MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3851
rishav-learnerml
Enables users to track personal expenses through natural language interactions …
B 75 66 78 66 89 26 81 100
3852
Augmented-Nature
A comprehensive Model Context Protocol server for accessing Gene Ontology (GO) …
B 75 55 94 61 32 83 94
3853
dev-brewery
Centrally manages Claude agent definitions, configurations, and custom commands…
B 75 55 94 58 27 81 99
3854
galacoder
Provides a standardized interface for LLMs to read, create, and manage Google C…
B 75 54 86 75 N/A 23 89 88
3855
DatSciX-CEO
MCP server that enables intelligent analysis of legal spend data across multipl…
B 75 55 78 66 55 81 92
3856
Onenightcarnival
Analyzes cognitive complexity of Python code by scanning files and directories …
B 75 54 72 56 N/A 47 95 100
3857
ymadd
shadcn-ui-mcp-server Claim 3
MCP server for shadcn/ui component references
B 75 55 71 100 N/A 44 90 56
3858
luisfelipesena
Webots MCP Server Claim
Enables real-time monitoring and control of any Webots robot simulation, provid…
B 75 54 82 62 N/A 22 95 99
3859
vjgit-369
Enables AI assistants to programmatically create, execute, and analyze Apache J…
B 75 54 72 60 N/A 51 90 99
3860
108yen
memo-mcp Claim 1
This is an MCP server that enables agents to record, search, and retrieve memos…
B 75 55 82 82 N/A 69 95 41
3861
ananddharne
Enables AI assistants to search and analyze Chrome browser history and bookmark…
B 75 54 92 60 N/A 21 95 91
3862
ddb-mcp
D&D Beyond MCP Server Claim 2
An MCP server that provides Claude direct access to D\&D Beyond accounts to man…
B 75 54 61 71 N/A 55 90 99
3863
oijusti
k8s-port-forward-mcp Claim 1
Kubernetes Port Forward — MCP Server: port-forward Kubernetes services with ter…
B 75 54 78 56 N/A 50 90 96
3864
lcbro
LCBro Claim
A powerful MCP server for browser automation that supports both Playwright and …
B 75 55 84 68 37 81 94
3865
KonMam
s3-mcp Claim
A Model Context Protocol (MCP) server for AWS S3 integration using FastMCP and …
B 75 55 54 82 N/A 43 95 99
3866
freyzo
ArXiv MCP Server Claim
Enables AI assistants to search arXiv's research repository, download papers, a…
B 75 54 90 56 N/A 30 92 92
3867
jim-coyne
Enables management and configuration of Cisco ACI (Application Centric Infrastr…
B 75 55 90 65 24 81 100
3868
youssef7788
Enables interaction with Azure AI Foundry services through a unified interface …
B 75 55 90 82 55 81 58
3869
darronz
Enables retrieval of electricity and gas consumption data from Octopus Energy a…
B 75 55 84 71 35 83 92
3870
junipr-labs
mcp-server Claim
Web intelligence API for AI agents — screenshot capture, PDF generation, page m…
B 75 55 72 75 50 82 93
3871
liuyang1520
Reddit MCP Server Claim
Provides access to Reddit's API for retrieving posts, comments, user informatio…
B 75 55 92 66 22 81 100
3872
shayonpal
mcp-for-docs Claim 1
Automatically crawls documentation websites, converts them to organized markdow…
B 75 55 78 100 N/A 58 90 35
3873
antoniolg
Enables image generation and editing using Google Gemini AI with support for mu…
B 75 55 90 71 26 81 91
3874
zaeyasa
Access 30+ bioinformatics tools from 14 databases.
B 75 55 92 91 N/A 48 90 39
3875
Combjellyshen
zotero-bridge Claim 2
MCP Server for Zotero SQLite Database - collection, tagging, PDF reading and mo…
B 75 54 75 63 N/A 54 88 89
3876
shariqriazz
Vertex AI MCP Server Claim 1
Implementation of Model Context Protocol (MCP) server that provides tools for a…
B 75 55 84 63 42 81 97
3877
GeLi2001
datadog mcp Claim
for tracing and monitoring
B 75 55 84 70 48 81 84
3878
iamjpsharma
MCP Memory Server Claim 1
A persistent local vector memory server that allows users to store and search p…
B 75 54 84 51 N/A 51 90 96
3879
arkapravasinha
Groww MCP Claim
Enable seamless integration of Groww platform data and tools with language mode…
B 75 54 72 75 N/A 25 95 99
3880
1282saa
bk_mcp Claim 1
B 75 54 78 67 N/A 39 92 90
3881
AImaginationLab
Marvel Rivals MCP Claim
Provides access to Marvel Rivals game data including hero information, abilitie…
B 75 55 94 55 29 83 100
3882
TJarriault
Enables users to search for location coordinates, retrieve current weather data…
B 75 55 84 72 28 81 100
3883
evalstate
MCP Webcam Server Claim
Enables users to send live webcam images to Claude Desktop or other MCP clients…
B 75 66 72 43 90 71 80 100
3884
mehularora8
Todoist MCP Server Claim
An unofficial MCP server that enables AI agents to create and list tasks in Tod…
B 75 55 74 82 42 81 89
3885
jakubbuskiewicz
Enables interaction with SQLite databases through natural language, supporting …
B 75 55 84 100 N/A 27 95 51
3886
harshitdynamite
Enables authentication and interaction with DhanHQ trading APIs through OAuth-b…
B 75 55 96 62 24 80 98
3887
RadiumGu
GCP MCP Claim
Enables AI assistants to interact with Google Cloud Platform resources through …
B 75 55 78 71 41 81 94
3888
34892002
bilibili-mcp-js Claim 1
A MCP server that supports searching for Bilibili content. Provides LangChain i…
B 75 54 73 61 N/A 58 90 92
3889
nyxn-ai
NyxDocs Claim
Specialized MCP server for cryptocurrency project documentation management with…
B 75 55 88 62 41 82 94
3890
neriousy
Gemini MCP Server Claim
Integrates Google's Gemini AI with Claude Code to provide advanced development …
B 75 55 80 60 62 82 87
3891
imaginpro
ImaginePro MCP Server Claim 1
Enables AI assistants to generate images and videos through natural language us…
B 75 55 72 72 48 82 96
3892
notbnull
A lightweight server that provides persistent memory and context management for…
B 75 54 78 62 N/A 44 92 92
3893
arnaldo-delisio
Readwise MCP Enhanced Claim 1
A comprehensive MCP server that unifies Readwise Reader document management wit…
B 75 55 84 100 57 81 43
3894
heruujoko
Enables automated GitHub Pull Request reviews using local Ollama, Cursor CLI, o…
B 75 55 90 67 28 81 96
3895
TenBarrel6
TestRail MCP Server Claim 2
Enables AI assistants to interact directly with TestRail instances for managing…
B 75 55 90 75 47 83 69
3896
pickstar-2002
Enables automated grading of student homework images using Qwen3-VL multimodal …
B 75 55 80 72 47 81 88
3897
RubenReyesss
An enterprise-ready MCP server that provides persistent sentiment analytics, ch…
B 75 54 96 56 N/A 24 91 90
3898
mintedmaterial
A production-grade TypeScript template for building Model Context Protocol (MCP…
B 75 55 72 72 48 81 97
3899
shawndrake2
FRED MCP Server Claim 1
Provides access to over 800,000 economic time series from the Federal Reserve B…
B 75 55 90 65 27 80 100
3900
ericsegovia
A basic serverless MCP server example running on Netlify Functions using Expres…
B 75 66 78 75 85 21 81 95
Showing 3851–3900 of 30006 servers
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