This integration enables pr…
C 66 54 84 27 N/A 37 80 98
9757
toolprint
mcp-graphql-forge Claim
MCP that can proxy any GraphQL API and expose graphql operations as mcp tools.
C 66 64 96 66 0 33 95 100
9758
qso-graph
ionis-mcp Claim
HF propagation analytics. 175M WSPR/RBN signatures, band openings, solar correl…
C 66 54 72 31 N/A 38 91 92
9759
FutureUnreal
mcp-pdf2md Claim
PDF to Markdown conversion tool
C 66 54 62 41 N/A 44 90 94
9760
tb8412
Deterministic pre-execution safety certification for autonomous AI agents.
C 66 54 66 38 N/A 32 94 93
9761
JeongSuKwak
A starter kit for quickly building Model Context Protocol (MCP) servers using t…
C 66 54 66 72 N/A 32 90 59
9762
luebken
Playlist-MCP Claim
An experimental MCP server that makes YouTube playlist transcripts available fo…
C 66 54 78 25 N/A 38 95 87
9763
robinbortlik
Easily understand your authorization by querying the OSO Cloud API using natura…
C 66 54 48 61 N/A 26 90 100
9764
kshern
image-tools-mcp Claim 2
Image Tools MCP is a Model Context Protocol (MCP) service that retrieves image …
C 66 55 66 87 50 80 40
9765
seynurmammad0v
Obsidian MCP Claim
Turns Obsidian vaults into AI-queryable knowledge graphs with 12 tools
C 66 54 88 0 N/A 57 89 99
9766
lordbasilaiassistant-sudo
base-flash-arb-mcp Claim 2
MCP server for AI agents to detect flash loan arbitrage opportunities across DE…
C 66 55 51 100 N/A 34 95 37
9767
code-massel
Integrates with the Nextcloud Cookbook app API to enable AI assistants to manag…
C 66 55 78 32 39 76 99
9768
phsphd
A Model Context Protocol server that provides Claude with access to AI-powered …
C 66 55 65 63 16 81 95
9769
ZbigniewTomanek
MCP Tools Claim
A custom Model Context Protocol server that gives Claude Desktop and other LLMs…
C 66 54 72 38 N/A 43 84 91
9770
Howe829
A server that enables web searches using different providers (currently Bing) a…
C 66 55 66 45 43 82 94
9771
isakskogstad
Kolada MCP Server Claim
Provides access to 5,000+ Key Performance Indicators across 264 operating areas…
C 66 66 88 72 0 64 81 94
9772
beekmarks
WASM MCP Server Claim 1
This server enables running a Model Context Protocol in a web browser with func…
C 66 55 78 60 21 77 83
9773
pacuare
Enables executing SQL queries against the Pacuare database with secure API toke…
C 66 55 62 68 33 81 77
9774
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
9775
LiuKeTong713
Weather MCP Claim 1
A Model Context Protocol server that enables natural language weather queries f…
C 66 54 63 65 N/A 21 95 72
9776
Haohao-end
mcp-agent Claim 1
A modular Python framework implementing the Model Context Protocol (MCP). It fe…
C 66 54 84 55 N/A 24 88 64
9777
mcfredrick
tenkai-mcp Claim
Search Tenkai Daily AI news for open-source releases, papers, and tools. Update…
C 66 54 48 61 N/A 24 92 98
9778
haris-khan-dev
Enables Gemini AI to interact with a FastAPI application through MCP tools for …
C 66 54 66 47 N/A 19 90 99
9779
mepsopti
Sprout MCP Claim 1
Model-tiered content pipeline — cheap models seed, expensive models verify
C 66 54 72 27 N/A 50 90 90
9780
emilioejus
Windows-MCP Claim 1
An MCP server designed for managing files and folders specifically on the Windo…
C 66 54 49 56 N/A 53 90 83
9781
kukapay
An MCP server that enables agents to perform bulk BNB and BEP20 token transfers…
C 66 55 51 63 40 81 95
9782
apvlv
Allows AI assistants like Claude to directly interact with and control DaVinci …
C 66 54 72 31 N/A 49 77 100
9783
txn2
mcp-datahub Claim 1
MCP server for DataHub data catalogs. Discover datasets, explore lineage, and a…
C 66 64 69 68 0 85 95 92
9784
ridrisa
Odoo-MCP Claim 1
Enables interaction with Odoo ERP systems through XML-RPC, providing access to …
C 66 55 72 38 45 78 95
9785
EgorKluch
LAML MCP Server Claim 1
Enables loading and accessing LAML (YAML-based markup language) documents from …
C 66 55 54 100 N/A 26 95 40
9786
Kryzo
A Model-Client-Protocol server that enables users to search the Gallica digital…
C 66 55 96 33 15 81 92
9787
kentcdodds
Enables interactive calculator widget functionality within AI chat interfaces, …
C 66 55 60 56 36 81 92
9788
saravmani-kmu
Learn MCP Server Claim 1
A Model Context Protocol (MCP) server designed for learning and experimentation…
C 66 54 66 52 N/A 30 75 100
9789
ndaniel
Aurora-MCP Claim
Enables querying relationships between plant species, small molecules, and mito…
C 66 55 66 46 45 81 90
9790
mlsloynaz
mcp-sqlserver Claim 1
An MCP server for Microsoft SQL Server that enables executing read-only queries…
C 66 55 59 100 30 81 44
9791
huangzesen
XHelio-SPICE Claim
Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics
C 66 54 60 33 N/A 55 92 92
9792
theYahia
1c-rest-mcp Claim 2
MCP server for 1C REST API -- catalogs, documents. Basic Auth, configurable bas…
C 66 44 45 N/A N/A 62 83 79
9793
dpshade
Provides access to WakaTime coding analytics data through MCP tools. Enables qu…
C 66 55 56 51 45 84 95
9794
yw449
Enables interaction with Cloudera Machine Learning to manage projects, files, a…
C 66 55 84 40 18 80 95
9795
fciaf420
A personal MCP server for managing Meteora decentralized liquidity market maker…
C 66 55 60 62 23 81 97
9796
scofield5658
MCP-NTP Time Service Claim 1
A Model Context Protocol server that provides accurate network time services fo…
C 66 54 57 41 N/A 39 95 97
9797
howiehuang220-star
A self-hosted MCP server that enables AI assistants to deploy and manage static…
C 66 55 70 58 20 81 91
9798
jmtanguy
Provides access to official French legal databases (Légifrance and JudiLibre) f…
C 66 55 66 46 46 81 88
9799
jymmyt
SNOTEL MCP Server Claim
Provides access to real-time and historical snow conditions, weather data, and …
C 66 55 54 74 22 81 91
9800
Traia-IO
Provides access to the Nager.Date API through the Model Context Protocol, allow…
C 66 54 68 43 N/A 27 92 95
Showing 9751–9800 of 33593 servers
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