MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29820
Scored
2112
Verified
16953
Complete

Last updated 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10901
kukapay
wallet-inspector-mcp Claim 1
An MCP server that empowers AI agents to inspect any wallet’s balance and oncha…
C 64 55 57 48 39 81 95
10902
JdotX
An MCP server that provides jokes to Microsoft Copilot Studio, demonstrating ho…
C 64 55 41 55 46 82 100
10903
Traia-IO
Enables AI agents and LLMs to interact with the ICON MCP v104 API through stand…
C 64 55 68 43 24 80 100
10904
seungwonme
prompt-new-mcp Claim 1
A Model Context Protocol server that saves prompts with timestamps and allows u…
C 64 55 51 100 N/A 20 95 37
10905
suqidan
A Claude Desktop MCP server that provides knowledge base search and chat functi…
C 64 54 56 38 N/A 34 95 93
10906
andrey-zhuravl
MCP Desktop Tools Claim
Enables searching text across configured local workspaces using ripgrep. Provid…
C 64 54 60 28 N/A 44 95 91
10907
ElSrJuez
Provides long-term memory for chatbots through a TinyDB-backed MCP server. Enab…
C 64 55 68 27 42 81 100
10908
Chenghao-Wu
MCP LAMMPS Server Claim 1
A Model Context Protocol server that enables AI assistants to interact with LAM…
C 64 55 71 27 51 81 90
10909
tuncer-byte
CURSOR25X Claim 1
An interactive task loop MCP server for Cursor IDE that enables continuous web …
C 64 54 66 27 N/A 44 90 94
10910
sunub
Search your Obsidian vault to quickly find notes by title or keyword, summarize…
C 64 66 90 65 0 70 81 84
10911
The-AI-Workshops
SearXNG MCP Server Claim
Enables AI agents to perform privacy-respecting web searches through SearXNG, w…
C 64 55 76 45 22 82 86
10912
etnlbck
Ollama MCP Server Claim
Enables interaction with locally running Ollama models through chat, generation…
C 64 64 84 68 0 29 95 100
10913
chuljung
A starter project designed to quickly build and deploy Model Context Protocol (…
C 64 54 60 72 N/A 32 89 56
10914
clarkemn
MCP server for asking questions about Cortex Cloud documentation
C 64 55 51 82 54 81 49
10915
farzad528
Integrates Claude Desktop with Azure AI Search, allowing users to query search …
C 64 55 76 37 25 81 90
10916
enkryptai
Integrates AI safety analysis, red-teaming, and prompt auditing directly into M…
C 64 54 54 52 N/A 35 87 88
10917
ANSH-RIYAL
A custom implementation for real-time supply chain optimization that enables pa…
C 64 55 72 50 16 74 99
10918
yangkyeongmo
Enables integration with OpenMetadata by wrapping its REST API for standardized…
C 64 55 60 35 63 78 90
10919
jasonjmcghee
WebMCP Claim
A framework that enables websites to share tools, resources, and prompts with c…
C 64 66 96 63 0 74 76 79
10920
xiaoyuchenhot
Provides calculator tools for mathematical operations, access to TypeScript SDK…
C 64 55 54 55 25 81 100
10921
kkShrihari
Integrates the miEAA 3.x bioinformatics platform with Claude Desktop, enabling …
C 64 55 78 65 33 83 47
10922
joesaby
doctree-mcp Claim
BM25 search + tree navigation over markdown docs for AI agents. No embeddings, …
C 64 54 60 18 N/A 66 95 90
10923
gcorroto
A Model Context Protocol server that allows AI assistants to save structured in…
C 64 55 33 70 43 81 93
10924
kuai0901
iRAG MCP Server Claim 2
A Model Context Protocol server that enables Claude Desktop to generate images …
C 64 55 57 75 22 80 76
10925
prncsclo-create
MCP on Vercel Claim 1
A deployment template for running Model Context Protocol servers as Vercel Func…
C 64 66 84 75 0 48 74 100
10926
NanguangChou
An MCP server providing AI image generation via Jimeng models, specifically des…
C 64 55 47 82 18 81 81
10927
Jazastry
Enables advanced options analysis and strategy evaluation through Yahoo Finance…
C 64 55 78 33 37 81 84
10928
LexiconAlex
Enterprise-grade authentication solution that provides secure credential manage…
C 64 55 78 65 N/A 33 95 34
10929
itoyuya1005
A template for deploying MCP servers without authentication on Cloudflare Worke…
C 64 55 48 71 29 82 82
10930
fishke22
Bridges large language models with the Metasploit Framework to enable natural l…
C 64 55 80 31 37 76 92
10931
JackKuo666
PubMed-MCP-Server Claim
🔍 Enable AI assistants to search, access, and analyze PubMed articles through a…
C 64 55 70 27 44 82 98
10932
kukapay
whereami-mcp Claim
A lightweight mcp server that tells you exactly where you are.
C 64 55 66 33 38 83 100
10933
mrseanchow
Cowsay MCP Server Claim
Enables language models to generate fun ASCII art featuring cows and other char…
C 64 66 90 62 0 59 74 100
10934
SaptaDey
NexusMind Claim 1
An MCP server that leverages graph structures to perform sophisticated scientif…
C 64 55 45 65 36 81 92
10935
ayyazzafar
MCP server enabling AI-powered Baserow database operations through natural lang…
C 64 64 75 66 0 63 92 93
10936
Dineshkumar-Ponnusamy
Enables users to get current weather information for any city using the OpenWea…
C 64 55 66 32 39 82 97
10937
lapras-inc
lapras-mcp-server Claim
LAPRASの公式MCPサーバーで、求人検索や職歴・スキル管理を可能にします。
C 64 54 74 42 80 95 30
10938
clawd800
pumpclaw Claim
Free token launcher on Base. Deploy ERC-20 tokens via Uniswap V4 with 80% creat…
C 64 54 78 27 N/A 41 75 96
10939
CaptainCrouton89
A starter template for building custom MCP servers that can integrate with Clau…
C 64 55 60 100 25 81 38
10940
kukapay
whattimeisit-mcp Claim
A lightweight mcp server that tells you exactly what time is it based on your I…
C 64 55 60 36 40 82 100
10941
penguyen72
Weather MCP Server Claim
Provides weather forecast and alert information for US locations using the Nati…
C 64 55 68 41 26 81 100
10942
SaintDoresh
An MCP tool that provides real-time weather data, forecasts, and historical wea…
C 64 55 66 36 34 82 99
10943
shenyimings
DocNav-MCP Claim
DocNav is a Model Context Protocol (MCP) server which empowers LLM Agents to re…
C 64 55 66 31 43 81 99
10944
shubhamprajapati7748
A Model Context Protocol server that enables AI models to interact with the Zer…
C 64 55 51 47 39 81 100
10945
CalvinLiuu
Enables comprehensive stock market analysis with portfolio management, technica…
C 64 54 70 31 N/A 24 95 91
10946
jianzhichun
A server that enables programmatic interaction with an already running Abaqus/C…
C 64 54 72 28 N/A 36 95 84
10947
serima
Enables searching and retrieving articles from Hatena Blog through Claude Deskt…
C 64 55 72 35 25 81 100
10948
featherflow
BitScale MCP Server Claim 1
Connects your BitScale workspace to Claude, allowing you to manage grids, fetch…
C 64 55 54 40 48 82 100
10949
chweyun
Automatically scans and summarizes video links (YouTube, Instagram Reels) and t…
C 64 55 78 41 22 81 90
10950
jeffkit
Provides tools for AI agents to take timed rest breaks and vent their thoughts …
C 64 55 84 95 21 81 17
Showing 10901–10950 of 57357 servers
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