MCP Server Quality Scores

Independent quality analysis of 50515 public MCP servers

50515
Discovered
29750
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15551
aviz85
A state-based agent orchestration system that allows transitions between differ…
F 30 54 60 25 N/A 15 89 98
15552
nakada-memo
An MCP server that performs code reviews by comparing local source code against…
F 30 66 65 50 0 19 80 49
15553
carlosdania
Social media automation with AI — publish, schedule, campaigns, DMs, analytics …
F 30 55 76 68 32 80 94
15554
Lark-Base-Team
Lark Base MCP Server Claim 1 2
A Model Context Protocol server that provides LLMs with read and write access t…
F 30 55 71 66 30 76 88
15555
georgepok
Local LLM MCP Server Claim 1 2
Bridges local LLMs running in LM Studio with MCP clients like Claude Desktop to…
F 30 55 100 63 54 76 91
15556
lnbits
LNbits-MCP-Server Claim 1 2
Am MCP server for LNbits Lightning Network wallet integration.
F 30 54 86 73 N/A 19 90 92
15557
Kong
mcp-konnect Claim 1 2
A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, a…
F 30 55 64 66 N/A 55 83 93
15558
pixfishx
MCP Epic Free Games Claim 1
Provides tools to retrieve information about current and upcoming free games on…
F 30 55 86 57 52 76 100
15559
HireTechUpUp
MCP Server for NovaCV Claim 1 2
A Model Context Protocol server for accessing NovaCV resume services API, enabl…
F 30 55 33 71 25 78 91
15560
awkoy
replicate-flux-mcp Claim 1
Provides the ability to generate images via Replicate's API.
F 30 55 72 63 69 82 35
15561
4everland
4everland-hosting-mcp Claim 1 2
An MCP server implementation for 4EVERLAND Hosting enabling instant deployment …
F 30 54 33 57 N/A 23 87 91
15562
nirholas
Monitor MCP registry for new servers - Discord Slack notifications alerts
F 30 54 82 38 N/A 64 90 95
15563
tanaikech
ToolsForMCPServer Claim 1
The Gemini CLI confirmed that the MCP server built with Google Apps Script (GAS…
F 30 64 94 41 0 60 85 90
15564
HappyHackingSpace
HydraΜCP Claim 1
A lightweight, extensible cybersecurity toolkit that connects AI assistants to …
F 30 55 82 31 42 77 91
15565
devflowinc
trieve Claim 1
Crawl, embed, chunk, search, and retrieve information from datasets through [Tr…
F 30 55 100 66 82 76 90
15566
theforeman
Foreman MCP Server Claim 1
Enables interaction with Foreman instances to manage systems through the Model …
F 30 55 72 63 51 76 87
15567
starlink-awaken
A multi-agent framework that models complex social systems through a coordinate…
F 30 55 80 56 41 80 87
15568
n-r-w
Provides LLMs with persistent memory across conversations using a knowledge gra…
F 30 55 94 74 57 80 83
15569
DrDroidLab
Signoz MCP Server Claim 1 2
An MCP server that enables AI assistants to interact with Signoz observability …
F 30 55 79 61 50 77 93
15570
iamsamuelfraga
Pipedrive MCP Server Claim 1 2
Provides comprehensive access to Pipedrive CRM with 100+ tools for managing dea…
F 30 55 90 71 81 82 93
15571
Smriti-AA
smriti Claim 1
A lightning-fast, self-hosted knowledge store and memory layer for AI agents
F 30 54 78 32 N/A 57 90 99
15572
hongaah
Swiftcode MCP Server Claim 1 3
A Model Context Protocol server that automates code generation for web developm…
F 30 55 71 100 48 80 28
15573
guimatheus92
mcp-video-analyzer Claim 1 2
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
F 30 55 69 61 N/A 77 80 93
15574
Kartha-AI
AgentCare Claim 1 2
An MCP server that provides healthcare tools for interacting with FHIR data and…
F 30 55 47 35 50 80 92
15575
sanxfxteam
A Model Context Protocol server that provides image generation capabilities usi…
F 30 55 69 55 44 76 93
15576
hanweg
Enables direct interaction with the Discord API using both REST API calls and s…
F 30 55 94 66 35 76 87
15577
fengyinxia
fengyinxia-jimeng-mcp Claim 1
Create images and videos from prompts, with options for image mixing, reference…
F 30 66 54 66 0 40 76 78
15578
ArneJanning
Nanonets MCP Server Claim 1 2
Converts images, PDFs, Word documents, and Excel spreadsheets to structured mar…
F 30 55 72 36 18 77 93
15579
sgroi-l
Integrates Gmail with Claude Desktop to fetch unread emails, generate AI-powere…
F 30 55 78 62 44 76 99
15580
Davont
my-design MCP Server Claim 1 2
An MCP server that enables AI to interact with the private 'my-design' React co…
F 30 55 39 58 39 80 97
15581
kirtiapte
Petclinic MCP Server Claim 1
Enables interaction with the Swagger Petstore API (Petclinic v2) to fetch and m…
F 30 55 50 22 29 78 70
15582
shashwatgtm
craft-gtm-mcp Claim 1 2
8 strategic GTM tools: PMF, Launch, Interviews, Retention, Partners, Crisis, Co…
F 30 54 84 50 N/A 45 92 87
15583
semistrict
MCPMan Claim 1 2
A Model Context Protocol server manager that acts as a proxy/multiplexer, enabl…
F 30 55 85 67 29 76 91
15584
suwa-sh
local-RAG-backend Claim 1
A Docker-based local RAG backend that provides advanced document search capabil…
F 30 54 94 56 N/A 45 87 91
15585
Akira-Papa
osascript MCP Server Claim 1 2
Enables the execution of AppleScript and JavaScript for Automation (JXA) on mac…
F 30 54 72 61 N/A 28 87 91
15586
alayonyo
Enables AI assistants to read, search, and analyze local file systems with tool…
F 30 54 80 70 N/A 35 87 100
15587
00200200
Provides cocktail recommendations using a Retrieval-Augmented Generation (RAG) …
F 30 55 66 27 26 76 93
15588
evrenyal
Intentionally vulnerable Model Context Protocol (MCP) server designed for secur…
F 30 55 52 26 16 69 36
15589
vltansky
Allows AI assistants to access and analyze your Cursor conversation history, en…
F 30 54 66 57 N/A 64 90 90
15590
atom2ueki
A bridge between iOS simulators and the Model Context Protocol, enabling progra…
F 30 54 66 60 N/A 51 90 84
15591
mingolladaniele
A lightweight Model Context Protocol (MCP) server that enables natural language…
F 30 54 72 56 N/A 27 90 93
15592
tom-wahl
Codex MCP Server Claim 1 2
An MCP server for the OpenAI Codex CLI that provides coding assistance with mul…
F 30 54 77 62 N/A 43 87 98
15593
KashiwaByte
vikingdb-mcp-server Claim 1
VikingDB integration with collection and index introduction, vector store and s…
F 30 55 90 47 36 76 96
15594
esaio
pplog MCP Server Claim 1
Enables AI assistants to read, search, and post poems on pplog via the Model Co…
F 30 54 72 70 66 81 97
15595
krish858
x-mcp Claim 1
masking posts and getting account info on x.
F 30 54 72 66 N/A 46 82 80
15596
hueori95
This MCP server provides a tool to generate manual test cases in Markdown or CS…
F 30 55 74 65 32 80 91
15597
deadletterq
Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes fr…
F 30 66 76 53 0 59 80 95
15598
wehnsdaefflae
A comprehensive Model Context Protocol server that enables Claude Code to perfo…
F 30 54 78 68 N/A 69 90 99
15599
yoloshii
ClawMem Claim 1
On-device memory layer with retrieval-augmented search, hooks, and MCP server f…
F 30 54 100 58 60 90 96
15600
o-b-one
Groceries MCP Server Claim 1 2
Enables searching for groceries and automatically adding items to cart through …
F 30 55 80 63 37 71 92
Showing 15551–15600 of 50515 servers
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