MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21751
lifejwang11
An MCP server that integrates with the AlphaVantage financial data API, providi…
D 47 44 47 15 42 83
21752
IsaiahDupree
An Apify Actor implementing the Model Context Protocol for Perplexity API, enab…
D 47 44 48 38 18 76
21753
akilat-spec
Track and manage employee leave with instant access to balances and history. Re…
D 47 43 40 25 N/A 24 94
21754
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
21755
mokemoke0821
MCP Server Claim
A cross-platform shell command execution server that supports Windows, macOS, a…
D 47 43 38 33 N/A 24 88
21756
georgi-terziyski
A Model Context Protocol server that provides tools for connecting to and inter…
D 47 44 33 56 16 78
21757
cortexapps
Cortex MCP Claim 1
A Model Context Protocol server that provides natural language access to Cortex…
D 47 44 41 22 47 81
21758
ajay800800
An intelligent hospital appointment management system that allows users to add …
D 47 44 38 41 24 81
21759
Cdalwadi
MCP Weather Server Claim
Exposes weather forecast APIs as MCP tools, allowing LLMs to retrieve current w…
D 47 44 50 27 25 81
21760
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
21761
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
21762
rohit-db
Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over…
D 47 44 60 12 25 81
21763
Kazy1014
Notion MCP Server Claim
Enables interaction with Notion databases through the Notion API, supporting fu…
D 47 44 42 30 34 81
21764
patclarke
MCP Tekmetric Claim 1
A Model Context Protocol server that allows AI assistants to interact with Tekm…
D 47 44 35 35 40 81
21765
datalayer
A Model Context Protocol server implementation that provides geospatial analysi…
D 47 44 35 33 40 81
21766
BigVik193
Manage Reddit advertising end to end across accounts, funding methods, campaign…
D 47 55 54 70 0 23 80
21767
JMReader
MCP Shell Server Claim
A secure interface that enables language models to execute shell commands on th…
D 47 43 50 17 N/A 18 95
21768
robobobby
An MCP server that provides current weather conditions and hourly forecasts for…
D 47 44 45 31 30 80
21769
winkash
Enables AI assistants like Claude to interact with Databricks workspaces throug…
D 47 44 50 16 34 84
21770
24mlight
A-Share MCP Server Claim 1
A Model Context Protocol server focused on China's A-share stock market that pr…
D 47 44 27 33 55 81
21771
filipljoljic
Discover and map React components across your codebase to clarify architecture.…
D 47 43 40 20 N/A 32 95
21772
wolfschram
Search and license C2PA verified fine art photography. 1,109 images, 55 countri…
D 47 33 24 N/A N/A 23 95
21773
rongcloud
Rongcloud Native Claim
Native MCP Overview RongCloud Native MCP is a lightweight RongCloud IM service…
D 47 44 42 36 24 81
21774
couchrishi
kjlahsdjkashd
D 47 44 50 33 16 81
21775
AlandeXiong
Enables AI-powered insurance marketing campaign management with audience target…
D 47 44 48 31 21 81
21776
aryankeluskar
mcp-worker Claim
A lightweight template for deploying stateless Model Context Protocol (MCP) ser…
D 47 44 68 0 27 84
21777
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
21778
textforge
TextForge Claim 1
# TextForge — Human Approval for AI Email <img src="https://raw.githubusercont…
D 47 44 48 17 39 81
21779
Mokksh-bhatt
Enables AI-powered resume scoring and feedback through secure Google OAuth auth…
D 47 44 42 27 39 81
21780
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
21781
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
21782
merakimiles
Meraki MCP Claim
Provides dynamic access to 400+ Meraki Dashboard API endpoints with intelligent…
D 47 44 42 38 26 78
21783
GabrielBBaldez
Send notifications across 23 channels with 36 AI-ready tools. One API, zero boi…
D 47 43 60 0 N/A 76 56
21784
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
21785
umdoyuun
mcp_project Claim
D 47 43 42 26 N/A 18 95
21786
paulabaal12
Kitchen MCP Server Claim
Enables querying food nutritional information, discovering recipes by ingredien…
D 47 43 48 12 N/A 27 95
21787
madhavi-opsera
Bug Detector Claim
Analyzes code for bugs, security vulnerabilities, and code smells
D 47 33 26 N/A N/A 17 95
21788
siarhei-fedziukovich
Enables molecular visualization and analysis from SMILES strings using multiple…
D 47 44 48 33 25 76
21789
Rkshobhit
MCP Weather Server Claim
Enables users to get current weather information for any city through a simple …
D 47 44 34 46 27 81
21790
kim62210
SVG Canvas MCP Claim 2
An MCP server for Claude Code that enables the creation and manipulation of pro…
D 47 44 47 25 29 82
21791
ajkeast
A personal AI coding assistant that connects to various development environment…
D 47 43 48 22 N/A 16 95
21792
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
21793
hirebalzac
Balzac MCP Server Claim
Enables AI agents to manage the end-to-end content pipeline on the Balzac AI pl…
D 47 44 66 0 35 81
21794
Cognitive-Stack
An MCP server that provides seamless interaction with Azure DevOps Git reposito…
D 47 44 33 52 20 81
21795 D 47 33 18 N/A N/A 33 95
21796
simonpainter
netbox-mcp Claim 1
MCP server for interacting with NetBox API.
D 47 44 39 41 24 80
21797
fefergrgrgrg
Cloudflare API MCP Claim
A lightweight MCP server that enables agents to interface with Cloudflare's RES…
D 47 44 32 35 41 81
21798
Bigbagofchips
docsite Claim
D 47 43 38 22 N/A 35 92
21799
shaike1
MCP SSH Server Claim 1
A secure SSH server implementation for Model Context Protocol that enables remo…
D 47 44 48 33 26 76
21800
liqiongyu
Xueqiu MCP Claim
A MCP service based on the Xueqiu (Chinese stock market) API that enables users…
D 47 44 42 22 45 81
Showing 21751–21800 of 30006 servers
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