MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6901
michael-denyer
memory-mcp Claim
Two-tier memory with hot cache (instant injection) and cold semantic search. Au…
B 71 54 84 28 N/A 80 81 88
6902
Lizzard-Solutions
Enables comprehensive browser automation through Browserless.io including PDF g…
B 71 55 90 66 22 74 87
6903
tim10002
Provides tools for listing and querying Azure resources directly from any MCP c…
B 71 55 72 82 19 80 89
6904
mattmahowald
Enables interaction with Salesforce organizations through SOQL queries, object …
B 71 54 60 68 N/A 25 95 100
6905
samihalawa
Enables AI assistants to automate Next.js development including project scaffol…
B 71 54 54 62 N/A 41 95 100
6906
bhubbb
Fetches web pages and converts them to clean, readable markdown format by extra…
B 71 55 78 100 18 81 57
6907
mattreya
Playwright MCP Claim 1
Enables LLMs to perform browser automation and web page interactions using Play…
B 71 55 62 100 52 81 52
6908
Zwe1
Enables AI coding tools like Cursor to access Figma design files and metadata, …
B 71 55 66 70 44 81 89
6909
wei
Enables AI assistants to search, retrieve, and interact with HackerNews content…
B 71 55 78 52 46 81 91
6910
rakshitha2207
Integrates with Spotify Web API through the Model Context Protocol, allowing us…
B 71 55 72 71 21 80 99
6911
dmegabyte
Enables Claude to read, write, append, and clear data in Google Sheets directly…
B 71 55 78 100 32 81 46
6912
liiklin
A Model Context Protocol server that enables AI assistants like Cursor to direc…
B 71 55 65 100 47 81 51
6913
JDeun
Enables unified searching across Google Scholar, Google Web Search, and YouTube…
B 71 55 70 71 37 81 90
6914
ognis1205
A Model Context Protocol server that provides access to Unity Catalog Functions…
B 71 55 71 66 46 76 90
6915
progamesigner
Enables LLMs to search for keywords and fetch full page content from Wikipedia …
B 71 55 68 52 58 83 93
6916
pasie15
Provides AI-powered audio generation and processing through the MusicGPT API, e…
B 71 55 90 40 50 81 89
6917
srinath1510
alltrails-mcp-server Claim 1
A MCP server that provides access to AllTrails data, allowing you to search for…
B 71 55 79 37 54 85 100
6918
horodchukanton
GitLab MCP Server Claim
Enables monitoring of GitLab CI/CD pipelines and job statuses through automatic…
B 71 55 78 66 27 80 92
6919
melaodoidao
Data.gov MCP Server Claim 3
An MCP server that provides access to government datasets from Data.gov, enabli…
B 71 55 79 100 38 82 42
6920
lasaths
Provides access to 1,000+ Phosphor Icons with 6 weight styles, enabling icon se…
B 71 55 80 61 35 80 91
6921
streetquant
Jules MCP Server Claim 1
Exposes Google Jules AI capabilities for automated coding tasks, including sess…
B 71 55 78 68 29 76 95
6922
Wayfinder-Foundry
STAC MCP Server Claim
Enables AI assistants to search and access geospatial datasets through STAC (Sp…
B 71 55 62 82 70 81 60
6923
th3w1zard1
Implements CEDARScript, a SQL-like language for code manipulation.
B 71 55 90 100 N/A 19 87 35
6924
vinodismyname
redshift-utils-mcp Claim
redshift-utils-mcp
B 71 55 88 33 63 81 90
6925
dsouzaAnush
Heroku Code MCP Claim
Search and execute Heroku Platform API operations
B 71 55 72 72 N/A 30 81 89
6926
patgpt
DAI MCP Server Claim
Provides persistent memory capabilities through Neo4j graph database integratio…
B 71 55 60 72 45 81 92
6927
malindarathnayake
Overwatch MCP Claim 2
An MCP server that enables querying logs and metrics from Graylog, Prometheus, …
B 71 55 69 71 42 80 87
6928
brunocpf
Finds the closest Tailwind CSS palette colors to any given CSS color value. Sup…
B 71 54 66 61 N/A 26 95 96
6929
Sicks3c
HackerOne MCP Server Claim 1
Provides read-only access to HackerOne reports, program scopes, and bounty earn…
B 71 54 70 58 30 92 95
6930
yanmxa
OCM MCP Server Claim
A gateway that enables Generative AI systems to interact with and manage multip…
B 71 54 70 68 N/A 23 95 89
6931
dhinojosac
A comprehensive template for building MCP servers with TypeScript, Fastify, and…
B 71 55 72 66 29 81 100
6932
Rohitkumar0056
A web application for securely managing GitHub tokens and providing centralized…
B 71 55 96 71 21 81 69
6933
cevatkerim
unsplash-mcp Claim
Unsplash photo search with proper attribution. Returns ready-to-use attribution…
B 71 55 82 48 42 82 92
6934
nicholaswilde
Enables access to agent instruction files and prompts for AI development workfl…
B 71 55 66 51 68 81 93
6935
devbrother2024
A boilerplate project for quickly developing MCP servers with TypeScript, featu…
B 71 55 66 72 29 81 98
6936
dakl
arxiv-mcp Claim
Provides tools to search for arXiv papers, retrieve full-text HTML content via …
B 71 55 70 52 50 81 98
6937
lordbasilaiassistant-sudo
MCP server to scan smart contracts on Base for honeypots, rug pulls, and vulner…
B 71 55 72 100 N/A 34 95 40
6938
jjsteffen23
Enables verification of natural language claims against CME prediction market d…
B 71 55 84 67 27 80 84
6939
matthiashuebner
Enables integration with Xentral ERP system through a Model Context Protocol se…
B 71 55 78 72 21 81 90
6940
enemyrr
MCP Server Pagespeed Claim 2
Enables AI models to analyze webpage performance using the Google PageSpeed Ins…
B 71 55 78 53 37 82 100
6941
blazickjp
Shell MCP Server Claim
A secure server that enables AI applications to execute shell commands in speci…
B 71 55 94 36 43 81 92
6942
jcwleo
CCXT MCP Server Claim 1
A Model Context Protocol server that enables LLMs to interact with cryptocurren…
B 71 55 63 68 54 81 90
6943
vinhphamai23
Integrates the Brave Search API to provide web and local search capabilities, i…
B 71 55 78 67 27 82 91
6944
tannertm0
Enables AI assistants to connect with Freshservice ITSM for managing tickets, a…
B 71 55 76 63 35 80 90
6945
gavinHuang
PDF2MD MCP Server Claim 1
An MCP server that converts PDF files to Markdown format using AI sampling capa…
B 71 55 51 82 46 81 91
6946
zbdpay
A server that adds Bitcoin payment capabilities to LLMs, enabling sending/recei…
B 71 55 78 71 22 81 92
6947
madhukarkumar
Interact with SingleStore databases using a standardized protocol. Execute quer…
B 71 55 92 82 N/A 25 88 48
6948
ravinahp
Enables users to validate the existence of email addresses through a simple Fas…
B 71 55 54 82 N/A 19 95 93
6949 B 71 54 66 48 N/A 55 92 94
6950
spencerf2
Enables comprehensive management of Anki decks and notes through the Model Cont…
B 71 54 72 58 N/A 30 90 97
Showing 6901–6950 of 67197 servers
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