MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13301
heojay
Smithery Scaffold Claim
Provide a scaffold for building MCP servers with ease. Enable rapid development…
C 58 54 30 51 N/A 19 94 95
13302
chenm1xuexi
Feifei Proxy MCP Claim
A service that converts existing MCP protocols (stdio/sse) to streamable\_http …
C 58 54 60 31 N/A 26 95 70
13303
theonlypal
Voice Loop MCP Claim
Enables hands-free voice conversations with Claude using real-time speech recog…
C 58 54 54 23 N/A 24 95 88
13304
Jsgordon420365
Google Sheets MCP Claim 1
An MCP server that enables AI agents to read, create, and modify Google Spreads…
C 58 66 63 60 0 48 81 100
13305
jalaj-pandey
A Python-based tool that streamlines social media tasks by enabling users to po…
C 58 55 54 41 16 81 90
13306
burningion
Geoapify MCP Server Claim 1
Converts addresses to GPS coordinates and creates map visualizations using the …
C 58 55 60 32 19 81 92
13307
complexdevel
Enables management of Azure Cloud PCs using the Microsoft Graph API, allowing u…
C 58 55 54 15 44 81 99
13308
peterj
An MCP server that enables Git repository operations and GitHub PR workflows, a…
C 58 55 55 36 23 81 91
13309
Sreedeep-SS
An MCP server that enables AI assistants to access up-to-date documentation for…
C 58 55 41 41 40 81 89
13310
AriaScarlet132
Agent Data Bridge Claim 1
An MCP server that provides data bridging from Spring Boot interfaces and a lig…
C 58 55 33 65 29 81 81
13311
serenichron
Enables interaction with the Procesio automation platform to list, view, and ma…
C 58 66 80 50 0 39 81 100
13312
nicknochnack
A server that integrates trained Random Forest models with Bee Framework, enabl…
C 58 54 56 30 N/A 26 95 80
13313
brevdev
Brev Claim 1
Run, build, train, and deploy ML models on the cloud.
C 58 64 78 63 0 17 95 87
13314
brkhrdt
tidbits-memory Claim
Enables AI agents to record and rank learnings, facts, and methods through a co…
C 58 55 62 22 27 83 90
13315
mhyrr
SketchupMCP Claim 1
Connects Sketchup to Claude AI through the Model Context Protocol, allowing Cla…
C 58 55 68 28 29 74 83
13316
jincai
RootData MCP Server Claim 1
A Model Context Protocol server that allows AI assistants like Claude to direct…
C 58 54 41 41 N/A 19 92 94
13317
JoseGarayar
Enables AI assistants to manage employee data through a REST API with full CRUD…
C 58 54 48 25 N/A 24 95 94
13318
bjesus
Begagnad MCP Claim
Enables AI agents to search and retrieve listings from Sweden's largest second-…
C 58 66 78 58 0 24 81 100
13319
ShresthaAnkit
MCP Server Claim
Integrate your applications with real-world data and tools seamlessly. Access f…
C 58 54 36 35 N/A 24 95 98
13320
leewnsdud
Garmin Connect MCP Claim 1
A Model Context Protocol server that integrates Garmin Connect data with LLMs t…
C 58 55 39 46 27 82 98
13321
pdogra1299
Jira MCP Server Claim
Enables AI assistants to interact with Jira Cloud instances for comprehensive i…
C 58 66 78 63 0 33 81 88
13322
kunwarmahen
Enables secure remote SSH command execution with strict read-only enforcement, …
C 58 55 54 36 21 81 94
13323
joedank
Enables web scraping, crawling, and content extraction through Crawl4AI Docker …
C 58 55 54 38 22 81 89
13324
Pablo-Davila
Provides Pokemon information from PokeAPI including stats, types, height, and w…
C 58 55 62 32 19 81 89
13325
Yuki10Kobayashi
A Model Context Protocol server that integrates with VOICEVOX engine to provide…
C 58 54 33 50 N/A 46 87 79
13326
billumi
A tutorial-based MCP server that fetches real-time weather data from the OpenWe…
C 58 55 56 17 42 80 96
13327
otey247
Zoo MCP Server Claim
A FastMCP-based server that provides tools for retrieving animal species lists …
C 58 55 58 15 42 83 93
13328
E00N777
just a simple test for education
C 58 55 54 27 34 81 92
13329
ahrefs
Ahrefs MCP Server Claim 1
A Model Context Protocol server that connects Claude desktop and other compatib…
C 58 64 77 62 0 35 95 72
13330
ryaker
appstore-connect-mcp Claim 3
MCP server for Apple Store Connect API integration with OAuth authentication su…
C 58 64 85 66 0 45 50 99
13331
rhuanca
Enables AI-powered querying of PDF documents using hybrid retrieval (BM25 + vec…
C 58 54 42 31 N/A 27 95 92
13332
LaraArias
MCP-Saptiva Claim 1
An MCP server for interacting with Saptiva AI's suite of models, offering capab…
C 58 66 69 70 0 30 81 93
13333
cogell
AssemblyAI MCP Server Claim 1
Enables AI assistants to transcribe audio files from URLs or local paths using …
C 58 66 72 75 0 18 80 98
13334
ActiveCampaign
postmark-mcp Claim 1
Experimental MCP server for Postmark, built by Postmark Labs. Designed for tink…
C 58 66 57 76 0 44 81 92
13335
woyaxnini
mcp-max-messenger Claim 1
An MCP server for MAX Messenger (Russia's national messenger by VK) that enable…
C 58 54 69 0 41 82 99
13336
ZatesloFL
Provides comprehensive natural language control over Google Workspace services …
C 58 66 82 43 0 49 81 92
13337
Infuseting
Enables querying University of Caen (Unicaen) schedule data to find next classe…
C 58 55 60 31 21 81 90
13338
thechandanbhagat
Demo MCP Server Claim
A demonstration server designed to showcase core Model Context Protocol (MCP) p…
C 58 55 60 25 24 83 93
13339
pollinations
chucknorris Claim
⚡ C̷h̷u̷c̷k̷N̷o̷r̷r̷i̷s̷ MCP server: Helping LLMs break limits. Provides enhancement promp…
C 58 54 54 27 N/A 26 95 84
13340
VRUSHIL1
Enables AI assistants to interact with MySQL databases through natural language…
C 58 55 60 36 22 76 88
13341
DeepSeekMine
A PDF processing server that extracts text via normal parsing or OCR, and retri…
C 58 54 48 28 N/A 18 95 98
13342
weiwarren
Provides comprehensive documentation about AWS AgentCore framework to GenAI too…
C 58 54 56 22 N/A 21 95 93
13343
ferrants
A starter template for building MCP servers in Python using the streamable HTTP…
C 58 55 54 32 19 83 100
13344
NexorAgent
SENTRA MCP Claim
A minimal FastAPI-based MCP server that provides basic utility tools like ping …
C 58 55 56 17 37 81 100
13345
enciyo
KAP MCP Tools Claim
A Model Control Protocol server that provides access to Turkey's Public Disclos…
C 58 54 48 25 N/A 22 95 99
13346
BigVik193
Browse and manage Reddit posts, comments, and threads. Fetch user activity, exp…
C 58 66 66 70 0 29 80 99
13347
Mantraa-Zzz
Enables web searching and content scraping through Google Custom Search API. Pr…
C 58 55 72 83 19 81 17
13348
shwetalsoni
Provides tools for interacting with Jupyter notebooks, allowing users to read, …
C 58 54 48 33 N/A 21 95 89
13349
ramaiyaKushal
AVA MCP Server Claim
A custom MCP server that provides AI applications with access to an Artificial …
C 58 55 50 22 43 81 97
13350
ks0318-p
An MCP server that plays notification sounds when AI coding assistants like Win…
C 58 55 45 82 N/A 16 95 39
Showing 13301–13350 of 57160 servers
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