MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6751
JDeun
Enables unified searching across Google Scholar, Google Web Search, and YouTube…
B 71 55 70 71 37 81 90
6752
sgup
Enables searching and retrieving icons from The Noun Project API with advanced …
B 71 55 78 67 23 81 94
6753
Zwe1
Enables AI coding tools like Cursor to access Figma design files and metadata, …
B 71 55 66 70 44 81 89
6754
ognis1205
A Model Context Protocol server that provides access to Unity Catalog Functions…
B 71 55 71 66 46 76 90
6755
devbrother2024
A boilerplate project for quickly developing MCP servers with TypeScript, featu…
B 71 55 66 72 29 81 98
6756
geon0078
Provides 20 tools across 6 categories (pension/welfare, health/medical, care, l…
B 71 55 80 72 29 81 80
6757
liiklin
A Model Context Protocol server that enables AI assistants like Cursor to direc…
B 71 55 65 100 47 81 51
6758
samihalawa
Enables AI assistants to automate Next.js development including project scaffol…
B 71 54 54 62 N/A 41 95 100
6759
ChristophEnglisch
MCP server implementation for Keycloak user management. Enables AI-powered admi…
B 71 55 79 57 N/A 39 81 91
6760
iamarunbrahma
mediallm Claim
B 71 54 84 33 N/A 60 90 88
6761
jjsteffen23
Enables verification of natural language claims against CME prediction market d…
B 71 55 84 67 27 80 84
6762
Zhangtiande
AMapMCP Claim
A FastAPI and fastmcp based Amap Navigation MCP tool that provides interactive …
B 71 55 66 75 40 81 84
6763
dmegabyte
Enables Claude to read, write, append, and clear data in Google Sheets directly…
B 71 55 78 100 32 81 46
6764
hply
Enables AI assistants to deploy and manage static websites directly on EdgeOne …
B 71 55 88 58 24 82 91
6765
jackyang25
Provides geolocation services including finding nearby transit stops and retrie…
B 71 55 84 61 21 81 97
6766
vinhphamai23
Integrates the Brave Search API to provide web and local search capabilities, i…
B 71 55 78 67 27 82 91
6767
tannertm0
Enables AI assistants to connect with Freshservice ITSM for managing tickets, a…
B 71 55 76 63 35 80 90
6768
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
6769
yshalsager
4get MCP Server Claim
Enables web, image, and news search through the 4get Meta Search engine API. Fe…
B 71 55 70 47 70 81 91
6770
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
6771
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
6772
olgasafonova
Access the Global Legal Entity Identifier (LEI) database for company verificati…
B 71 64 100 62 0 78 95 94
6773
lasaths
Provides access to 1,000+ Phosphor Icons with 6 weight styles, enabling icon se…
B 71 55 80 61 35 80 91
6774
progamesigner
Enables LLMs to search for keywords and fetch full page content from Wikipedia …
B 71 55 68 52 58 83 93
6775
VetCoders
automator-mcp Claim 1
MCP server for macOS Automator that enables AI to control Mac computers by exec…
B 71 55 75 75 N/A 45 95 53
6776
patgpt
DAI MCP Server Claim
Provides persistent memory capabilities through Neo4j graph database integratio…
B 71 55 60 72 45 81 92
6777
IliaLarchenko
robot_MCP Claim
A simple MCP server for the SO-ARM100 control
B 71 54 80 33 N/A 58 90 94
6778
nicholaswilde
Enables access to agent instruction files and prompts for AI development workfl…
B 71 55 66 51 68 81 93
6779
pasie15
Provides AI-powered audio generation and processing through the MusicGPT API, e…
B 71 55 90 40 50 81 89
6780
CLOUDWERX-DEV
GPT Image 1 MCP Claim 1
A Model Context Protocol server that enables generating and editing images usin…
B 71 55 69 72 46 81 82
6781
evilbotnet
A server that provides seamless access to the GTFOBins database through Claude …
B 71 54 80 56 N/A 18 92 93
6782
bitscorp-mcp
A Node.js server that enables video manipulation through natural language reque…
B 71 54 54 68 N/A 34 95 100
6783
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
6784
Rohitkumar0056
A web application for securely managing GitHub tokens and providing centralized…
B 71 55 96 71 21 81 69
6785
jamesbrink
MCP Server for Coroot Claim 1
A Model Context Protocol server that provides seamless integration with Coroot …
B 71 55 73 45 61 80 99
6786
vinodismyname
redshift-utils-mcp Claim
redshift-utils-mcp
B 71 55 88 33 63 81 90
6787
bhubbb
Fetches web pages and converts them to clean, readable markdown format by extra…
B 71 55 78 100 18 81 57
6788
greatSumini
Puppeteer Swarm MCP Claim 1
Enables browser automation with concurrent tab pool management using Puppeteer.…
B 71 55 78 100 N/A 54 95 13
6789
Uninen
DevServer MCP Claim 1
An MCP server that enables programmatic management and monitoring of developmen…
B 71 55 57 52 73 82 96
6790
hypabase
hypabase Claim
A Python library for storing and querying n-ary relationships with provenance t…
B 71 54 72 31 N/A 77 95 83
6791
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
6792
ipfind
ipfind-mcp-server Claim
IP Address location service using the [IP Find](https://ipfind.com) API
B 71 55 68 60 40 82 100
6793
lgariv
SSH MCP Server Claim
Enables SSH connectivity and remote command execution on servers, allowing user…
B 71 55 72 100 47 81 44
6794
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
6795
Shengwang-Community
A document-based MCP server that supports keyword searching and content retriev…
B 71 66 60 68 78 36 81 100
6796
puran-water
Provides AI agents with physics-based corrosion engineering calculations, from …
B 71 54 90 31 N/A 47 92 89
6797
Defenter-AI
Defenter Proxy Claim
Real-time semantic security for AI coding agents and MCP tools
B 71 54 80 33 N/A 70 95 79
6798
TonyBro
Automates the creation of React Three Fiber game projects with various template…
B 71 54 78 55 N/A 21 95 91
6799
dhinojosac
A comprehensive template for building MCP servers with TypeScript, Fastify, and…
B 71 55 72 66 29 81 100
6800
zbdpay
A server that adds Bitcoin payment capabilities to LLMs, enabling sending/recei…
B 71 55 78 71 22 81 92
Showing 6751–6800 of 67197 servers
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