MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 19 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14901
jhj0517
A demonstration server showing MCP implementation in Python with resource handl…
F 30 54 62 25 N/A 21 90 99
14902
milisp
Awesome Claude Desktop Extensions (dxt) (not only Claude) mcpb
F 30 54 84 57 N/A 65 88 99
14903
638Labs
638Labs MCP Server Claim 1
Connects MCP clients to the 638Labs registry to discover, route, and auction ta…
F 30 55 74 73 61 80 86
14904
loonskai
Anki MCP Server Claim 1
Enables interaction with the Anki desktop flashcard application through the Ank…
F 30 54 66 56 N/A 45 90 91
14905
1623311678
An MCP server that converts Markdown to HTML, supporting both stdio and HTTP in…
F 30 55 33 50 30 80 91
14906
TranHoaiHung
figma-ui-mcp Claim 1 2
Bidirectional Figma MCP — AI draws UI on Figma canvas, reads designs back
F 30 54 84 27 N/A 72 89 95
14907
Sigma711
macinput Claim 1 2
An MCP server for macOS that enables AI agents to control the desktop GUI throu…
F 30 54 57 32 N/A 53 90 99
14908
ludoplex
ed-mcp Claim 1 2
An ed(1)-inspired MCP server that provides a single-character command protocol …
F 30 54 78 55 N/A 24 90 79
14909
StealthMole
Enables access to StealthMole's threat intelligence API for searching and monit…
F 30 66 72 55 0 32 76 88
14910
Vrivaans
HandsAI Bridge Claim 1
A Node.js MCP server that acts as a communication bridge for the HandsAI Java a…
F 30 54 86 42 N/A 27 88 75
14911
zeocax
Code Analysis MCP Server Claim 1 2
A modular MCP server that provides tools for file operations, regex-based code …
F 30 54 84 43 N/A 19 87 51
14912
call518
MCP-Ambari-API Claim 1
Manage Apache Ambari clusters effortlessly. Start, stop, and restart services; …
F 30 54 88 37 N/A 57 92 96
14913
itcaat
mcp-teamcity Claim 1
Once configured, you can use natural language commands like: "Search for faile…
F 30 55 84 43 73 82 90
14914
StepByStep-1
Windows-MCP Claim 1
Enables AI agents to interact with Windows operating systems through native UI …
F 30 54 54 52 N/A 45 84 99
14915
raghavdasila
Enables AI agents to interact with Firebase services including Authentication, …
F 30 54 66 37 19 89 99
14916
figstra
RecodeQR Claim 1
Generate and scan QR codes easily
F 30 54 62 30 N/A 42 90 100
14917
ober
gerbil-mcp Claim 1
Provides AI assistants with live access to a Gerbil Scheme environment to evalu…
F 30 54 96 56 N/A 37 84 84
14918
LoSinCos
A demo MCP server implementation that provides a single stock search tool which…
F 30 54 56 22 N/A 25 90 88
14919
g0t4
MCP Server Memory File Claim 1 4
An MCP server that allows Claude and other LLMs to manage persistent memories a…
F 30 55 65 56 24 78 100
14920
NewToolAI
Database Query MCP Claim 1
A versatile tool that enables querying and exporting data from multiple relatio…
F 30 55 76 33 47 80 69
14921
longevity-genie
opengenes-mcp Claim 1 2
MCP server for a queryable database for aging and longevity research from the O…
F 30 55 53 36 51 80 99
14922
xyehya
Enables local language models to request real-time peer review feedback from Go…
F 30 55 84 56 42 76 100
14923
FradSer
An intelligent MCP server that automatically generates Conventional Commits sty…
F 30 55 72 35 41 76 78
14924
Cedricnator
An example MCP server demonstrating how to create custom tools for LLMs like Cl…
F 30 54 72 60 N/A 29 94 100
14925
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
14926
alexbakers
mcp-ipfs Claim 1
upload and manipulation of IPFS storage
F 30 55 60 71 52 77 81
14927
psikosen
A Node.js MCP server that loads and manages decision trees from .rtdq files and…
F 30 55 84 65 26 80 91
14928
raghav-misra
MCPify Claim 1 2
Automatically generates and runs MCP servers by scraping API documentation and …
F 30 55 72 66 28 76 95
14929
aglolz
Fetch MCP Server Claim 1
Enables LLMs to retrieve and process web content by fetching URLs and convertin…
F 30 55 72 63 46 80 91
14930
code-yeongyu
An advanced integration package that leverages OpenRouter and Perplexity APIs t…
F 30 55 72 70 40 76 91
14931
preetash88
E-commerce MCP Server Claim 1 2
Enables comprehensive product management for e-commerce with CRUD operations, A…
F 30 55 84 61 49 78 72
14932
crabeye-ai
One MCP connection for all your tools — with discovery, namespacing, and execut…
F 30 54 94 0 N/A 76 91 94
14933
kmerce28
Greetings & Math Claim 1 2
Greet people, perform quick calculations, and generate images from text prompts…
F 30 54 60 62 N/A 29 87 33
14934
JordanDalton
restcsv-mcp-server Claim 1 3
An MCP server for CSV files.
F 30 55 47 65 25 77 71
14935
lenwood
cfbd-mcp-server Claim 1 2
An MCP server enabling CFBD API queries within Claude Desktop.
F 30 55 81 71 N/A 44 78 91
14936
event-catalog
A server that connects MCP clients (Claude, Cursor, Windsurf, etc.) to EventCat…
F 30 66 86 72 0 64 77 84
14937
Pratik-Kumar-Cse
An MCP server that enables generating scripts based on specified topics and key…
F 30 54 63 65 N/A 17 87 82
14938
sjquant
LLM Bridge MCP Claim 1
Enables AI agents to interact with multiple LLM providers (OpenAI, Anthropic, G…
F 30 55 66 60 59 80 98
14939
ChristopheZhao
Enables AI-assisted image generation from text prompts using multiple providers…
F 30 66 96 68 0 60 76 90
14940
buddhdev-harsh
linkedmcp Claim 1
linkedmcp
F 30 55 54 100 N/A 39 87 46
14941
RedHatInsights
Model Context Protocol server for Red Hat Lightspeed - advisor, image builder, …
F 30 55 94 74 N/A 75 85 92
14942
SonarSource
sonarqube-mcp-server Claim 1 3
An MCP server that enables integration with SonarQube Server or Cloud for code …
F 30 64 65 25 0 53 83 65
14943
amiralamox
Jira JQL Tool Claim 1
Enables Claude to interact with Jira through JQL (Jira Query Language) queries …
F 30 54 74 68 N/A 25 84 87
14944
ryoooo
e-Gov Law MCP Server Claim 1
Enables intelligent search and retrieval of Japanese legal statutes through the…
F 30 55 54 43 51 78 88
14945
meharajM
WhatsApp MCP Claim 1
Human-in-the-loop approvals and notifications for AI agents via WhatsApp. Enabl…
F 30 54 72 73 59 90 94
14946
ageborn-dev
architect-mcp-server Claim 1
A powerful, self-extending MCP server for dynamic AI tool orchestration. Featur…
F 30 54 88 26 N/A 58 87 86
14947
funkytownk
Analyze Gold IRA sales call transcripts to surface key insights, objections, an…
F 30 54 60 62 N/A 17 88 91
14948
ferdousbhai
wsb-analyst-mcp Claim 1
Reddit integration to analyze content on WallStreetBets community
F 30 55 62 58 47 76 92
14949
pinkpixel-dev
MCPollinations Claim 1 3
A Model Context Protocol (MCP) server that enables AI assistants to generate im…
F 30 55 55 82 N/A 79 78 59
14950
takashiishida
arxiv-latex-mcp Claim 1
Get the LaTeX source of arXiv papers to handle mathematical content and equatio…
F 30 55 90 55 75 80 99
Showing 14901–14950 of 67226 servers
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