MCP Server Quality Scores

Independent quality analysis of 33641 public MCP servers

33641
Discovered
28801
Scored
2082
Verified
16957
Complete

Last updated 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10601
LiamConnell
arXiv MCP Server Claim
Enables searching, downloading, and managing academic papers from arXiv.org thr…
C 65 55 62 57 21 81 93
10602
klutometis
opencode-mcp Claim 2
An MCP server that enables discovery and interaction with multiple OpenCode ins…
C 65 55 51 62 27 82 98
10603
SimonUTD
AI Cognitive Nexus Claim
Enables dynamic creation and orchestration of hierarchical AI agent teams with …
C 65 55 66 61 24 81 81
10604
fablefang
Enables AI assistants to automatically log and manage conversation history with…
C 65 55 80 83 22 81 39
10605
alexandresanlim
Mempool MCP Server Claim 1
A Model Context Protocol server that provides real-time Bitcoin blockchain and …
C 65 55 45 100 41 81 49
10606
ilil1
FastAPI MCP SSE Claim
Demonstrates how to integrate Model Context Protocol with Server-Sent Events (S…
C 65 55 76 66 44 81 46
10607
laxmimerit
Provides access to real-time stock prices, financial statements, news, and opti…
C 65 55 68 26 59 80 97
10608
mikkelkrogsholm
Enables AI assistants to fetch, index, and perform semantic RAG-based searches …
C 65 54 60 42 N/A 27 95 96
10609
moosin76
Provides tools for AI assistants to explore and interact with MariaDB databases…
C 65 55 80 61 22 78 71
10610
AllenNeuralDynamics
Provides access to Allen Institute for Neural Dynamics (AIND) metadata and data…
C 65 55 80 26 59 76 86
10611
voitta-ai
A Model Context Protocol gateway that connects to RFK Jr-related endpoints, sup…
C 65 54 84 23 N/A 19 95 92
10612
jasonwilbur
cloud-cost-mcp Claim 1
Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ inst…
C 65 66 96 55 0 67 83 90
10613
alohays
openai-tool2mcp Claim 1
A lightweight bridge that wraps OpenAI's built-in tools (like web search and co…
C 65 55 74 70 56 80 38
10614
serkan-ozal
Driflyte MCP server which lets AI assistants query topic-specific knowledge fro…
C 65 66 82 70 0 64 81 100
10615
shazaaly
A basic MCP server template built with FastMCP that provides simple tools for g…
C 65 55 68 82 N/A 23 95 42
10616
Nithishkaranam2002
FinRAG-MCP Claim
Enables secure role-based querying of company documents across different depart…
C 65 55 44 72 24 81 98
10617
riteshtk
Notion MCP Server Claim 1
Enables interaction with Notion workspaces through the Notion API, allowing use…
C 65 55 92 65 44 81 30
10618
theYahia
superjob-mcp Claim 2
MCP server for SuperJob.ru API — vacancy search, employers. Requires API key.
C 65 44 45 N/A N/A 58 83 77
10619
rahulthedevil
Jira-Context-MCP Claim
MCP server to provide Jira Tickets information to AI coding agents like Cursor
C 65 55 72 35 45 81 91
10620
zinja-coder
JADX-MCP-SERVER Claim 1
A Model Context Protocol server that connects to a custom JADX fork (JADX-AI) a…
C 65 54 53 33 N/A 60 92 92
10621
gulbaki
A Model Context Protocol server that enables LLMs to explore and interact with …
C 65 55 57 58 23 80 100
10622
ImRonAI
Automate cloud browsers to navigate websites, interact with elements, and extra…
C 65 66 90 72 0 53 81 93
10623
rigzindorje
An auto-generated Model Context Protocol Server that enables interaction with G…
C 65 54 60 50 N/A 21 95 93
10624
Harsh-1807
Unified personal assistant MCP server that connects local files, GitHub reposit…
C 65 54 72 37 N/A 21 95 92
10625
JahidHasanCO
DeviceMCP Claim
Provides cross-platform device information including system specs, battery stat…
C 65 54 54 47 N/A 27 95 100
10626
SeoNaRu
Persona MCP Server Claim
AI-powered persona analysis and Focus Group Interview (FGI) system that creates…
C 65 55 72 58 21 81 79
10627
LelonDelonMelon
DiagramMCP Claim
Enables the dynamic generation of various software development diagrams, such a…
C 65 55 72 56 16 81 90
10628
fabiovige
An MCP server for MySQL that enables users to execute SQL queries, inspect tabl…
C 65 55 57 60 31 80 91
10629
stockmcp
Provides comprehensive data for A-shares, Hong Kong, and US stocks alongside cr…
C 65 55 66 31 70 81 84
10630
lordbasilaiassistant-sudo
base-price-oracle-mcp Claim 2
MCP server for real-time token prices on Base from on-chain DEX pools.
C 65 55 51 100 N/A 34 95 33
10631 C 65 54 66 28 N/A 30 95 100
10632
heok-yongssun
FreeCAD MCP Claim
Enables control of FreeCAD CAD software from Claude Desktop through natural lan…
C 65 55 74 28 47 81 96
10633
PrateekKumar1709
PolicyGuard Claim
Provides policy-based access control, incident tracking, and compliance monitor…
C 65 55 84 33 29 82 88
10634
dkb12138ggg
A powerful AI service platform that provides complete MCP tool calling capabili…
C 65 55 74 33 41 81 93
10635
ysydhc
TeamMemory Claim
Team experience database - let AI accumulate, retrieve and apply team knowledge…
C 65 54 66 41 N/A 52 81 84
10636
Kalyani-Bambal
EKS MCP Server Claim 1
A Model Context Protocol server that provides programmatic access to Amazon EKS…
C 65 55 57 47 34 83 100
10637
Aeolun
Repomix MCP Server Claim 2
An MCP server that packs repositories into AI-friendly files using the Repomix …
C 65 55 63 62 21 80 91
10638
AndyShaman
gemini-webapi-mcp Claim 1
MCP server for Google Gemini — free image generation, editing & chat via browse…
C 65 54 57 38 N/A 51 90 92
10639
rflpazini
mcp-api-gateway Claim
A universal MCP (Model Context Protocol) server to integrate any API with Claud…
C 65 55 90 57 N/A 24 86 51
10640
Devansh-365
A Python-based MCP server that enables AI assistants to search for infographics…
C 65 55 72 46 27 81 93
10641
accelizero
Provides real-time cryptocurrency market data and technical indicators (EMA, MA…
C 65 55 72 58 19 81 81
10642
berlinbra
A Model Context Protocol server for reading and analyzing binary files, with in…
C 65 54 75 41 N/A 16 95 87
10643
dreyfus92
An MCP server that provides AI assistants with access to Astro documentation, e…
C 65 54 63 40 N/A 20 95 100
10644
sp2learn
An MCP server and web application that enables natural language medical queries…
C 65 55 73 41 22 81 98
10645
rohitsingh-iitd
Zillow MCP Server Claim 1
A Model Context Protocol server that provides real-time access to Zillow real e…
C 65 55 63 46 34 81 96
10646
apspan
Exposes the Fathom AI meeting intelligence API to Claude, allowing users to lis…
C 65 55 54 61 30 81 95
10647
jiayao
mcp-chess Claim 1
A MCP server playing chess against LLMs.
C 65 54 53 38 N/A 42 92 99
10648
hiono
MCP-CMake Claim
A Gradio-based MCP server for comprehensive CMake project management that enabl…
C 65 55 62 56 35 81 88
10649
pwh-pwh
cal-mcp Claim 1
An MCP server for Mathematical expression calculation
C 65 54 51 47 N/A 41 90 95
10650
dileepgaganr
Integrates with Robinhood API and LLMs like Perplexity to provide AI-powered po…
C 65 55 50 66 21 81 100
Showing 10601–10650 of 33641 servers
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