MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29623
Scored
2112
Verified
16952
Complete

Last updated 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10001
GALIAIS
SiYuan MCP Server Claim 1
An MCP server for SiYuan Note that enables comprehensive management of notebook…
C 66 55 63 65 N/A 68 95 39
10002
datawiz168
MCP Snowflake Service Claim 1
A Model Context Protocol server that enables Claude to execute SQL queries on S…
C 66 55 75 35 42 81 94
10003
yw449
Enables interaction with Cloudera Machine Learning to manage projects, files, a…
C 66 55 84 40 18 80 95
10004
kukapay
An MCP server that enables agents to perform bulk BNB and BEP20 token transfers…
C 66 55 51 63 40 81 95
10005
qso-graph
An MCP server for HF radio propagation analytics using the IONIS dataset collec…
C 66 54 72 31 N/A 38 91 92
10006
Srish-ty
A server that manages conversation context for LLM interactions, storing recent…
C 66 55 86 36 23 81 94
10007
GuangYiDing
MySQL-MCP Claim
A connector that gives Claude direct access to MySQL databases through the Mode…
C 66 55 60 48 44 80 99
10008
markgregg
Analyzes runtime data objects to suggest optimal UI component instructions for …
C 66 54 60 52 N/A 32 95 83
10009
RadonX
MCP TriliumNext Claim 1
A Model Context Protocol server enabling AI assistants to interact with Trilium…
C 66 55 69 100 25 81 35
10010
13rac1
A Model Context Protocol server that enables AI assistants to access and contro…
C 66 54 57 55 N/A 22 94 93
10011
jasonkholden
Provides AI models with real-time data about New England's power grid through a…
C 66 55 68 37 40 82 100
10012
hithereiamaliff
Provides access to GrabMaps services (Places, Maps, Routes) through AWS Locatio…
C 66 66 100 67 0 55 81 90
10013
fakoli
MCP AI Bridge Claim 1
A secure Model Context Protocol server that enables Claude Code to connect with…
C 66 55 78 62 46 81 54
10014
openpoem
spec-score-mcp Claim
Score your specs before feeding them to an LLM. MCP server with radar chart vis…
C 66 64 90 58 0 54 95 100
10015
demomagic
Provides access to Dune Analytics blockchain data through specialized tools for…
C 66 55 60 66 23 81 89
10016
fancyboi999
Daily Hots MCP Claim
A Python-based MCP server that aggregates real-time trending topics and news fr…
C 66 55 62 56 42 81 87
10017
demomagic
Enables document parsing through the Mineru API with support for multiple forma…
C 66 55 54 72 21 81 92
10018
OrionPotter
DBHub Claim
A universal database gateway MCP server that enables AI assistants to connect t…
C 66 55 90 68 53 76 29
10019
bcperry
An MCP server that provides Xbox controller emulation capabilities, allowing us…
C 66 54 39 60 N/A 39 95 100
10020
theYahia
gigachat-mcp Claim 1
MCP server for GigaChat — AI chat, embeddings, image generation (Russia)
C 66 44 41 N/A N/A 58 83 86
10021
freshlife001
A Model Context Protocol server that allows AI agents to play Texas Holdem poke…
C 66 55 63 70 23 81 84
10022
sammcj
An MCP server that enables users to retrieve information from AWS Knowledge Bas…
C 66 55 63 100 27 80 44
10023
firozanam
Provides intelligent error detection and debugging capabilities across multiple…
C 66 54 72 28 N/A 51 90 91
10024
guzyang
A template for deploying an unauthenticated remote MCP server on Cloudflare Wor…
C 66 55 48 68 27 81 100
10025
danielmiranda
Provides stealthy browser automation capabilities using a custom Firefox build …
C 66 55 60 55 31 80 97
10026
bholemaharaj
Provides weather forecast and alert data for US locations through the National …
C 66 55 54 58 28 83 100
10027
nishide-dev
ML Research MCP Claim
Provides machine learning researchers with tools for creating publication-quali…
C 66 55 72 41 48 83 83
10028
aparajithn
Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly…
C 66 66 94 66 0 60 78 99
10029
joshp-f
E2B Remote Server Claim
Enable secure sandboxed command execution and file operations remotely. Manage …
C 66 54 40 63 N/A 41 95 91
10030
AgentWorkshop
A standardized interface for agent-to-agent communication that enables composab…
C 66 55 78 31 40 81 94
10031
gongjiaben
A powerful speech-to-text MCP server that supports multiple audio formats and r…
C 66 54 54 68 N/A 22 95 82
10032
ExactDoug
Fetch MCP Server Claim 1
Enables retrieval and processing of web page content for LLMs by converting HTM…
C 66 55 64 58 31 81 88
10033
kakehashi-inc
Mattermost MCP Server Claim 1
A Model Context Protocol server that connects to Mattermost, allowing AI models…
C 66 55 41 68 53 81 89
10034
AgentsWorkingTogether
mcp-sleep Claim
Tool that allows you to wait a certain time to continue the execution of an age…
C 66 55 90 22 41 81 90
10035
guangxiangdebizi
PPT-MCP Claim
Enables creating, analyzing, and managing PowerPoint presentations using pure N…
C 66 55 100 58 39 81 34
10036
samihalawa
envmem-mcp Claim
EnvMem
C 66 55 94 0 N/A 62 80 96
10037
FutureUnreal
mcp-pdf2md Claim
PDF to Markdown conversion tool
C 66 54 62 41 N/A 44 90 94
10038
lingvanex-mt
Enables text translation between different languages using the Lingvanex Transl…
C 66 55 48 68 29 81 100
10039
koei-kaji
zk-mcp Claim 1
An MCP server that integrates the zk note-taking system with LLMs, enabling use…
C 66 54 45 62 N/A 45 90 88
10040
orkuhh
Provides real-time Linux system monitoring for CPU load, memory usage, disk spa…
C 66 54 80 27 N/A 37 82 100
10041
hedera-dev
A server that interfaces with the Hedera Testnet Mirror Node API, converting it…
C 66 55 72 56 19 80 89
10042
higress-group
MCP server that provides comprehensive tools for managing [Higress](https://git…
C 66 54 76 41 N/A 26 89 91
10043
newageflyfish-max
volthq Claim
Compute price oracle for AI agents. Compare inference pricing across 8 provider…
C 66 54 72 37 32 90 91
10044
huangzesen
XHelio-SPICE Claim
Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics
C 66 54 60 33 N/A 55 92 92
10045
Creo-DRB1008
Logs Cursor AI chat interactions to Notion databases for documentation and know…
C 66 55 78 46 19 81 92
10046
lifestylearb
tokenmonkey Claim
P2P wagering protocol for AI agents on Solana. Coinflip & dice challenges for U…
C 66 54 60 66 N/A 25 74 99
10047
king-of-the-grackles
Discourse MCP Claim
Enables AI agents to interact with Discourse forums through search, reading top…
C 66 66 86 75 0 62 80 92
10048
recursechat
An MCP Server Integration with Apple Shortcuts
C 66 54 63 48 N/A 45 77 98
10049
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
10050
martinshumberto
Provides intelligent introspection and exploration of any GraphQL API schema wi…
C 66 55 66 57 21 81 97
Showing 10001–10050 of 48680 servers
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