MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33946
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24701
jupiterbak
AYX-MCP-Wrapper ⚡ Claim 1
A Model Context Protocol server that provides a comprehensive interface to Alte…
D 48 4⁄4 ◐ ⏳ 45 30 — 33 81 —
24702
cfocoder
Access comprehensive market data to research stocks, companies, indexes, ETFs, …
D 48 5⁄5 ◐ ⏳ 64 45 0 45 81 —
24703
ardacetinkaya
This project demonstrates how to integrate AI capabilities into a typical busin…
D 48 4⁄3 ◐ ⏳ 54 17 N/A 21 92 —
24704
direkt
Enables querying log data stored in SQLite databases through the Model Context …
D 48 4⁄3 ◐ ⏳ 48 31 N/A 18 87 —
24705
the-artinet-project
mcp Claim
D 48 3⁄3 ◐ ⏳ 26 N/A N/A 21 95 —
24706
dshenaf
Enables control of smart lights through MQTT messaging protocol, supporting ope…
D 48 4⁄4 ◐ ⏳ 42 43 — 22 80 —
24707
Nisarg-123-web
A master control program that orchestrates intelligent agents with a plug-and-p…
D 48 4⁄3 ◐ ⏳ 42 31 N/A 24 92 —
24708
marketlab-agence
Provides a unified API gateway for managing cPanel and WHM hosting environments…
D 48 4⁄4 ◐ ⏳ 46 41 — 19 81 —
24709
moeru-ai
mcp-launcher Claim
🐳🧩 Easy to use MCP builder & launcher for all possible MCP servers, just like O…
D 48 4⁄3 ◐ ⏳ 40 26 N/A 29 95 —
24710
simovilab
infobus-mcp Claim
Model Context Protocol server enabling AI assistants to access transit informat…
D 48 4⁄3 ◐ ⏳ 46 25 N/A 19 95 —
24711 D 47 3⁄3 ◐ ⏳ 30 N/A N/A 13 95 —
24712
cortexapps
Cortex MCP ⚡ Claim 1
A Model Context Protocol server that provides natural language access to Cortex…
D 47 4⁄4 ◐ ⏳ 41 22 — 47 81 —
24713
igorzheludkov
Metro Logs MCP ⚡ Claim
Captures and provides access to React Native console logs from Metro bundler, e…
D 47 4⁄3 ◐ ⏳ 48 0 N/A 61 82 —
24714
tsiongk
Sponge MCP Server ⚡ Claim
Provides a Model Context Protocol interface to the Sponge wallet API for managi…
D 47 4⁄4 ◐ ⏳ 48 25 — 27 81 —
24715
JMReader
MCP Shell Server ⚡ Claim
A secure interface that enables language models to execute shell commands on th…
D 47 4⁄3 ◐ ⏳ 50 17 N/A 18 95 —
24716
Cognitive-Stack
An MCP server that provides seamless interaction with Azure DevOps Git reposito…
D 47 4⁄4 ◐ ⏳ 33 52 — 20 81 —
24717
w2pwinlinux
An executable MySQL server implementation that facilitates database connections…
D 47 4⁄3 ◐ ⏳ 54 12 N/A 16 95 —
24718 D 47 3⁄3 ◐ ⏳ 30 N/A N/A 13 95 —
24719
AlandeXiong
Enables AI-powered insurance marketing campaign management with audience target…
D 47 4⁄4 ◐ ⏳ 48 31 — 21 81 —
24720
woohq
Godette Claim 1
An MCP server for Godot game development that provides 45 tools for reading, an…
D 47 4⁄3 ◐ ⏳ 45 0 N/A 56 91 —
24721
Kazy1014
Notion MCP Server ⚡ Claim
Enables interaction with Notion databases through the Notion API, supporting fu…
D 47 4⁄4 ◐ ⏳ 42 30 — 34 81 —
24722
Bigbagofchips
docsite Claim
D 47 4⁄3 ◐ ⏳ 38 22 N/A 35 92 —
24723
mokemoke0821
MCP Server ⚡ Claim
A cross-platform shell command execution server that supports Windows, macOS, a…
D 47 4⁄3 ◐ ⏳ 38 33 N/A 24 88 —
24724
ajay800800
An intelligent hospital appointment management system that allows users to add …
D 47 4⁄4 ◐ ⏳ 38 41 — 24 81 —
24725
umdoyuun
mcp_project Claim
D 47 4⁄3 ◐ ⏳ 42 26 N/A 18 95 —
24726
patclarke
MCP Tekmetric ⚡ Claim 1
A Model Context Protocol server that allows AI assistants to interact with Tekm…
D 47 4⁄4 ◐ ⏳ 35 35 — 40 81 —
24727
PulkitXChadha
Enables AI assistants like Claude to interact with Databricks workspaces throug…
D 47 4⁄4 ◐ ⏳ 48 17 — 38 81 —
24728
rohit-db
Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over…
D 47 4⁄4 ◐ ⏳ 60 12 — 25 81 —
24729
liqiongyu
Xueqiu MCP Claim
A MCP service based on the Xueqiu (Chinese stock market) API that enables users…
D 47 4⁄4 ◐ ⏳ 42 22 — 45 81 —
24730
akilat-spec
Track and manage employee leave with instant access to balances and history. Re…
D 47 4⁄3 ◐ ⏳ 40 25 N/A 24 94 —
24731
wolfschram
Search and license C2PA verified fine art photography. 1,109 images, 55 countri…
D 47 3⁄3 ◐ ⏳ 24 N/A N/A 23 95 —
24732
kaman05010
A production-ready server that provides Wikipedia search and content retrieval …
D 47 4⁄4 ◐ ⏳ 50 25 — 25 82 —
24733
fefergrgrgrg
Cloudflare API MCP ⚡ Claim
A lightweight MCP server that enables agents to interface with Cloudflare's RES…
D 47 4⁄4 ◐ ⏳ 32 35 — 41 81 —
24734
csc-0812
MCP Server Demo ⚡ Claim
A WebSocket-based Model Control Protocol (MCP) server that processes model requ…
D 47 4⁄3 ◐ ⏳ 42 22 N/A 24 95 —
24735
GabrielBBaldez
Send notifications across 23 channels with 36 AI-ready tools. One API, zero boi…
D 47 4⁄3 ◐ ⏳ 60 0 N/A 76 56 —
24736
winkash
Enables AI assistants like Claude to interact with Databricks workspaces throug…
D 47 4⁄4 ◐ ⏳ 50 16 — 34 84 —
24737
AllTerrainDeveloper
professionals ⚡ Claim 1
Find skilled tradespeople in Spain — fontaneros, electricistas, pintores, cerra…
D 47 3⁄3 ◐ ⏳ 24 N/A N/A 23 95 —
24738
georgi-terziyski
A Model Context Protocol server that provides tools for connecting to and inter…
D 47 4⁄4 ◐ ⏳ 33 56 — 16 78 —
24739
shaike1
MCP SSH Server ⚡ Claim 1
A secure SSH server implementation for Model Context Protocol that enables remo…
D 47 4⁄4 ◐ ⏳ 48 33 — 26 76 —
24740
mdevans1
Enables natural language management of Minecraft Bedrock Edition servers throug…
D 47 4⁄4 ◐ ⏳ 42 41 — 18 80 —
24741
lifejwang11
An MCP server that integrates with the AlphaVantage financial data API, providi…
D 47 4⁄4 ◐ ⏳ 47 15 — 42 83 —
24742
IsaiahDupree
An Apify Actor implementing the Model Context Protocol for Perplexity API, enab…
D 47 4⁄4 ◐ ⏳ 48 38 — 18 76 —
24743
akazwz
A demonstration project that uses Cloudflare Workers MCP to create custom AI to…
D 47 4⁄4 ◐ ⏳ 50 30 — 21 78 —
24744 D 47 3⁄3 ◐ ⏳ 18 N/A N/A 33 95 —
24745
SaViGnAnO
A Model Context Protocol server that enables LLMs to interact with VS Code's Si…
D 47 4⁄3 ◐ ⏳ 45 20 N/A 24 95 —
24746
Cdalwadi
MCP Weather Server ⚡ Claim
Exposes weather forecast APIs as MCP tools, allowing LLMs to retrieve current w…
D 47 4⁄4 ◐ ⏳ 50 27 — 25 81 —
24747
khointn-bioturing
MCP Server Claim
A Dify endpoint plugin that converts a Dify app into a MCP server, allowing com…
D 47 4⁄4 ◐ ⏳ 42 40 — 21 81 —
24748
Mokksh-bhatt
Enables AI-powered resume scoring and feedback through secure Google OAuth auth…
D 47 4⁄4 ◐ ⏳ 42 27 — 39 81 —
24749
textforge
TextForge Claim 1
# TextForge — Human Approval for AI Email <img src="https://raw.githubusercont…
D 47 4⁄4 ◐ ⏳ 48 17 — 39 81 —
24750
ovezthaking
my-mcp ⚡ Claim
A note management MCP server that enables users to store, retrieve, and summari…
D 47 3⁄3 ◐ ⏳ 24 N/A N/A 23 95 —
Showing 24701–24750 of 69261 servers
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