MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33946
Scored
→
2112
Verified
→
16953
Complete

Last updated 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24651
YusukeYoshiyama
Enables interaction with Google Calendar through the Google Calendar API. Suppo…
D 48 4⁄4 ◐ ⏳ 42 41 — 24 81 —
24652 D 48 3⁄3 ◐ ⏳ 32 N/A N/A 13 95 —
24653
taskmaster-ai
Enables AI assistants to read and send Instagram direct messages using the Mode…
D 48 4⁄4 ◐ ⏳ 48 36 — 24 78 —
24654 D 48 3⁄3 ◐ ⏳ 30 N/A N/A 15 95 —
24655
vsv21gml
A corporate file management system that enables users to upload and activate fi…
D 48 4⁄4 ◐ ⏳ 42 37 — 29 80 —
24656
alifanov
ScopeGate Claim
Granular permission gateway for MCP agents. Per-agent scopes for Google Drive, …
D 48 5⁄5 ◐ ⏳ 64 37 0 58 81 —
24657
mesopelagique
An MCP server and VS Code extension that enables users to fetch and browse 4D c…
D 48 4⁄4 ◐ ⏳ 41 12 — 63 81 —
24658
mkaohleaskhar
Enables users to get current weather conditions and forecasts for any city thro…
D 48 4⁄4 ◐ ⏳ 48 38 — 16 81 —
24659
yj-liuzepeng
A pluggable and observable modular RAG framework that enables AI assistants to …
D 48 4⁄4 ◐ ⏳ 50 27 — 32 80 —
24660
alex-feel
mcp-context-server ⚡ Claim 3
An MCP server that provides persistent multimodal context storage for LLM agent…
D 48 4⁄3 ◐ ⏳ 39 38 N/A 81 44 —
24661
MatthewLaw1
Enables AI agent and task management using the CrewAI framework, allowing users…
D 48 4⁄4 ◐ ⏳ 48 41 — 24 71 —
24662
ag2-mcp-servers
An MCP server that allows agents to interact with Meilisearch, a powerful open-…
D 48 4⁄4 ◐ ⏳ 45 42 — 21 78 —
24663
mshk
MCP-RSS-Crawler Claim 1
An MCP server that fetches RSS feeds and shares them with LLMs, allowing AI ass…
D 48 4⁄4 ◐ ⏳ 41 43 — 24 80 —
24664
jmgress
Simple MCP Server ⚡ Claim 1
A lightweight Model Context Protocol server that provides an in-memory key-valu…
D 48 4⁄4 ◐ ⏳ 48 22 — 37 82 —
24665
ag2-mcp-servers
An MCP server that enables interaction with the Firebase App Check API, allowin…
D 48 4⁄4 ◐ ⏳ 45 45 — 21 76 —
24666
alexhtruong
Vault MCP Server ⚡ Claim
Enable secure and efficient management of encrypted data vaults through a stand…
D 48 4⁄3 ◐ ⏳ 24 55 N/A 25 87 —
24667
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 —
24668
ardacetinkaya
This project demonstrates how to integrate AI capabilities into a typical busin…
D 48 4⁄3 ◐ ⏳ 54 17 N/A 21 92 —
24669
joeleesuh
githubmcp Claim
D 48 3⁄3 ◐ ⏳ 28 N/A N/A 18 95 —
24670
nathannj
Notes MCP Server ⚡ Claim
Manages markdown notes in a specified directory, allowing users to create, read…
D 48 4⁄3 ◐ ⏳ 48 35 N/A 15 87 —
24671
FlowRegSuite
Provides programmatic access to variational optical-flow motion correction for …
D 48 4⁄3 ◐ ⏳ 48 22 N/A 18 95 —
24672
ag2-mcp-servers
An MCP server that enables management of Google Play games via the Google Games…
D 48 4⁄4 ◐ ⏳ 45 42 — 21 76 —
24673
Minjunkim622
mcp_calculator ⚡ Claim
D 48 3⁄3 ◐ ⏳ 24 N/A N/A 26 95 —
24674
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 —
24675
chibbi1
Enables natural language interaction with heterogeneous databases (MySQL and Po…
D 48 4⁄4 ◐ ⏳ 62 17 — 24 81 —
24676
cyberlife-coder
Automatically generates structured agile backlogs including epics, features, an…
D 48 4⁄4 ◐ ⏳ 42 26 — 42 81 —
24677
smithery-ai
Enables integration and control of DeepSeek and Claude AI models through RESTfu…
D 48 4⁄4 ◐ ⏳ 48 38 — 19 81 —
24678
bangbangda
WeCom MCP Claim
Enables AI assistants to interact with Enterprise WeChat (WeCom) using natural …
D 48 4⁄3 ◐ ⏳ 42 7 — 47 96 —
24679
mohrstade
Provides a semantic layer for querying and analyzing BigQuery's Austin Bikeshar…
D 48 4⁄3 ◐ ⏳ 54 12 N/A 25 95 —
24680
direkt
Enables querying log data stored in SQLite databases through the Model Context …
D 48 4⁄3 ◐ ⏳ 48 31 N/A 18 87 —
24681
jiarongli517021911144
Hybrid RAG MCP Server ⚡ Claim 1
A modular Retrieval-Augmented Generation (RAG) framework that provides hybrid s…
D 48 4⁄4 ◐ ⏳ 42 38 — 27 83 —
24682
marketlab-agence
Provides a unified API gateway for managing cPanel and WHM hosting environments…
D 48 4⁄4 ◐ ⏳ 46 41 — 19 81 —
24683
Minjunkim622
mcp_calculator ⚡ Claim
D 48 3⁄3 ◐ ⏳ 24 N/A N/A 26 95 —
24684
torohash
A service that provides Playwright browser automation functionality through Mod…
D 48 4⁄4 ◐ ⏳ 50 30 — 30 78 —
24685
jackdark425
An MCP server that provides comprehensive access to real-time stock quotes, fin…
D 48 4⁄4 ◐ ⏳ 69 0 — 35 81 —
24686
the-artinet-project
mcp Claim
D 48 3⁄3 ◐ ⏳ 26 N/A N/A 21 95 —
24687
moeinnajafi1998
A task management system that exposes CRUD operations for todos through a custo…
D 48 4⁄3 ◐ ⏳ 42 28 N/A 24 95 —
24688
samihalawa
Provides high-quality text-to-speech synthesis with 10 natural voices, emotion …
D 48 4⁄4 ◐ ⏳ 54 12 — 44 81 —
24689
jabir366
A comprehensive airline booking operations server that enables users to search …
D 48 4⁄3 ◐ ⏳ 56 12 N/A 22 95 —
24690
anhminhnguyen3110
An auto-generated MCP server that enables interaction with AWS QuickSight servi…
D 48 4⁄4 ◐ ⏳ 48 31 — 27 81 —
24691
stelang
MCP Server Claim
An implementation of the Model Context Protocol (MCP) server that enables multi…
D 48 4⁄3 ◐ ⏳ 48 12 N/A 36 95 —
24692
jalzoubi
MCP Server ⚡ Claim
A JSON-RPC 2.0 compliant server that enables interaction with HDF5 data files a…
D 48 4⁄3 ◐ ⏳ 44 32 N/A 21 90 —
24693
AtulanZaman
A streaming chat agent that integrates Google ADK with Model Context Protocol a…
D 48 4⁄4 ◐ ⏳ 54 20 — 34 80 —
24694
hiohio2
A Flask-based server that hosts multiple tools, each exposing functionalities b…
D 48 4⁄4 ◐ ⏳ 48 38 — 16 81 —
24695
tri2703
Nmap-MCP Claim
An agent-based network scanning system that uses Nmap for network discovery and…
D 48 4⁄3 ◐ ⏳ 38 36 N/A 16 95 —
24696
dshenaf
Enables control of smart lights through MQTT messaging protocol, supporting ope…
D 48 4⁄4 ◐ ⏳ 42 43 — 22 80 —
24697
Jacobcdsmith
A comprehensive MCP server with dual interfaces (stdio and web dashboard) that …
D 48 4⁄3 ◐ ⏳ 48 12 N/A 32 95 —
24698
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 —
24699
raphamaster
Enables natural language analysis of automotive sales data stored in MariaDB us…
D 48 4⁄4 ◐ ⏳ 54 28 — 19 81 —
24700
theol0403
Exposes over 90 Garmin Connect tools for tracking activities, health metrics, a…
D 48 4⁄4 ◐ ⏳ 64 15 — 22 80 —
Showing 24651–24700 of 69261 servers
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