MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25250
Scored
1416
Verified
16957
Complete

Last updated 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15951
doppelgangersai
Context API MCP Server Claim 1 2
Accesses the doppelgangers.ai Social Media Context API to provide contextualize…
F 30 55 78 67 27 76 93
15952
voicetreelab
lazy-mcp Claim 1
MCP proxy server with lazy loading support - reduces context usage through on…
F 30 54 72 61 N/A 62 89 90
15953
asingh49-cmd
Enables Claude Desktop to interact with Snowflake databases through natural-lan…
F 30 54 58 22 N/A 21 84 96
15954
diaz3618
ccg-mcp-tool Claim 1
This is a powerful Model Context Protocol (MCP) server that integrates multiple…
F 30 54 90 62 81 90 89
15955
qpd-v
An MCP server that enables communication with users through Telegram. This serv…
F 30 55 75 43 23 78 97
15956
dongwoosuk
Grasshopper MCP Claim 1 3
Enables AI-powered computational design in Rhino/Grasshopper with ML-based auto…
F 30 55 90 74 N/A 42 87 68
15957
madhusudan-kulkarni
Enables AI-powered image generation from text prompts using fal.ai models direc…
F 30 54 84 72 N/A 50 90 99
15958
riefer02
Mezmo MCP Server Claim 1 2
An MCP server for retrieving and filtering logs from Mezmo with a quota-conscio…
F 30 55 63 76 31 82 90
15959
CorefluxCommunity
Coreflux MQTT MCP Server Claim 1 2
A Model Context Protocol server that connects to Coreflux MQTT brokers, enablin…
F 30 55 71 43 47 74 95
15960
goldensansapple
Enables AI models to interactively prompt users for input or clarification dire…
F 30 55 48 68 45 80 97
15961
RbBtSn0w
Model Context Protocol server for awesome-copilot agents and collections
F 30 54 100 46 N/A 85 90 93
15962
aliyun
MCP service for Tablestore, features include adding documents, semantic search …
F 30 55 58 35 51 76 92
15963
campertunity
mcp-server Claim 1
Search campgrounds around the world on campertunity, check availability, and pr…
F 30 55 54 55 N/A 32 80 73
15964
worlddebugger
Freqtrade-MCP Claim 1
Integrates with the Freqtrade cryptocurrency trading bot via its REST API to en…
F 30 55 48 32 48 80 94
15965
mrexodia
zeromcp Claim 1
Zero-dependency MCP server implementation.
F 30 54 92 62 N/A 84 90 96
15966
leonaries
AI Picture MCP Server Claim 1 3
An MCP server that integrates Alibaba Cloud DashScope's FLUX model to provide A…
F 30 55 79 100 46 76 41
15967
botwith
xiaozhi-mcp Claim 1 2
A versatile MCP server framework that enables AI capabilities like remote contr…
F 30 55 54 33 58 70 86
15968
MervinPraison
praisonai-mcp Claim 1 2
AI Agents framework with 64+ built-in tools for search, memory, workflows, code…
F 30 54 72 26 N/A 64 90 89
15969
owayo
GitLabとの連携機能を提供するModel Context Protocol (MCP) サーバーです。GitLabの特定のプロジェクトからパイプラインの失…
F 30 55 42 17 44 76 31
15970
abhishekbhakat
mcp-server-code-assist Claim 1 4
A Model Context Protocol server that provides tools for code modification and g…
F 30 55 63 82 38 78 47
15971
scmcphub
Liana-MCP Claim 1
Enables natural language interface for single-cell RNA-Seq analysis using Liana…
F 30 55 72 62 44 76 90
15972
bmaranan75
Provides a standardized interface to interact with LangGraph agents through Cha…
F 25 55 92 63 27 76 95
15973
tHeMaskedMan981
Enables access to Network School Luma calendar events through Claude Desktop. A…
F 25 55 78 56 26 78 100
15974
trilogy-group
Enables AI applications to integrate with YouTube-Summarizer's APIs through the…
F 25 54 66 25 N/A 23 90 98
15975
dynamicendpoints
Automate the backup of your Cloudflare projects to a GitHub repository. Ensure …
F 25 54 84 66 N/A 25 90 91
15976
DLHellMe
Telegram MCP Server Claim 1 2
A Model Context Protocol server that enables Claude to interact with Telegram c…
F 25 55 79 66 52 77 89
15977
jxnl
A Python server that enables interaction with macOS native applications (Contac…
F 25 54 54 53 N/A 19 88 99
15978
MissionSquad
mcp-helper-tools Claim 1
Fork of @cyanheads toolkit MCP server. Added encoding functions, removed system…
F 25 55 78 61 37 80 100
15979
mingzilla
PI API MCP Server Claim 1 2
A Model Context Protocol server that enables Claude and other MCP-compatible AI…
F 25 55 69 68 61 80 95
15980
galaxyproject
galaxy-mcp Claim 1 2
MCP server for Galaxy bioinformatics platform - connect, execute tools, and man…
F 25 54 57 43 N/A 63 77 89
15981
handaas
Provides comprehensive building and office address information queries for ente…
F 25 66 60 35 0 19 74 62
15982
ai-zerolab
MCP Email Server Claim 1
Provides IMAP and SMTP capabilities, enabling developers to manage email servic…
F 25 54 68 67 N/A 79 90 91
15983
zach-snell
jtk Claim 1
Jira CLI & MCP Server — dual-mode Go binary for Jira Cloud with 9 tools, 4 prom…
F 25 55 72 70 66 77 40
15984
MladenSU
cli-mcp-server Claim 1
Command line interface with secure execution and customizable security policies
F 25 54 96 65 N/A 51 88 95
15985
santiagosanmartinn
MCP SAPUI5 Server Claim 1
A specialized MCP server for SAPUI5 and Fiori development that enables code gen…
F 25 54 80 65 N/A 58 92 86
15986
fernandezpablo85
IOL MCP Tool Claim 1 2
An MCP server that enables interaction with the Invertir Online (IOL) trading A…
F 25 54 41 18 N/A 41 87 99
15987
lakyia
MCP Demo Claim 1
A FastMCP-based server providing tools for weather queries, random number gener…
F 25 55 50 25 25 80 96
15988
hoonzinope
Python MySQL MCP Claim 2
A FastMCP-based server that enables interaction with MySQL databases, supportin…
F 25 55 50 25 28 76 66
15989
rishipradeep-think41
A Model Context Protocol server that provides tools for interacting with Gmail …
F 25 55 63 58 43 78 93
15990
markmehere
Simple Weather MCP Claim 1
A cross-platform MCP server that provides weather forecasts by coordinates, loc…
F 25 54 48 41 48 92 100
15991
yohanfraga
MCP Activities Claim 1
Enables users to create and manage activities in the meupontoonline system thro…
F 25 55 76 65 29 74 75
15992
gcorroto
Asterisk S2S MCP Server Claim 2 3
MCP Server for automated conversational phone calls using Asterisk with Speech-…
F 25 55 51 70 50 76 93
15993
BitePro
Chrome Debugger MCP Claim 2
Chrome breakpoint debugging MCP server for inspecting runtime values and steppi…
F 25 54 60 67 N/A 55 90 98
15994
hesreallyhim
diy-tools-mcp Claim 1 3
An MCP server that allows users to dynamically add custom tools/functions at ru…
F 25 64 81 51 0 94 87 93
15995
kvncampos
nautobot_mcp Claim 2
Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployme…
F 25 64 94 67 0 77 87 95
15996
ebrunet001
mcp-server-lol Claim 1 2
League of Legends AI coaching: player profiles, match history, ranked stats & p…
F 25 66 66 0 0 47 78 95
15997
manamurah
An AI-optimized Model Context Protocol server for querying Malaysian consumer g…
F 25 55 92 58 41 80 90
15998
ThoreKoritzius
Indexes GraphQL schemas using embeddings to enable semantic search of types and…
F 25 55 68 33 45 80 90
15999
markswendsen-code
opentable Claim 1 3
MCP server for OpenTable - let AI agents book restaurant reservations and manag…
F 25 54 75 68 N/A 32 87 100
16000
axiomhq
mcp Claim 1 2
List datasets, schemas, run APL queries, and use prompts for exploration, anoma…
F 25 66 54 43 0 60 80 93
Showing 15951–16000 of 33379 servers
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