MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29617
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8851
DocHatty
Searches real developer solutions from Stack Overflow, Reddit, GitHub issues, a…
C 68 55 72 48 42 81 91
8852
tarnover
MCP SysOperator Claim 1
A Model Context Protocol server enabling AI assistants to directly interact wit…
C 68 55 79 82 57 81 31
8853
gxjansen
Transistor Claim
Interact with the Transistor.fm API to manage podcasts and episodes.
C 68 64 90 73 0 47 95 99
8854
michaelwaves
Notion MCP Server Claim
Enables interaction with Notion workspaces through the Notion API. Supports cre…
C 68 55 78 100 22 81 40
8855
armmac1
Enables interaction with the Hostinger Ecommerce API to retrieve product inform…
C 68 55 60 70 21 81 100
8856
SeoNaRu
Enables real-time search and analysis of Korean laws, legal precedents, and adm…
C 68 55 72 71 28 81 78
8857
JuanPedroSosa
Weather MCP Server Claim
Provides tools to fetch real-time weather data from the National Weather Servic…
C 68 54 54 61 N/A 28 94 100
8858
ShivamPansuriya
Enables dynamic generation of tools based on user-specific permissions from an …
C 68 55 78 48 22 81 99
8859
Opti-kjh
Palette MCP Claim
Converts Figma designs to React/Vue code using existing Design System component…
C 68 55 72 68 58 81 54
8860
aoki-collabo
A lightweight MCP server built with Hono and Cloudflare Workers that provides a…
C 68 55 60 70 50 83 74
8861
admon84
Integrates live Screeps game data into AI development workflows, providing comp…
C 68 55 84 71 25 81 61
8862
yuki9541134
Redash MCP Server Claim
Enables interaction with Redash through its API to execute SQL queries, retriev…
C 68 55 60 60 38 83 98
8863
newerton
Mercado Livre MCP Server
C 68 55 66 57 48 81 83
8864
waldur
Waldur MCP Server Claim
The Waldur MCP Server facilitates interaction with Waldur instances via MCP, al…
C 68 55 72 35 55 81 96
8865
haroldadmin
fastify-mcp Claim
A Fastify plugin to run Model Context Protocol (MCP) servers
C 68 54 66 41 N/A 75 94 70
8866
zanetworker
MCP Docling Server Claim
A server that provides document processing capabilities using the Model Context…
C 68 55 90 32 38 81 92
8867
slhad
slhad-aha-mcp Claim
A TypeScript MCP server for Home Assistant, enabling programmatic management of…
C 68 66 100 70 0 66 81 94
8868
libra850
Enables interaction with Obsidian vaults through MCP, supporting note creation …
C 68 55 72 100 N/A 45 95 14
8869
ashishpatel26
A server exposing intelligent tools for enhancing RAG applications with entity …
C 68 55 74 56 18 81 98
8870
rayenamer
MCP Chat Claim
A command-line interface application that enables interactive chat with AI mode…
C 68 54 66 50 N/A 21 95 100
8871
johnreitano
An MCP server that provides simple query capabilities for Google Cloud Datastor…
C 68 55 71 56 22 82 99
8872
yoriichi-07
Coordinates specialized agents (Architecture, Quality, Cloud, Prompt) to autono…
C 68 55 84 43 31 81 89
8873
rookiejefren
AutoDev MCP Claim
A dual-track testing server that combines CLI test execution with Playwright-ba…
C 68 54 66 58 N/A 34 87 89
8874
cg3-llc
prior Claim
Shared knowledge base for AI agents. Search and contribute solutions to technic…
C 68 55 88 10 68 81 96
8875
mtane0412
Twitch MCP Server Claim 1
Enables interaction with the Twitch API, allowing users to retrieve comprehensi…
C 68 55 90 63 20 81 70
8876
yetidevworks
An open-source alternative to BrowserMCP that enables AI assistants to interact…
C 68 54 78 17 N/A 51 95 100
8877
zengxiaolou
Enables AI coding assistants like Cursor and Claude to engage in real-time two-…
C 68 54 54 58 N/A 40 95 92
8878
tiianhk
A coding agent for Max (Max/MSP/Jitter), which is a visual programming language…
C 68 54 72 31 N/A 48 90 97
8879 C 68 55 80 75 N/A 24 95 49
8880
anujpandey2
A teaching repository that instructs non-technical users how to create Model Co…
C 68 54 74 40 N/A 19 95 100
8881
nicobailon
Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code…
C 68 55 72 72 24 81 80
8882
samgwd
DiSH MCP Server Claim
Enables interaction with the DiSH room booking platform to search availability,…
C 68 54 76 43 N/A 29 92 90
8883
xraywu
Leverages large language models to analyze users' WeGene genetic testing report…
C 68 55 94 41 20 76 93
8884
nftechie
AI-powered multisport coaching — workouts, training plans, and performance anal…
C 68 54 72 41 N/A 43 83 97
8885
enessari
metabase-ai-assistant Claim 4
MCP Server for Metabase - 111 tools for SQL generation, dashboards & PostgreSQL
C 68 55 75 82 N/A 81 58 45
8886
Cryptoptimiste
Haloscan MCP Server Claim 2
An MCP server that integrates with the Haloscan SEO API to provide tools for ke…
C 68 55 81 68 30 80 69
8887
Alosies
GitLab MCP Server Claim
A TypeScript MCP server that provides integration with GitLab's REST API, allow…
C 68 55 88 32 81 82 61
8888
algolia
Algolia Claim
Algolia
C 68 55 74 42 52 81 92
8889
behavioral-ds
MCP 101 Example Claim
A foundational implementation of a Model Context Protocol (MCP) server designed…
C 68 44 42 N/A N/A 34 95 98
8890
Nexgene-Research
nexonco-mcp Claim
An advanced MCP Server for accessing and analyzing clinical evidence data, with…
C 68 55 72 75 N/A 50 92 41
8891
aws-samples
Sample S3 MCP Server Claim 1
Enables interaction with AWS S3 buckets to list buckets and objects, retrieve f…
C 68 55 84 41 48 80 84
8892
weidongxu-microsoft
A Model Context Protocol server that provides Azure Java SDK documentation to A…
C 68 55 63 58 43 80 91
8893
javaDer
Sentry MCP Server Claim 1
An MCP server that connects to Sentry.io or self-hosted Sentry instances to ret…
C 68 55 63 71 26 83 87
8894
izzzzzi
codewiki-mcp Claim 1
MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and…
C 68 55 49 82 78 95 37
8895
Tae4an
Analyzes security compliance documents (ISMS-P, NIST, CIS Benchmark) in PDF/TXT…
C 68 54 72 52 N/A 25 95 83
8896
drsullivan13
An MCP server with integrated ATXP micropayment functionality that requires USD…
C 68 55 59 71 21 81 100
8897
davidkingzyb
SCAST MCP Server Claim 1
Converts code into UML diagrams and flowcharts through static analysis, enablin…
C 68 55 72 58 49 71 86
8898
hendrickcastro
Enables direct access to raw Markdown content from files or directories without…
C 68 55 84 53 44 81 67
8899
renantrendt
Enable your AI assistants to manage GitHub repositories, track issues, and perf…
C 68 55 57 75 N/A 20 81 100
8900
abhinavnatarajan
sqlite-reader-mcp Claim
A lightweight MCP server that provides read-only access to SQLite databases, al…
C 68 54 74 35 N/A 37 95 96
Showing 8851–8900 of 47923 servers
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