MCP Server Quality Scores

Independent quality analysis of 50632 public MCP servers

50632
Discovered
29751
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14801
data-skunks
A Model Context Protocol server implementation that integrates with KeywordsPeo…
F 38 66 39 0 0 18 81 94
14802
brentlaster
A cloud platform for registering and using remote tools with GitHub's MCP servi…
F 37 66 42 22 0 18 67 76
14803
bergeramit
Add two numbers instantly and generate friendly greetings on demand. Speed up q…
F 37 66 24 27 0 22 81 70
14804
tkc
Tiny TODO MCP Claim 1 2
A Model Context Protocol server that provides persistent task management capabi…
F 30 54 51 58 N/A 26 89 94
14805
DaccordProject
Connects AI agents to Accord chat server instances via the Model Context Protoc…
F 30 54 56 43 35 90 74
14806
RoversX
Enables AI assistants to control Universal Robots through real-time connection …
F 30 55 56 32 44 76 95
14807
neuhausi
Generates CanvasXpress data visualization JSON configurations from natural lang…
F 30 55 54 43 22 80 91
14808
enemyrr
MCP-MySQL Server Claim 1
Enables AI models to perform MySQL database operations through a standardized i…
F 30 55 84 63 56 80 94
14809
gdli6177
MCP Prompt Server Claim 1 2
A server based on Model Context Protocol that provides predefined prompt templa…
F 30 66 66 55 0 54 80 62
14810
hesiod-au
Python MCP Server Claim 1 2
A Model Context Protocol server that extracts and analyzes Python code structur…
F 30 54 57 55 N/A 49 91 91
14811
noor188
A sample implementation of Model Context Protocol server using Next.js and the …
F 30 55 68 52 42 82 73
14812
2black0
Provides advanced iTerm2 terminal automation using Python API integration, enab…
F 30 54 78 53 N/A 38 80 97
14813
CoreBaseHQ
coremcp Claim 1
Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source b…
F 30 54 82 43 N/A 82 90 99
14814
kore-01
An MCP server that provides real-time stock data, technical indicators, and fin…
F 30 55 57 58 25 77 86
14815
kukapay
Provides real-time trending tokens from DexScreener.
F 30 55 78 60 51 76 96
14816
enescanguven
fal.ai MCP Server Claim 1
Provides access to over 600 AI models on fal.ai for generating and editing imag…
F 30 54 88 70 N/A 38 89 85
14817
Shepherd-Creative
Obsidian MCP Server Claim 1 2
Connects to Obsidian vaults via the Local REST API plugin, enabling AI-assisted…
F 30 54 90 75 N/A 40 87 96
14818
sayll
dev-prompt-mcp Claim 1 3
An MCP server that registers customizable prompt templates as tools for natural…
F 30 55 57 87 N/A 54 90 44
14819
aira-security
mcp-checkpoint Claim 1
MCP Checkpoint continuously secures and monitors Model Context Protocol operati…
F 30 54 88 35 N/A 63 76 96
14820
GopherSecurity
gopher-mcp Claim 1
MCP C++ SDK - Model Context Protocol implementation in CPP with enterprise-grad…
F 30 54 100 31 N/A 81 90 96 C
14821
ZebraRoy
read-docs-mcp Claim 1 2
A Model Context Protocol server that enables AI agents to access, search, and u…
F 30 55 53 57 48 76 96
14822
docker
hub-mcp Claim 1
Official MCP server to interact with Docker Hub, providing access to repositori…
F 30 55 80 72 68 78 91
14823
savantskie
A persistent local memory for AI, LLMs, or Copilot in VS Code.
F 30 54 96 56 N/A 71 87 92
14824
teddynote-lab
Quick-start Auto MCP Claim 1
A tool that helps easily register Anthropic's Model Context Protocol (MCP) in C…
F 30 54 72 40 N/A 51 82 94
14825
TeglonLabs
Enables interaction with a tool for generating true random coin flips via rando…
F 30 55 84 100 26 82 55
14826
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
14827
agree-able
Room MCP Claim 1
A command-line tool that enables the use of MCP with the Room protocol, allowin…
F 30 55 66 57 58 76 94
14828
funkytownk
Analyze Gold IRA sales call transcripts to surface key insights, objections, an…
F 30 54 60 62 N/A 17 88 91
14829
gifflet
Graphiti MCP Server Claim 1
A knowledge graph server for AI agents, built with Neo4j and integrated with Mo…
F 30 54 78 67 45 87 95
14830
webflow
mcp Claim 1
AI-powered design and management for Webflow Sites
F 30 66 84 70 0 79 83 81
14831
pinkpixel-dev
Blabber-MCP Claim 1 3
An MCP server that enables LLMs to generate spoken audio from text using OpenAI…
F 30 55 57 61 47 76 96
14832
lastmile-ai
mcp-agent Claim 1
Build effective agents using Model Context Protocol and simple workflow patterns
F 30 66 96 100 94 89 76 97
14833
contactakagrawal
Excel Analyser MCP Claim 1
Enables efficient reading, analyzing, and querying of Excel, CSV, and JSON file…
F 30 55 66 62 31 80 83
14834
cosmocoder
MCP Web Docs Claim 1
A self-hosted MCP server that crawls, indexes, and searches documentation from …
F 30 54 94 75 N/A 80 88 93
14835
subhashdasyam
mem0-server-mcp Claim 1
🧠 Production-ready MCP server providing intelligent memory for Claude Code with…
F 30 54 84 47 N/A 47 90 94
14836
teolex2020
AuraSDK Claim 1 2
F 30 54 90 70 N/A 74 90 87
14837
AgentWong
IaC Memory MCP Server Claim 1 4
Enhances Claude AI with persistent memory storage for Infrastructure-as-Code co…
F 30 55 90 91 35 76 38
14838
kstrikis
A Model Context Protocol server that enables collaborative debates between mult…
F 30 55 33 67 41 80 71
14839
geosp
MCP MixSearch Claim 1
Enables advanced web search across multiple search engines (Brave, DuckDuckGo, …
F 30 55 66 71 47 80 92
14840
r-huijts
rijksmuseum-mcp Claim 1 3
Rijksmuseum API integration for artwork search, details, and collections
F 30 55 96 73 40 82 93
14841
josemartinrodriguezmortaloni
WebSearch Claim 1 2
Built as a Model Context Protocol (MCP) server that provides advanced web searc…
F 30 55 64 25 17 76 84
14842
B-Step62
Enables access to prompt templates managed in MLflow through Claude Desktop, al…
F 30 55 76 57 20 80 91
14843
bkuri
Jesse MCP Server Claim 1 3
An MCP server that exposes the Jesse algorithmic trading framework's capabiliti…
F 30 54 65 20 N/A 69 88 92
14844
iflow-mcp
BlenderMCP Claim 1
Connects Blender to Claude AI, enabling AI-assisted 3D modeling, scene creation…
F 30 54 78 33 N/A 45 84 97
14845
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
14846
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
14847
riefer02
Mezmo MCP Server Claim 1 2
An MCP server for retrieving and filtering logs from Mezmo with a quota-conscio…
F 30 55 63 76 31 82 90
14848
decidefyi
decide Claim 1
Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / …
F 30 55 90 70 34 76 100
14849
rootflo
wavefront Claim 1
🔥🔥🔥 Enterprise AI middleware, alternative to unifyapps, n8n, lyzr
F 30 66 86 27 0 69 76 94
14850
SaiVSrini
MCP Finder Claim 1
A smart router that helps users discover the most relevant tools from an MCP ca…
F 30 54 70 68 N/A 22 90 66
Showing 14801–14850 of 50632 servers
« Prev 1 295 296 297 298 299 1013 Next »