MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13701
twelve2five
An MCP server that enables AI assistants to create and run Processing sketches …
C 56 5⁄4 ◉ ⏳ 33 26 N/A 39 95 94
13702
arkeodev
Provides a standardized protocol for tool invocation, enabling an AI system to …
C 56 5⁄5 ◉ ⏳ 78 33 — 43 76 41
13703
tdu-naifen
Demo MCP Server ⚡ Claim
A simple MCP server that provides a calculator tool, dynamic greeting resources…
C 56 5⁄4 ◉ ⏳ 48 17 N/A 21 95 100
13704
durgeshmca
A multi-tool AI assistant system that uses Model Context Protocol to connect la…
C 56 5⁄5 ◉ ⏳ 50 25 — 21 84 100
13705
tussanakorn
MCP Blog API ⚡ Claim
A simple blog API service built with FastMCP that allows users to fetch all blo…
C 56 5⁄4 ◉ ⏳ 48 17 N/A 21 95 100
13706
aryankeluskar
Search your Flashback video library with natural language to instantly find rel…
C 56 6⁄6 ◉ ⏳ 60 70 0 26 81 94
13707
SSAFY-Seoul-Class-7
Provides AI agents with 8 stress-relief tools like coffee breaks, Netflix watch…
C 56 5⁄4 ◉ ⏳ 42 43 N/A 40 95 60
13708
daiduo2
Enables AI-powered academic research workflow from keyword search to hypothesis…
C 56 5⁄5 ◉ ⏳ 64 36 — 22 69 84
13709
bengineer19
DigiKey MCP Server ⚡ Claim 1
A Model Context Protocol server that provides search and product information to…
C 56 5⁄5 ◉ ⏳ 39 41 — 22 81 94
13710
inchan
Memory MCP Server ⚡ Claim
Exposes local persistent memory as an MCP server with Markdown storage, PARA or…
C 56 5⁄4 ◉ ⏳ 66 32 N/A 58 95 25
13711
kpanko
todoist-mcp ⚡ Claim
A Python-based MCP server for Todoist that enables comprehensive task managemen…
C 56 5⁄5 ◉ ⏳ 66 10 N/A 30 76 98
13712
YusukeYajima
karte-datahub-mcp ⚡ Claim 1
Enables AI assistants to securely query and analyze KARTE event data via BigQue…
C 56 5⁄5 ◉ ⏳ 54 52 — 27 82 55
13713
purmemo-ai
purmemo ⚡ Claim
AI memory across Claude, ChatGPT, Gemini, and Cursor. Save, search, and recall …
C 56 6⁄6 ◉ ⏳ 96 10 0 68 80 90
13714
jameskanyiri
Daraja MCP ⚡ Claim 2
A Model Context Protocol server that integrates AI applications with Safaricom'…
C 56 5⁄5 ◉ ⏳ 45 41 — 25 78 87
13715
toshihikoyanase
Mong MCP Server ⚡ Claim
Provides a moby-like random name generator through the Model Context Protocol, …
C 56 5⁄5 ◉ ⏳ 54 12 — 37 81 100
13716
reymerekar7
Beehiiv MCP Server ⚡ Claim 1
A Model Context Protocol server that enables Large Language Models (like Claude…
C 56 5⁄5 ◉ ⏳ 39 37 — 23 82 100
13717
AIwithhassan
Enables retrieval and cleaning of official documentation content for popular AI…
C 56 5⁄5 ◉ ⏳ 54 25 — 23 81 94
13718
c1r5
A demonstration project that implements a Model Context Protocol (MCP) server w…
C 56 5⁄5 ◉ ⏳ 48 32 — 21 81 96
13719
boleyn
FS-MCP Server ⚡ Claim 1
A Model Context Protocol server that provides intelligent file reading and sema…
C 56 5⁄5 ◉ ⏳ 39 36 — 45 81 84
13720
pinepaper
Enables AI assistants to create and animate graphics in PinePaper Studio using …
C 56 6⁄6 ◉ ⏳ 92 18 0 61 81 91
13721
MCP4Public
Look 4 Fundings ⚡ Claim
Provides basic text manipulation and analysis tools including word reversal and…
C 56 6⁄6 ◉ ⏳ 68 65 0 27 81 91
13722
gcorroto
DBA MCP Server ⚡ Claim
A multi-vendor database management tool that enables LLMs to query, migrate, an…
C 56 6⁄6 ◉ ⏳ 72 57 0 29 81 91
13723
DanielRamosAcosta
NixOS MCP Server ⚡ Claim
Enables searching and retrieving NixOS configuration options using the official…
C 56 6⁄6 ◉ ⏳ 66 62 0 27 81 96
13724
awakm618
Enables subnet mask calculations and network planning through MCP framework. Pr…
C 56 5⁄5 ◉ ⏳ 52 30 — 34 81 81
13725
allentcm
Enables semantic search and retrieval of code files using embeddings stored in …
C 56 5⁄5 ◉ ⏳ 60 22 — 20 76 99
13726
Mandapati-SuryanarayanaRaju
MCP Deployment ⚡ Claim
A simple demonstration MCP server that provides a sum_numbers tool for calculat…
C 56 5⁄5 ◉ ⏳ 56 17 — 24 81 100
13727
abakhru
Vibetest Use ⚡ Claim 1
An MCP server that launches multiple Browser-Use agents to test websites for UI…
C 56 5⁄4 ◉ ⏳ 41 32 N/A 27 90 91
13728
ravinahp
Enables searching and retrieving detailed flight information using the Duffel A…
C 56 6⁄6 ◉ ⏳ 84 37 0 48 81 87
13729
hannguyendd
A FastAPI-integrated MCP server that provides mathematical operations like addi…
C 56 5⁄5 ◉ ⏳ 48 22 — 28 83 98
13730
Readify-App
Instagram MCP Server ⚡ Claim 1
Enables access to Instagram data through EnsembleData API, allowing retrieval o…
C 56 5⁄5 ◉ ⏳ 48 43 — 29 80 75
13731
David3u
MCP Plus Claim
A lightweight MCP server that enhances AI agents with tools for codebase analys…
C 56 5⁄5 ◉ ⏳ 54 31 — 22 81 90
13732
vuluu2k
Transforms a GitHub repository into a structured personal brain for AI to manag…
C 56 5⁄5 ◉ ⏳ 68 0 — 35 81 96
13733
jiaohuix
BiliMind-MCP Claim 1
An MCP server that generates structured notes from Bilibili videos by automatic…
C 56 5⁄5 ◉ ⏳ 47 40 — 16 81 93
13734
InstalabsAI
instagit ⚡ Claim 1
MCP server for Instagit — AI-powered Git repository analysis for coding agents
C 56 6⁄6 ◉ ⏳ 51 73 0 55 72 91
13735
DeepSRT
DeepSRT MCP Server ⚡ Claim 1
An MCP server that enables users to generate summaries of YouTube videos in mul…
C 56 6⁄6 ◉ ⏳ 69 57 0 38 81 92
13736
Charlesthebird
mymcpservercli ⚡ Claim 1
A Model Context Protocol server framework featuring dynamic tool loading and au…
C 56 5⁄5 ◉ ⏳ 45 25 — 27 82 100
13737
x402-index
x402search-mcp ⚡ Claim
Search x402-enabled HTTP APIs by keyword, paid per search via x402 micropayment…
C 56 6⁄4 ◉ ⏳ 72 63 0 32 75 92
13738
githubmilind
mcp-weather ⚡ Claim
A Model Context Protocol (MCP) server that enables AI assistants and LLMs to ac…
C 56 5⁄5 ◉ ⏳ 46 30 — 21 83 100
13739
chirag127
Provides advanced probabilistic decision-making algorithms including MDPs, MCTS…
C 56 6⁄6 ◉ ⏳ 84 56 0 31 81 79
13740
Sudheerarava222
Displays FDA-approved Lilly Direct pharmaceuticals in an interactive carousel i…
C 56 6⁄6 ◉ ⏳ 66 67 0 24 81 96
13741
theailanguage
terminal_server ⚡ Claim 1
MCP server that can execute terminal commands
C 56 5⁄5 ◉ ⏳ 43 25 N/A 31 81 100
13742
iijimam
RAGandLLM-MCP ⚡ Claim
A simple MCP server that implements a note storage system with RAG capabilities…
C 56 5⁄5 ◉ ⏳ 78 51 — 23 81 28
13743
dudu1111685
Telegram MCP Agent ⚡ Claim
Enables AI assistants to operate as remote workers through Telegram, creating a…
C 56 5⁄5 ◉ ⏳ 42 41 — 21 81 93
13744
ref-tools
Widget MCP ⚡ Claim
Adds interactive widgets to LLM chats for common tasks like timers, stopwatches…
C 56 6⁄6 ◉ ⏳ 62 53 0 46 81 97
13745
melanieawilson
Rec-MCP ⚡ Claim 1
A Model Context Protocol server that enables searching for camping facilities a…
C 56 5⁄4 ◉ ⏳ 35 38 N/A 16 95 91
13746
PiuQiuPiaQia
MCP Tool ⚡ Claim
A server built on mcp-framework that enables integration with Claude Desktop th…
C 56 5⁄4 ◉ ⏳ 54 58 N/A 31 92 35
13747
pinzonjulian
An MCP server that provides access to up-to-date Stimulus JS documentation dire…
C 56 5⁄5 ◉ ⏳ 45 27 — 26 80 100
13748
Houlong66
MNS MCP Manager ⚡ Claim
A management tool for Alibaba Cloud Message Service (MNS) implemented through t…
C 56 5⁄5 ◉ ⏳ 48 33 — 23 81 92
13749
danielkennedy1
pdf-tools-mcp ⚡ Claim 1
PDF download, view & manipulation utilities.
C 56 5⁄4 ◉ ⏳ 54 32 N/A 56 90 47
13750
rmasters
MCP-OpenAPI ⚡ Claim 2
An MCP server that exposes HTTP methods defined in an OpenAPI specification as …
C 56 5⁄5 ◉ ⏳ 63 40 — 54 81 41
Showing 13701–13750 of 69135 servers
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