MCP Server Quality Scores

Independent quality analysis of 48148 public MCP servers

48148
Discovered
29617
Scored
2112
Verified
16952
Complete

Last updated 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9201
happylinks
arc-mcp Claim 1
An MCP server for the Arc browser that enables programmatic management of space…
C 67 54 55 56 N/A 29 90 98
9202
zzstoatzz
Enables interaction with Tangled, a git collaboration platform built on AT Prot…
C 67 55 92 66 54 81 28
9203
zPeppOz
Wraps the TanStack CLI to provide programmatic access to documentation, library…
C 67 55 62 56 35 78 99
9204
MushroomFleet
Gitea MCP Server Claim 1
Enables seamless integration with self-hosted Gitea platforms for creating repo…
C 67 55 84 46 42 69 86
9205
BrunoSSantana
A proof of concept server that provides tools for accessing and managing Loomer…
C 67 54 66 43 N/A 42 95 86
9206
augustolamim
GitHub MCP Server Claim
Enables AI models to create and manage GitHub repositories, branches, and files…
C 67 55 62 66 35 80 88
9207
fish0710
Excel MCP Server Claim
Provides Excel file manipulation capabilities without requiring Microsoft Excel…
C 67 55 78 36 39 80 97
9208
HuckOps
A Discord bot server based on Model Context Protocol (MCP), enabling AI models …
C 67 55 76 27 49 81 100
9209
Samarth2001
Provides real-time and historical financial market data from Yahoo Finance, inc…
C 67 55 76 38 34 82 98
9210
croit
mcp-croit-ceph Claim 2
MCP server for Croit Ceph cluster management with dynamic OpenAPI tool generati…
C 67 54 85 38 N/A 36 81 87
9211
wenyili
MBTI MCP Server Claim 1
Enables AI assistants to guide users through MBTI personality tests with two mo…
C 67 55 72 55 24 83 90
9212
bryankemp
Weather MCP Server Claim
Provides access to National Weather Service data, enabling users to retrieve re…
C 67 55 76 31 45 83 100
9213
arunrajece
Integrates Google Maps routing and traffic capabilities with Claude AI for adva…
C 67 55 86 53 18 78 86
9214
alaturqua
MCP Trino Server Claim 1
A Model Context Protocol server that provides seamless integration with Trino a…
C 67 55 53 47 69 80 94
9215
TalissonFV
A simple user management service that enables creating new users and retrieving…
C 67 54 60 52 N/A 22 95 96
9216
nitin-kumar101
A Retrieval-Augmented Generation system that enables uploading, processing, and…
C 67 54 54 66 N/A 19 95 94
9217
punitarani
fli Claim
Enables flight search and fare calendar exploration by interacting with Google …
C 67 66 86 72 0 82 81 90
9218
Shivbaj
Provides intelligent weather services through an orchestrated multi-server arch…
C 67 55 72 38 42 81 100
9219
zomma-dev
QuantContext Claim
QuantContext turns plain-English strategy descriptions into executable quant re…
C 67 64 90 70 0 56 95 88
9220
suhitanantula
Implements the Lines-Loops-Vibes creativity operating system with tools for bui…
C 67 55 76 91 43 81 29
9221
zidong0822
Swagger MCP Server Claim
Automatically converts Swagger 2.0 API specifications into MCP tools, enabling …
C 67 55 78 100 43 81 17
9222
cybairfly
codify-mcp Claim
Easily create reusable automation tools from casual browser actions using Apify…
C 67 54 94 70 N/A 54 83 19
9223
lyw405
Enables AI-driven frontend component design and code generation from natural la…
C 67 54 90 26 N/A 25 95 87
9224
The400MillionDollarCorporation
Concordia MCP Claim
Provides comprehensive analytics for Solana wallets, enabling real-time portfol…
C 67 55 66 60 28 82 91
9225
herring101
Docs-MCP Claim 1
An MCP server that allows users to efficiently search and reference user-config…
C 67 55 39 82 68 81 70
9226
6
A Model Context Protocol server that allows interaction with the RubyGems.org A…
C 67 55 69 57 23 81 94
9227
timbuchinger
GitHub MCP Server Claim 1
Enables interaction with GitHub issues via the Model Context Protocol, allowing…
C 67 55 78 38 39 81 92
9228
gemyago
A simple TypeScript MCP server that provides two tools: one for greeting users …
C 67 55 86 83 23 81 42
9229
xxflux
A TypeScript server that implements the Model Context Protocol, enabling AI-pow…
C 67 55 92 31 19 80 100
9230
sergiuiacob1
A Flask-based reference implementation demonstrating how to build an MCP server…
C 67 54 80 30 N/A 24 94 100
9231
sdimitrov
MCP Memory Server Claim
Implements long-term memory capabilities for AI assistants using PostgreSQL wit…
C 67 55 90 38 28 81 84
9232
elie222
inbox-zero Claim 1
An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding o…
C 67 55 81 17 65 84 91
9233
alex-gon
The Game Crafter Claim 1
Design, manage, and price tabletop games on The Game Crafter via MCP.
C 67 54 88 0 N/A 80 77 99
9234
axdithyaxo
A secure, AI-ready local server that provides digital forensics tools for analy…
C 67 54 66 43 N/A 32 95 92
9235
Alex-ChanHC
RAG MCP Server Claim 1
A Model Context Protocol server that exposes Retrieval-Augmented Generation cap…
C 67 55 63 61 21 81 100
9236
almogqwinz
Amadeus MCP Server Claim
Enables flight search capabilities through the Amadeus Flight Offers Search API…
C 67 55 68 48 42 81 92
9237
omazapa
ROOT MCP Server Claim
ROOT-based MCP server exposing root_python and root_cpp tools (stdio transport).
C 67 54 68 37 N/A 63 82 87
9238
4geru
Enables AI assistants to send LINE messages, including text, stamps, Flex Messa…
C 67 55 72 100 24 81 40
9239
thadius83
OpenAI MCP Server Claim 1
Enables integration with OpenAI models through the MCP protocol, supporting con…
C 67 55 86 38 34 81 89
9240
Patrick-Ogbue
Enables browser automation and web scraping by exposing Playwright tools throug…
C 67 54 72 27 N/A 45 92 99
9241
AK1979
ABAP MCP Claim 1
An AI-powered server that provides comprehensive coding assistance for SAP ABAP…
C 67 54 78 75 N/A 27 90 50
9242
neosapience
Enables seamless integration with Typecast API through the Model Context Protoc…
C 67 55 56 71 29 81 93
9243
pythonanywhere
MCP server implementation for PythonAnywhere cloud platform.
C 67 54 54 41 N/A 71 84 94
9244
mumunha
An MCP server that enables scheduling, updating, deleting, and listing calendar…
C 67 55 63 67 20 80 97
9245
worksona
Integrates 100+ specialized AI agents with Claude Desktop, providing automated …
C 67 54 92 30 N/A 29 90 83
9246
nickweedon
A template project for building Model Context Protocol servers with FastMCP fra…
C 67 55 90 33 37 81 86
9247
Cyreslab-AI
ExploitDB MCP Server Claim 3
A Model Context Protocol server that enables AI assistants to search and retrie…
C 67 55 63 91 45 80 46
9248
kourtni
MCP Unit Test Sensei Claim 1
An MCP server that enforces unit testing standards by linting code and guiding …
C 67 55 63 50 39 83 96
9249
rmcendarfer2017
An MCP server that allows users to generate images using Replicate's Stable Dif…
C 67 55 79 36 41 81 92
9250
Tiago-Alves-Dev
A demonstration server that integrates Model Context Protocol (MCP) with TypeOR…
C 67 55 72 50 21 81 99
Showing 9201–9250 of 48148 servers
« Prev 1 183 184 185 186 187 963 Next »