MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15651
mustafaskyer
Enables structured, step-by-step problem-solving through dynamic thinking proce…
F 30 55 78 32 21 80 91
15652
alizdavoodi
MCPDocSearch Claim 1
This project provides a toolset to crawl websites wikis, tool/library documenti…
F 30 54 70 36 N/A 45 90 100
15653
cheesecrust
Confluence MCP Server Claim 1
Enables page search and retrieval from Confluence using the Model Context Proto…
F 30 55 48 71 32 80 82
15654
membranehq
mcp-server Claim 1
MCP Server for Membrane
F 30 55 80 42 N/A 60 80 67
15655
glommer
codemogger Claim 1
A local code indexing and search library that enables AI agents to perform sema…
F 30 54 78 61 N/A 77 90 92
15656
johnpapa
peacock-mcp Claim 1 2
MCP Server for the Peacock extension for VS Code (https://peacockcode.dev), col…
F 30 55 57 100 75 82 35
15657
dkmaker
mcp-rest-api Claim 1 2
A TypeScript-based MCP server that enables testing of REST APIs through Cline. …
F 30 54 96 73 N/A 78 90 91
15658
1999AZZAR
Project Guardian MCP Claim 1 2
A focused project memory system that provides knowledge graph capabilities and …
F 30 54 100 30 N/A 50 87 92
15659
Tght1211
http-4-mcp Claim 1
HTTP-4-MCP configuration tool allows you to easily convert HTTP API into MCP to…
F 30 55 78 58 33 76 87
15660
n-r-w
Provides LLMs with persistent memory across conversations using a knowledge gra…
F 30 55 94 74 57 80 83
15661
LunFengChen
MCP Gateway Claim 1
Aggregates multiple MCP servers into a single gateway with unified top-level to…
F 30 55 48 28 25 80 64
15662
engineers-hub-ltd-in-house-project
Wraps Claude Code as a server using the Model Context Protocol (MCP), allowing …
F 30 55 84 52 39 76 92
15663
doppelgangersai
Context API MCP Server Claim 1 2
Accesses the doppelgangers.ai Social Media Context API to provide contextualize…
F 30 55 78 67 27 76 93
15664
duckmak14
Netbox MCP Server Claim 1
A powerful integration server that combines Netbox's network infrastructure man…
F 30 55 60 30 24 76 87
15665
MaykolMedrano
mcp-bcrp Claim 1
Provides access to over 5,000 macroeconomic indicators from the Banco Central d…
F 30 55 76 36 73 80 91
15666
hoangnb24
MCP Code Mode Claim 1 2
Enables AI agents to write and execute Python code in an isolated sandbox that …
F 30 54 78 68 N/A 27 87 95
15667
Vigtu
docmole Claim 1 3
Dig through any documentation with AI - MCP server for Claude, Cursor, and othe…
F 30 66 75 66 0 68 80 93
15668
Vadimber2
Provides AI-powered selection and generation of specialized system prompts from…
F 30 55 72 62 29 80 92
15669
rigwild
mcp-server-amazon Claim 1
🛍📦 Unofficial Amazon Model Context Protocol Server (MCP) - Search products and …
F 30 55 70 61 N/A 44 76 99
15670
youngsupchoi
playwright-mcp Claim 1
F 30 54 72 58 N/A 56 87 93
15671
cqtrinv
trinvmcp Claim 1
Explore French communes and cadastral parcels based on name and surface
F 30 55 74 52 51 80 93
15672
seoh0711
Enables access to NASA space data and images through Claude Desktop, providing …
F 30 55 84 68 22 80 85
15673
magenie33
Generate tailored quality criteria and scoring guides from your task descriptio…
F 30 66 70 60 0 29 81 90
15674
OtterBub
Enables searching for files based on creation or modification timestamps within…
F 30 55 54 82 N/A 37 92 16
15675
hummusonrails
A server that enables natural language interactions with Couchbase databases th…
F 30 55 66 57 43 71 94
15676
epicsagas
Expose Gemini CLI functionalities as MCP-compliant tools to enable AI agents to…
F 30 54 54 58 N/A 41 87 97
15677
ruifung
Code Mode Bridge Claim 1 2
An MCP server that aggregates multiple upstream MCP tools into a single 'codemo…
F 30 55 81 41 76 80 99
15678
pauloFroes
mcp-telegram Claim 1 2
An MCP server that wraps the Telegram Bot API into semantic tools for LLM agent…
F 30 54 51 72 N/A 35 89 92
15679
micahman33
Vonage AI Code Assist Claim 1 2
An MCP server that helps developers integrate Vonage API capabilities by provid…
F 30 55 51 41 29 80 88
15680
alperenkocyigit
dictionary-mcp Claim 1
F 30 54 32 22 N/A 9 94 97
15681
1623311678
An MCP server that converts Markdown to HTML, supporting both stdio and HTTP in…
F 30 55 33 50 30 80 91
15682
mastergo-design
MasterGo Magic MCP Claim 1
A standalone Model Context Protocol service that connects MasterGo design tools…
F 30 55 76 66 42 76 94
15683
AI-Archive-io
AI-Archive MCP Server Claim 1
Enables AI agents to interact with the AI-Archive platform for research paper d…
F 30 55 94 72 86 76 97
15684
hmake98
nestjs-starter Claim 1
Production-ready NestJS boilerplate with JWT auth, PostgreSQL/Prisma, AWS S3/SE…
F 30 54 78 67 N/A 53 90 100
15685
yashshingvi
A server that connects to the Databricks Genie API, allowing LLMs to ask natura…
F 30 55 48 38 38 76 100
15686
shanejonas
openrpc-mpc-server Claim 1 2
A Model Context Protocol (MCP) server that provides JSON-RPC functionality thro…
F 30 55 96 100 50 74 74
15687
Ishant-93
Integrates Claude Desktop with Super Singularity's course creation API, enablin…
F 30 55 66 43 27 74 98
15688
FisherSkyi
MCP Calculator Demo Claim 1
A sample MCP server that provides basic arithmetic tools like addition, subtrac…
F 30 54 48 66 N/A 35 92 100
15689
dalisecurity
Fray Claim 1
AI-native security toolkit — fray go target.com scans everything. 7,600+ payloa…
F 30 54 84 30 N/A 68 88 88
15690
aneeshkp
PTP MCP Server Claim 1 2
A Model Context Protocol server that enables monitoring and analysis of Precisi…
F 30 54 79 53 N/A 34 90 98
15691
WindoC
Gemini OCR MCP Server Claim 1
Provides OCR services powered by Google's Gemini API to extract text from image…
F 30 55 66 33 23 78 95
15692
DiscreteTom
Mock MCP Server Claim 1
A mock MCP server for testing MCP client implementations and development workfl…
F 30 55 66 17 61 82 98
15693
Igordeveloperr
A Node.js MCP server that enables AI assistants to interact with Yandex Tracker…
F 30 55 60 70 32 80 57
15694
hanweg
Enables direct interaction with the Discord API using both REST API calls and s…
F 30 55 94 66 35 76 87
15695
xraywu
An MCP server that provides a tool to extract text content from local PDF files…
F 30 54 71 47 N/A 25 94 86
15696
dynamicendpoints
Execute PowerShell commands securely with controlled timeouts and input validat…
F 30 54 86 41 N/A 51 88 89
15697
Imsxm15
awesome-ai-apps Claim 1
F 30 54 90 55 N/A 51 89 91
15698
thiagotw10
Enables AI agents to generate professional Word and PDF documents with support …
F 30 55 72 95 N/A 47 89 38
15699
bsmi021
Node Omnibus MCP Server Claim 1 2
A comprehensive Model Context Protocol server that provides advanced Node.js de…
F 30 55 90 58 40 74 99
15700
bhpark1013
Helps users discover and install MCP servers from PlayMCP using hybrid search (…
F 30 55 80 58 30 80 85
Showing 15651–15700 of 67226 servers
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