MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29734
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11251
pranjal-lnct
Sentinel is an enterprise-grade security server that integrates tools like Semg…
C 63 54 72 27 N/A 24 89 98
11252
thelabvenice
memdata Claim
Persistent memory for AI agents. Store context, retrieve it semantically.
C 63 64 72 72 0 52 83 100
11253
Linzo99
A MCP client for browser-use
C 63 54 50 66 N/A 27 92 74
11254
chasey-ai
Mermaid-MCP Claim 1
An MCP server that converts text inputs into visualized flowcharts, enabling AI…
C 63 55 47 58 36 81 89
11255
mauricioTechDev
Weather MCP Server Claim 1
A Model Context Protocol server that enables AI models to fetch weather alerts …
C 63 55 45 63 18 81 100
11256
CryptoCultCurt
Provide seamless access to Appfolio Property Manager Reporting API through a st…
C 63 66 94 70 0 48 78 84
11257
R-lz
MCP Video Digest Claim
A service that extracts and transcribes audio content from videos across 1000+ …
C 63 55 60 42 40 81 89
11258
AgentBase1
mcp-server Claim
AgentBase: open registry of agent instruction files for AI agents. Search and r…
C 63 64 94 60 0 27 95 95
11259
weibaohui
kom Claim 1
Provides MCP multi-cluster Kubernetes management and operations. It can be inte…
C 63 55 66 37 87 81 50
11260
Unlock-MCP
Provides direct access to local documentation files through simple search and o…
C 63 54 66 22 N/A 34 95 93
11261
VibeCodingInc
vibe-mcp Claim
Social layer for Claude Code - DMs, presence, discovery, and games between AI-a…
C 63 64 100 35 0 75 95 80
11262
patw
Enables querying and analyzing the MongoDB sample_mflix movie dataset through n…
C 63 55 70 38 36 81 87
11263
mistral-mcp-hackathon
Team MCP Server Claim
Provides team information retrieval capabilities through HTTP streaming transpo…
C 63 55 62 31 45 81 95
11264
Attilio81
mcp-agno Claim
Provides AI assistants with real-time access to the AGNO framework documentatio…
C 63 55 70 31 27 83 100
11265
qy527145
Acemcp Claim
Enables semantic code search across codebases with automatic incremental indexi…
C 63 66 86 63 0 55 81 91
11266
kinglionsz
A server that enables AI models to access user geolocation information via Edge…
C 63 55 66 28 41 81 100
11267
SecretiveShell
MCP-toolhouse Claim 2
MCP server for toolhouse.ai. This does not rely on an external llm unlike the o…
C 63 55 73 32 37 81 89
11268
djbriane
Plex MCP Server Claim
A Python-based MCP server that integrates with Plex Media Server API to search …
C 63 55 60 43 26 81 98
11269
codyde
Sentry MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to interact with Sen…
C 63 55 51 65 30 78 88
11270
Davad122
Enables AI-powered analysis and prediction of household energy consumption thro…
C 63 55 72 42 23 81 88
11271
xuhongxin
Excel MCP Server Claim
Enables AI assistants to read, write, and manipulate Excel files through compre…
C 63 54 48 38 N/A 44 95 92
11272
baolongt
MCP SNS Server Claim 1
A Model Context Protocol server that enables interaction with Service Nervous S…
C 63 55 69 42 22 81 93
11273
KrishnaPramodParupudi
kaggle Claim
This Kaggle MCP Server makes Kaggle more accessible by letting you browse compe…
C 63 54 56 30 N/A 37 90 100
11274
cnych
Backlinks MCP Claim 1
A MCP server for retrieving backlink information for any domain(SEO).
C 63 55 57 37 47 80 97
11275
nikhil-ganage
A Model Context Protocol server that wraps Apache Airflow's REST API with Beare…
C 63 54 69 30 N/A 26 95 87
11276
walkingzzzy
Office MCP Server Claim
AI-powered Office automation server that enables creating, editing, and process…
C 63 55 78 30 40 81 78
11277
CDataSoftware
Enable AI agents to query and manage cloud-connected data sources using SQL, me…
C 63 64 88 70 0 38 85 94
11278
Linkingooo
renderdoc-mcp Claim
Enables AI assistants to analyze RenderDoc GPU frame captures for graphics debu…
C 63 54 72 28 N/A 30 87 92
11279
aidocx
mcp-server Claim
Create, upload, and manage contracts from AI assistants. AI analysis and e-sign…
C 63 64 88 68 0 47 75 98
11280
QuAzI
Xafari MCP Claim 1
An MCP server and crawler for Xafari documentation that enables AI agents to se…
C 63 55 59 46 30 82 91
11281
Exspiravit
Weather MCP Claim
Enables users to get real-time weather information for any city in the world. P…
C 63 55 62 50 42 81 78
11282
xander557
A template for deploying authentication-free MCP servers on Cloudflare Workers …
C 63 55 48 68 27 81 86
11283
colinterface
Provides access to Bay Wheels realtime bikeshare data, enabling users to find n…
C 63 55 72 30 29 82 94
11284
hackle-io
hackle-mcp Claim 1
A Model Context Protocol server for Hackle API providing tools and resources fo…
C 63 55 59 82 41 86 38
11285
sujjadshaik
A simple Model Context Protocol (MCP) server that allows GitHub Copilot to acce…
C 63 54 56 27 N/A 39 95 100
11286
W87878
An AI-powered meeting assistant that combines FastAPI backend with React fronte…
C 63 55 60 53 18 81 92
11287
54yyyu
PyApple MCP Tools Claim 1
Provides seamless integration with macOS native applications including Messages…
C 63 54 60 33 N/A 46 90 88
11288
slyfox1186
A Model Context Protocol server that provides unified access to 400+ AI models …
C 63 55 55 41 44 81 96
11289
La-Palma-24
Search vacation rentals in La Palma, Canary Islands with real-time availability…
C 63 66 88 70 0 43 81 90
11290
gs-ysingh
Travel MCP Server Claim
Enables comprehensive travel planning by providing tools for flight and accommo…
C 63 55 78 75 31 81 33
11291
najva-ai
Provides AI-enhanced code search capabilities by integrating with Sourcegraph, …
C 63 55 72 45 46 81 64
11292
LuciferForge
agent-safety-mcp Claim 1
Unified MCP safety server that detects prompt injection (75 patterns), scans LL…
C 63 55 66 31 43 78 95
11293
nickcham
MCP Worker OAuth Claim 1
A Model Context Protocol server template for Cloudflare Workers with GitHub OAu…
C 63 55 45 67 21 81 94
11294
FacuPVe
MCP Weather Server Claim
A demonstration MCP server created for learning purposes, allowing Claude AI to…
C 63 54 56 50 N/A 19 95 88
11295
hydavinci
Enables querying the latest commit information for any file in the Chromium rep…
C 63 55 66 32 41 81 91
11296
gevans3000
Implements the Model Context Protocol to provide LLMs with tools for interactin…
C 63 55 60 56 16 81 90
11297
chris-schra
mcp-funnel Claim
MCP proxy that aggregates multiple servers with tool filtering and customization
C 63 54 66 37 N/A 61 95 57
11298
kimtth
An experimental and educational app for Ping-pong server demonstrating remote M…
C 63 54 72 35 N/A 18 95 85
11299
zzuse
An MCP server that enables users to compile C++ code and retrieve assembly outp…
C 63 55 57 57 25 82 89
11300
ChinYoong
Veracode MCP Claim
Enables interaction with the Veracode platform to perform security tasks like r…
C 63 54 60 41 N/A 25 90 94
Showing 11251–11300 of 50103 servers
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