MCP Server Quality Scores

Independent quality analysis of 33842 public MCP servers

33842
Discovered
28878
Scored
2088
Verified
16951
Complete

Last updated 2 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14801
bergeramit
Add two numbers instantly and generate friendly greetings on demand. Speed up q…
F 37 66 24 27 0 22 81 70
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
dannwaneri
Vectorize MCP Server Claim 1 3
Provides semantic search capabilities by connecting Claude Desktop to a Cloudfl…
F 30 55 78 100 25 80 43
14804
OctagonAI
Lightning-Fast, High-Accuracy Deep Research Agent
F 30 55 88 71 58 80 97
14805
kore-01
An MCP server that provides real-time stock data, technical indicators, and fin…
F 30 55 57 58 25 77 86
14806
alanzha2
observe-instrument-mcp Claim 1 3
Add OpenTelemetry tracing to Python AI agents. Supports LangGraph, LlamaIndex, …
F 30 54 72 56 N/A 39 69 92
14807
keonchennl
GraphDB MCP Server Claim 1 3
A Model Context Protocol server that provides read-only access to Ontotext Grap…
F 30 55 79 68 39 78 96
14808
OwlTing
Enables LLMs to search and retrieve PayNow Component documentation directly, ac…
F 30 66 92 80 57 55 80 93
14809
Tommertom
sonos-ts-mcp Claim 1 2
Comprehensive Sonos audio system control through pure TypeScript implementation…
F 30 54 92 58 N/A 34 89 71
14810
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
14811
naeem-gitonga
Provides tools to summarize README files from local paths or public Git reposit…
F 30 55 78 52 35 80 98
14812
drewtech
MCP AI POC Claim 1
Provides AI-powered development tools including code generation, refactoring, d…
F 30 55 90 31 44 76 95
14813
antonpk1
Enables Claude to render interactive, real-time spreadsheets with streaming cel…
F 30 55 78 58 50 80 61
14814
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
14815
kukapay
crypto-trending-mcp Claim 1
Tracking the latest trending tokens on CoinGecko.
F 30 55 64 25 39 80 96
14816
tufantunc
ssh-mcp Claim 1
MCP server exposing SSH control for Linux and Windows servers via Model Context…
F 30 54 72 71 N/A 85 87 100
14817
savantskie
A persistent local memory for AI, LLMs, or Copilot in VS Code.
F 30 54 96 56 N/A 71 87 92
14818
NorthSeacoder
Enables AI-powered frontend code review and unit test generation for Phabricato…
F 30 55 78 33 28 82 66
14819
leomessi2140
Enables menu browsing, recommendation requests, and shopping cart management th…
F 30 55 54 25 25 80 88
14820
Abhi-vish
Code Buddy Claim 1
A comprehensive MCP server that provides AI assistants with tools for file syst…
F 30 54 90 36 N/A 51 84 96
14821
oerc-s
primordia Claim 1
AI agent economic settlement. Verify receipts, emit meters (FREE). Net settleme…
F 30 66 90 66 0 42 77 96
14822
sentien-labs
verdictswarm-mcp Claim 1
Multi-AI crypto token scanner. 6 AI agents independently analyze and debate tok…
F 30 66 72 43 0 73 82 88
14823
Ad-Veritas
TrueRAG MCP Server Claim 1
Enables interaction with a TrueRAG system through a GraphQL API using the Model…
F 30 55 76 40 16 71 95
14824
jmanhype
MCP Flux Studio Claim 1 2
A server that integrates Flux's advanced image generation and manipulation feat…
F 30 55 96 72 52 78 98
14825
Ejb503
systemprompt-mcp-notion Claim 1 3
This an Model Context Protocol (MCP) server that integrates Notion into your AI…
F 30 54 94 70 N/A 34 89 99
14826
tanevanwifferen
A TypeScript-based server that allows calling other MCP clients from your own M…
F 30 55 96 51 40 71 92
14827
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
14828
gwyer
Enables Claude to perform hybrid search across local documents by combining sem…
F 30 55 94 57 54 77 96
14829
sgroi-l
Integrates Gmail with Claude Desktop to fetch unread emails, generate AI-powere…
F 30 55 78 62 44 76 99
14830
spolspol
Enables intelligent management of Google Cloud Platform infrastructure using Te…
F 30 55 48 47 68 80 93
14831
awkoy
replicate-flux-mcp Claim 1
Provides the ability to generate images via Replicate's API.
F 30 55 72 63 69 82 35
14832
adamanz
Enables AI agents to analyze videos and images using Qwen3-VL deployed on Modal…
F 30 55 66 58 24 80 91
14833
ulasbilgen
SACL MCP Server Claim 1 2
Provides bias-aware code retrieval for AI assistants by detecting textual bias …
F 30 55 96 30 20 76 93
14834
inkbytefo
screenmonitormcp Claim 1 2
Real-time screen analysis, context-aware recording, and UI monitoring MCP serve…
F 30 54 84 38 N/A 69 87 90
14835
SamMorrowDrums
reMarkable MCP Server Claim 1 3
Access your reMarkable tablet - read documents, browse files, extract text and …
F 30 54 94 38 N/A 81 81 74
14836
Vasallo94
Obsidian MCP Server Claim 1
Connects AI assistants directly to Obsidian vaults with intelligent note creati…
F 30 54 72 58 N/A 62 90 100
14837
zero-abd
draw2agent Claim 1 2
Draw on your website, let your AI agent see it. Visual context for code generat…
F 30 66 72 58 0 51 80 91
14838
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
14839
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
14840
felores
Google Drive MCP Server Claim 1 2
Enables integration with Google Drive for listing, reading, and searching over …
F 30 55 90 65 48 80 94
14841
T-NhanNguyen
Enables AI agents to query a local knowledge graph built from document collecti…
F 30 55 86 60 29 80 94
14842
luvl
mcp-kintone-lite Claim 1 2
A lightweight MCP server that connects AI assistants to Kintone applications fo…
F 30 55 94 68 59 76 93
14843
mitsuhiko
A code-first MCP server that provides a single tool to execute JavaScript or Ty…
F 30 54 84 72 N/A 36 84 90
14844
XiaoYijiang-c
lunar-mcp Claim 1
lunar-mcp is a Go-based MCP server that provides 28+ tools for Chinese traditio…
F 30 54 76 55 N/A 51 92 77
14845
adityapawar327
Enables fact-checking of news headlines using Google Gemini AI and web search v…
F 30 55 100 33 30 77 96
14846
huoshuiai42
huoshui-pdf-converter Claim 1 2
An MCP server that provides PDF file conversion
F 30 54 45 31 N/A 54 90 93
14847
goldensansapple
Enables AI models to interactively prompt users for input or clarification dire…
F 30 55 48 68 45 80 97
14848
RihardsJ
Gmail MCP Server Claim 1
Enables AI assistants to interact with Gmail accounts for reading unread emails…
F 30 54 84 68 N/A 39 87 100
14849
arthurpanhku
DocSentinel Claim 1 2
MCP server for AI agent for cybersecurity: automate assessment of documents, qu…
F 30 55 45 61 85 80 76
14850
uneduca7ed
A starter template for building Model Context Protocol (MCP) servers using Type…
F 30 54 66 75 N/A 34 90 67
Showing 14801–14850 of 33842 servers
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