MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27057
Scored
1725
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8351
TomokiIshimine
Enables seamless integration between Claude AI and Dify Workflow through the Mo…
C 69 55 78 68 32 82 73
8352
twinzies
gmail-mcp Claim
C 69 54 62 68 N/A 20 95 89
8353
divslingerx
A lightweight, stateless MCP server utilizing Puppeteer for web searches, retur…
C 69 54 78 56 N/A 17 87 92
8354
oculairmedia
Ghost MCP Server Claim 1
A Model Context Protocol server that enables management of Ghost blog content (…
C 69 55 63 68 33 77 99
8355
tuskermanshu
Swagger MCP Server Claim 1
A server based on Model Context Protocol that parses Swagger/OpenAPI documents …
C 69 55 72 100 28 81 49
8356
jneless
TOS MCP Server Claim 1
Enables interaction with Volcengine's TOS (Object Storage) service through MCP …
C 69 55 72 65 45 80 79
8357
g0t4
MCP server that enables reading and writing macOS system preferences and applic…
C 69 54 86 45 N/A 22 84 97
8358
bjoernbonk
Implements Solana blockchain functionality for the LetsBonk launchpad, enabling…
C 69 55 84 51 25 81 91
8359
narumiruna
gitingest-mcp Claim 1
A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to c…
C 69 54 45 65 N/A 59 90 90
8360
TechSuvam
Provides mathematical operation tools including basic arithmetic (add, subtract…
C 69 55 78 58 19 81 99
8361
Jiansen
MCP Doctor Claim
Check and improve the contract quality of any MCP server — for humans, agents, …
C 69 54 78 27 N/A 50 95 95
8362
4R9UN
MCP KQL Server Claim
Enables intelligent KQL query execution against Azure Data Explorer clusters wi…
C 69 55 82 20 77 81 90
8363
progress-all
ACOMO MCP Server Claim 1
Enables interaction with ACOMO API through MCP tools and resources. Provides co…
C 69 55 72 82 51 80 49
8364
devashish234073
A simple Node.js MCP server that exposes three tools: greet for personalized me…
C 69 54 72 47 N/A 25 95 96
8365
vikasversetest-debug
Enables AI agents to interact with Hasura GraphQL endpoints to discover schema …
C 69 55 60 72 32 80 92
8366
Meerkats-Ai
Icypeas MCP Server Claim 1
A Model Context Protocol server that integrates with the Icypeas API to help us…
C 69 55 63 70 22 80 99
8367
Hmbown
Aleph Claim
Enables AI assistants to analyze documents larger than their context window by …
C 69 55 76 33 86 81 75
8368
JonasRackl
labmate-mcp Claim 2
81 chemistry tools — literature, calculations, retrosynthesis
C 69 55 84 70 N/A 58 78 48
8369
WindieChai
Enables VSCode/Cursor to integrate with Confluence Wiki, allowing AI models to …
C 69 55 60 68 38 76 100
8370
mclamee
A secure MCP server for local API credential management using JSON storage and …
C 69 54 42 60 N/A 60 92 98
8371
Traves-Theberge
A server that enables AI assistants to access, analyze, and understand HackerNe…
C 69 55 90 36 39 83 91
8372
Kyoungwoong
Discover top contributors by file, branch, or PR area to route reviews and clar…
C 69 54 70 35 N/A 53 95 94
8373
christophersutton
InstantDB MCP Server Claim 2
Provides a read-only interface for querying InstantDB data with tools to execut…
C 69 54 84 53 N/A 18 87 90
8374
butterlatte-zhang
Remote-control Unity Editor from any AI IDE via file-based IPC. 62 tools, zero …
C 69 54 96 31 N/A 70 90 56
8375
ai-tools-all
Enables powerful code search across millions of public GitHub repositories usin…
C 69 55 72 62 24 82 92
8376
HaroldFinchIFT
A Model Context Protocol (MCP) server for querying NIST National Vulnerability …
C 69 55 80 36 45 87 92
8377
MCPmed
STRING-MCP Claim 1
A Model Context Protocol server that provides tools for interacting with the ST…
C 69 55 77 56 37 80 89
8378
kevinwatt
Shell-MCP Claim 4
A secure MCP server for executing whitelisted shell commands with resource and …
C 69 55 78 75 N/A 49 91 43
8379
fryjustinc
SSH MCP Server Claim 1
Provides LLM clients with safe, persistent SSH access to remote machines throug…
C 69 55 70 82 N/A 59 89 39
8380
tokusumi
wassden Claim
A Spec-Driven Development toolkit that transforms LLMs into development agents …
C 69 54 82 27 N/A 53 90 92
8381
aliyun
ESA MCP Server Claim 1
An implementation of the Model Context Protocol server that enables AI models t…
C 69 55 84 78 54 80 40
8382
fliptheweb
fatsecret-mcp Claim 4
MCP server for FatSecret API - food search, nutrition, diary, recipes, weight t…
C 69 55 63 82 N/A 76 74 51
8383
SDILogin
Claude MCP server that enables secure access to browse and read Android project…
C 69 54 70 37 N/A 40 94 100
8384
ssossan
Enables Claude Desktop and other MCP clients to interact with any OAuth2-authen…
C 69 55 84 56 30 81 82
8385
lucad87
Enables migration of test automation projects from WebDriverIO to Playwright us…
C 69 55 78 58 31 81 89
8386
Lorhlona
Utilizes Gemini API and Google Search to generate answers based on the latest i…
C 69 55 78 52 40 81 88
8387
zeromicro
mcp-zero Claim
Model Context Protocol (MCP) server for go-zero framework - Generate APIs, RPC …
C 69 54 82 58 N/A 71 90 37
8388
mfangtao
SSH MCP Server Claim 1
A server that enables remote command execution over SSH through the Model Conte…
C 69 55 84 62 22 74 88
8389
mitjaeichhorn
manus-mcp Claim 2
An MCP server that enables interaction with Google Drive through the Google Clo…
C 69 66 45 86 95 25 80 75
8390
alexhholmes
MCP Obsidian Claim
Enables semantic search across Obsidian vaults using vector embeddings and Chro…
C 69 54 88 25 N/A 42 89 97
8391
shadowcz007
MCP Server.exe Claim
A powerful executable server for running Model Context Protocol services that s…
C 69 55 96 28 74 81 62
8392
infil00p
DriveBC MCP Server Claim
Provides real-time access to BC highway conditions, road closures, weather aler…
C 69 55 86 83 45 81 37
8393
dbsmith7491
This MCP server enables users to interact with AWS Amplify Gen2 application dat…
C 69 55 66 71 26 76 98
8394
alexalexalex222
Design-first MCP for coding agents that improves websites with screenshot-groun…
C 69 54 78 27 N/A 59 95 84
8395
lnfi-network
Enables AI assistants to interact with RGB assets, Lightning Network operations…
C 69 55 74 100 28 81 44
8396
zachswift615
Enables AI models to analyze audio files through numerical fingerprints, pitch …
C 69 54 78 47 N/A 31 90 88
8397
JustTryAI
A server that implements the Model Completion Protocol (MCP) to allow LLMs to i…
C 69 55 84 40 31 80 100
8398
takehig
Enables natural language search and management of product information through a…
C 69 55 88 58 16 80 87
8399
Cicatriiz
OpenEdu MCP Server Claim
A comprehensive Model Context Protocol server providing educational resources a…
C 69 55 78 43 40 83 94
8400
masseater
MCP Template Claim
A generic template for developing MCP servers with basic examples including ech…
C 69 54 60 60 N/A 40 95 84
Showing 8351–8400 of 33537 servers
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