MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8701
hypermodel-labs
Analyzes git changes in repositories and generates conventional commit messages…
C 68 55 70 62 43 71 91
8702
Scrapezy
Scrapezy MCP Server Claim 2
Extract structured data from websites using AI models. Simplify data extraction…
C 68 55 45 65 N/A 58 86 91
8703
SidneyBissoli
cid10-br-mcp Claim 2
MCP Server for Brazilian ICD-10 (DATASUS) - International Classification of Dis…
C 68 54 47 61 N/A 47 94 93
8704
drleadflow
GHL MCP Server Claim
Enables AI agents to programmatically manage GoHighLevel accounts through a Clo…
C 68 55 60 72 30 76 93
8705
cmpxchg16
An MCP server that provides LinkedIn & Reddit data
C 68 54 65 50 N/A 33 95 91
8706
fireproof-storage
Fireproof ledger database with multi-user sync
C 68 55 80 50 25 80 96
8707
johnreitano
An MCP server that provides simple query capabilities for Google Cloud Datastor…
C 68 55 71 56 22 82 99
8708
burgessadrien
Memory MCP Claim 1
Provides persistent AI agent memory using a local vector database for long-term…
C 68 44 48 N/A N/A 27 95 99
8709
mofumofu3n
Enables web search capabilities by integrating with the local gemini-cli tool. …
C 68 54 66 55 N/A 26 87 100
8710
njbrake
Provides comprehensive filesystem operations (read, write, list, create, delete…
C 68 55 72 41 48 81 99
8711
dervish666
TMDB MCP Server Claim
Provides integration with The Movie Database (TMDB) API for searching movies, T…
C 68 55 84 38 27 81 100
8712
theoklitosBam7
Automatically generates conventional commit messages from staged git changes an…
C 68 55 70 31 70 82 93
8713
Vanshika-Rana
Provides AI assistants with access to Payman's documentation, helping developer…
C 68 55 66 100 N/A 16 95 44
8714
Diae-Louali
MCP MariaDB Server Claim
Enables AI assistants to interact with MariaDB databases through standard SQL o…
C 68 55 78 41 39 81 96
8715
Wladastic
AutoProbeMCP Claim 1
A Model Context Protocol server that provides browser automation capabilities u…
C 68 55 75 82 49 81 44
8716
jahfer
JMAP MCP Server Claim
JMAP MCP Server
C 68 55 86 70 45 81 46
8717
jguimera
A Python-based MCP server that enables integration with Microsoft Security Copi…
C 68 55 72 57 40 78 87
8718
block
Xcode Index MCP Claim
Gives Goose/Cursor access to your iOS/macOS project index through the Model Con…
C 68 54 60 38 N/A 50 95 96
8719
olgasafonova
Access Nordic business registries (Norway, Denmark, Finland, Sweden). 23 tools.
C 68 54 72 41 N/A 80 83 68
8720
SeoNaRu
Enables real-time search and analysis of Korean laws, legal precedents, and adm…
C 68 55 72 71 28 81 78
8721
w-jeon
mcp-brave-search Claim 1
brave search
C 68 55 78 61 22 81 87
8722
NSO-developer
Exposes Cisco Network Services Orchestrator (NSO) operations and data as MCP to…
C 68 55 66 41 49 82 100
8723
aaasoulmate
MCP-Weather Server Claim
An intermediate agent server that enhances LLMs with weather data capabilities …
C 68 55 84 42 22 81 100
8724
iankan04
Enables Claude to control Spotify features including playback control, playlist…
C 68 55 60 68 24 81 99
8725
arjunkmrm
A minimal ChatGPT app demonstrating interactive greeting widgets with confetti …
C 68 55 66 61 26 81 99
8726
mcieunic
Hybris MCP Server Claim 1
Enables AI assistants to interact with SAP Commerce Cloud (Hybris) instances to…
C 68 55 78 57 27 69 97
8727
XGINKKK
Outlet das Cores CRM Claim 1
Integrates CRM data with AI agents to manage leads, track pipeline statistics, …
C 68 55 72 60 32 74 94
8728
sailay1996
Enables cost-effective repository analysis, code search, file editing, and task…
C 68 55 72 82 25 81 67
8729
terrakube-io
Terrakube MCP Server Claim 1
A Model Context Protocol server that enables managing Terrakube infrastructure …
C 68 55 53 60 46 81 100
8730
HaroldLeo
Integrates Google Flights data into AI workflows for natural language flight se…
C 68 55 80 43 42 81 89
8731
DeepakJangra239
Enables fast code analysis and navigation through hybrid semantic search, graph…
C 68 54 72 31 N/A 45 95 96
8732
happyteam-dx1
MCP Sample Server Claim
A simple Model Context Protocol server providing basic utility tools including …
C 68 54 72 55 N/A 33 95 77
8733
ragingwind
A server that enables browser-based local LLM inference using Playwright to aut…
C 68 54 62 61 N/A 18 95 93
8734
QianYin-Zhou
trae-swagger-mcp Claim
Enables Trae IDE to parse and query Swagger/Knife4j API documentation by conver…
C 68 54 78 72 N/A 32 82 61
8735
quickchatai
Allows users to integrate their custom Quickchat AI Agents into various AI appl…
C 68 54 56 42 N/A 49 95 100
8736
plrdev
Enables interaction with CubeCobra's API to access and manage Magic: The Gather…
C 68 55 66 70 29 80 87
8737
redleaves
Feishu MCP Server Claim
Enables AI assistants to directly read, write, and manage Feishu documents, spr…
C 68 55 48 73 52 81 89
8738
Kyohei-9841
Enables interaction with Google Spreadsheets through the Model Context Protocol…
C 68 55 80 62 29 81 74
8739
roberthamel
Enables web searching via SearXNG, page content extraction with Crawl4AI, and i…
C 68 55 76 38 48 81 93
8740
advitrocks9
Provides structured, SQL-style query access to Notion databases, allowing Claud…
C 68 55 60 71 30 81 92
8741
sriharsha-inthub
A demonstration MCP server that provides calculator functionality through both …
C 68 54 62 65 N/A 21 90 94
8742
mustafahasankhan
DuckDB MCP Server Claim 1
A Model Context Protocol server implementation that connects AI assistants to D…
C 68 55 81 28 56 82 91
8743
giovannicocco
An MCP server that generates AI agent tools from Postman collections and reques…
C 68 55 69 57 40 81 86
8744
obrien-matthew
Tarkov MCP Server Claim
Provides comprehensive access to Escape from Tarkov game data, including item s…
C 68 55 84 27 42 83 97
8745
occasionallysomebody
A zero-dependency MCP server that provides a persistent personal knowledge base…
C 68 54 78 33 N/A 27 95 100
8746
kalpalathika
Enables AI applications to access and contextualize organizational knowledge so…
C 68 55 84 43 19 81 99
8747
Sunwood-ai-labs
Ideogram MCP Server Claim 2
A Model Context Protocol server that provides image generation capabilities usi…
C 68 55 57 66 48 80 88
8748
rafsilva85
Save 30-75% on Manus AI credits through intelligent model routing, smart testin…
C 68 54 72 20 N/A 65 92 96
8749
mario-andreschak
A Model Context Protocol server that wraps AutoIt functionality, enabling LLMs …
C 68 54 63 52 N/A 42 95 82
8750
kyuheon-kr
shell-use Claim 1
Let agents use the shell like a human.
C 68 54 68 36 N/A 49 92 95
Showing 8701–8750 of 67197 servers
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