MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
25863
Scored
1565
Verified
16957
Complete

Last updated 35 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22751
cyberlife-coder
Automatically generates structured agile backlogs including epics, features, an…
D 48 44 42 26 42 81
22752
jupiterbak
AYX-MCP-Wrapper Claim 1
A Model Context Protocol server that provides a comprehensive interface to Alte…
D 48 44 45 30 33 81
22753
YusukeYoshiyama
Enables interaction with Google Calendar through the Google Calendar API. Suppo…
D 48 44 42 41 24 81
22754
jalzoubi
MCP Server Claim
A JSON-RPC 2.0 compliant server that enables interaction with HDF5 data files a…
D 48 43 44 32 N/A 21 90
22755
vupatel08
Enables discovery and analysis of research ecosystems by extracting metadata fr…
D 48 44 56 31 19 77
22756
cfocoder
Access comprehensive market data to research stocks, companies, indexes, ETFs, …
D 48 55 64 45 0 45 81
22757
rblake2320
A management service that orchestrates multiple server processes organized into…
D 48 44 40 52 14 81
22758
samihalawa
Provides high-quality text-to-speech synthesis with 10 natural voices, emotion …
D 48 44 54 12 44 81
22759
jabir366
A comprehensive airline booking operations server that enables users to search …
D 48 43 56 12 N/A 22 95
22760
Nexsite
A comprehensive MCP server that provides 159 tools for interacting with the Fre…
D 48 44 72 0 30 81
22761
Jacobcdsmith
A comprehensive MCP server with dual interfaces (stdio and web dashboard) that …
D 48 43 48 12 N/A 32 95
22762
ag2-mcp-servers
An MCP server that enables management of Google Play games via the Google Games…
D 48 44 45 42 21 76
22763
wwiens
Trakt Claim
A Model Context Protocol (MCP) server that creates a bridge between AI language…
D 48 44 48 22 32 84
22764
simovilab
infobus-mcp Claim
Model Context Protocol server enabling AI assistants to access transit informat…
D 48 43 46 25 N/A 19 95
22765
kri77
A Model Context Protocol server that translates high-level intents into command…
D 48 43 27 50 N/A 22 92
22766
vsv21gml
A corporate file management system that enables users to upload and activate fi…
D 48 44 42 37 29 80
22767
bangbangda
WeCom MCP Claim
Enables AI assistants to interact with Enterprise WeChat (WeCom) using natural …
D 48 43 42 7 47 96
22768
stelang
MCP Server Claim
An implementation of the Model Context Protocol (MCP) server that enables multi…
D 48 43 48 12 N/A 36 95
22769
joeleesuh
githubmcp Claim
D 48 33 28 N/A N/A 18 95
22770
Alex-Kamikaze
Enables interaction with tool data stored in Google Drive Excel files through c…
D 48 44 50 31 26 81
22771
yj-liuzepeng
A pluggable and observable modular RAG framework that enables AI assistants to …
D 48 44 50 27 32 80
22772
Nisarg-123-web
A master control program that orchestrates intelligent agents with a plug-and-p…
D 48 43 42 31 N/A 24 92
22773
raphamaster
Enables natural language analysis of automotive sales data stored in MariaDB us…
D 48 44 54 28 19 81
22774
dshenaf
Enables control of smart lights through MQTT messaging protocol, supporting ope…
D 48 44 42 43 22 80
22775
torohash
A service that provides Playwright browser automation functionality through Mod…
D 48 44 50 30 30 78
22776
mkaohleaskhar
Enables users to get current weather conditions and forecasts for any city thro…
D 48 44 48 38 16 81
22777
alifanov
ScopeGate Claim
Granular permission gateway for MCP agents. Per-agent scopes for Google Drive, …
D 48 55 64 37 0 58 81
22778
theol0403
Exposes over 90 Garmin Connect tools for tracking activities, health metrics, a…
D 48 44 64 15 22 80
22779
SaViGnAnO
A Model Context Protocol server that enables LLMs to interact with VS Code's Si…
D 47 43 45 20 N/A 24 95
22780
krishnannarayanaswamy
API as MCP Claim
Converts REST APIs into MCP tools using Gradio, demonstrated with a local IBM G…
D 47 43 48 27 N/A 16 90
22781
mediar-ai
A multi-agent orchestrator that enables multiple AI agents to share a single Ch…
D 47 43 54 7 N/A 27 95
22782
siarhei-fedziukovich
Enables molecular visualization and analysis from SMILES strings using multiple…
D 47 44 48 33 25 76
22783
woohq
Godette Claim 1
An MCP server for Godot game development that provides 45 tools for reading, an…
D 47 43 45 0 N/A 56 91
22784
eeeeeeeason
Enables AI models to invoke SpinQ's quantum computing hardware resources by cre…
D 47 44 56 20 25 81
22785
ovezthaking
my-mcp Claim
A note management MCP server that enables users to store, retrieve, and summari…
D 47 33 24 N/A N/A 23 95
22786
igorzheludkov
Metro Logs MCP Claim
Captures and provides access to React Native console logs from Metro bundler, e…
D 47 43 48 0 N/A 61 82
22787
BigVik193
Manage Reddit advertising end to end across accounts, funding methods, campaign…
D 47 55 54 70 0 23 80
22788
filipljoljic
Discover and map React components across your codebase to clarify architecture.…
D 47 43 40 20 N/A 32 95
22789
Kazy1014
Notion MCP Server Claim
Enables interaction with Notion databases through the Notion API, supporting fu…
D 47 44 42 30 34 81
22790
csc-0812
MCP Server Demo Claim
A WebSocket-based Model Control Protocol (MCP) server that processes model requ…
D 47 43 42 22 N/A 24 95
22791
tsiongk
Sponge MCP Server Claim
Provides a Model Context Protocol interface to the Sponge wallet API for managi…
D 47 44 48 25 27 81
22792
khointn-bioturing
MCP Server Claim
A Dify endpoint plugin that converts a Dify app into a MCP server, allowing com…
D 47 44 42 40 21 81
22793 D 47 33 30 N/A N/A 13 95
22794
akilat-spec
Track and manage employee leave with instant access to balances and history. Re…
D 47 43 40 25 N/A 24 94
22795
akazwz
A demonstration project that uses Cloudflare Workers MCP to create custom AI to…
D 47 44 50 30 21 78
22796
ajay800800
An intelligent hospital appointment management system that allows users to add …
D 47 44 38 41 24 81
22797
simonpainter
netbox-mcp Claim 1
MCP server for interacting with NetBox API.
D 47 44 39 41 24 80
22798
rohit-db
Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over…
D 47 44 60 12 25 81
22799 D 47 33 30 N/A N/A 13 95
22800
merakimiles
Meraki MCP Claim
Provides dynamic access to 400+ Meraki Dashboard API endpoints with intelligent…
D 47 44 42 38 26 78
Showing 22751–22800 of 33449 servers
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