MCP Server Quality Scores

Independent quality analysis of 33842 public MCP servers

33842
Discovered
28878
Scored
2088
Verified
16951
Complete

Last updated 2 hours, 30 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14851
havingautism
Qurio Claim 1
Qurio brings multi-provider models, custom agents, reusable skills, MCP servers…
F 30 54 100 43 N/A 48 87 99
14852
hello3590-gif
A boilerplate project for quickly developing Model Context Protocol servers usi…
F 30 54 66 72 N/A 34 90 57
14853
ekailabs
A Model Context Protocol server that connects AI agents to Dune Analytics data,…
F 30 55 39 65 41 78 91
14854
naeem-gitonga
Provides tools to summarize README files from local paths or public Git reposit…
F 30 55 78 52 35 80 98
14855
glommer
codemogger Claim 1
A local code indexing and search library that enables AI agents to perform sema…
F 30 54 78 61 N/A 77 90 92
14856
ip2location-com
IP Geolocation MCP server using IP2Location.io API to ease the query of geoloca…
F 30 55 60 35 64 82 94
14857
ChatterBoxIO
A Model Context Protocol server that enables AI agents to join and interact wit…
F 30 55 61 71 47 80 91
14858
drewtech
MCP AI POC Claim 1
Provides AI-powered development tools including code generation, refactoring, d…
F 30 55 90 31 44 76 95
14859
1999AZZAR
Project Guardian MCP Claim 1 2
A focused project memory system that provides knowledge graph capabilities and …
F 30 54 100 30 N/A 50 87 92
14860
husniadil
UltraThink Claim 1
A Python-based MCP server that facilitates structured problem-solving through s…
F 30 55 84 53 58 80 91
14861
KS-GEN-AI
jira-mcp-server Claim 1 2
Read jira data via JQL and api and execute requests to create and edit tickets.
F 30 55 86 61 48 74 91
14862
whchien
ai-trader Claim 1
Backtrader-powered backtesting framework for algorithmic trading, featuring 20+…
F 30 54 60 33 N/A 75 90 82
14863
eliavamar
MCP of MCPs Claim 1
A meta-server that aggregates multiple MCP servers into a single interface, red…
F 30 54 84 38 N/A 51 89 90
14864
StevenFengLi
Haiguitang MCP Server Claim 1
Enables LLMs to host and play Situation Puzzle (海龟汤) games where users solve my…
F 30 54 50 50 N/A 23 87 76
14865
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
14866
RandellB-Ritense
Documentation MCP Server Claim 1 2
Fetches GitHub PR and issue data server-side and combines it with a documentati…
F 30 55 74 71 29 80 91
14867
adamanz
Enables AI agents to analyze videos and images using Qwen3-VL deployed on Modal…
F 30 55 66 58 24 80 91
14868
hummusonrails
A server that enables natural language interactions with Couchbase databases th…
F 30 55 66 57 43 71 94
14869
veelenga
claude-mermaid Claim 1
A Mermaid diagram rendering MCP server for Claude Code with live reload functio…
F 30 54 90 58 N/A 68 88 92
14870
KunihiroS
CoRT MCP Server Claim 1 2
An MCP server implementing the Chain-of-Recursive-Thoughts (CoRT) methodology t…
F 30 55 51 68 39 80 92
14871
lucad-28
Traffic MCP Server Claim 1 2
Provides traffic prediction and route optimization tools that consume a REST AP…
F 30 55 78 61 21 80 91
14872
odysa
RDF4J MCP Server Claim 1 3
An MCP server that enables AI-powered exploration of RDF data and SPARQL queryi…
F 30 55 63 25 40 80 94
14873
guimatheus92
mcp-video-analyzer Claim 1 2
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
F 30 55 69 61 N/A 77 80 93
14874
OwlTing
Enables LLMs to search and retrieve PayNow Component documentation directly, ac…
F 30 66 92 80 57 55 80 93
14875
drahmad89
Amazon MCP Server Claim 1
Enables interaction with Amazon services through AI assistants, allowing users …
F 30 55 54 61 48 78 100
14876
alayonyo
Enables AI assistants to read, search, and analyze local file systems with tool…
F 30 54 80 70 N/A 35 87 100
14877
bsmi021
Node Omnibus MCP Server Claim 1 2
A comprehensive Model Context Protocol server that provides advanced Node.js de…
F 30 55 90 58 40 74 99
14878
jesusperezdeveloper
A template for building MCP servers from OpenAPI specifications, enabling autom…
F 30 55 80 43 34 78 97
14879
karthikingithub
Enables interaction with the Pagila sample PostgreSQL database through natural …
F 30 55 68 32 28 76 100
14880
MaykolMedrano
mcp-bcrp Claim 1
Provides access to over 5,000 macroeconomic indicators from the Banco Central d…
F 30 55 76 36 73 80 91
14881
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
14882
neuhausi
Generates CanvasXpress data visualization JSON configurations from natural lang…
F 30 55 54 43 22 80 91
14883
XGenerationLab
xiyan_mcp_server Claim 1 3
A Model Context Protocol (MCP) server that enables natural language queries to …
F 30 66 63 37 0 70 76 94
14884
NetanelBollag
A template project for building custom MCP servers that enables direct access t…
F 30 55 70 55 45 80 98
14885
meltingpixelsai
zero-core-tools Claim 1
Web scraping, code review, content gen, sentiment. Zero Core Tools.
F 30 54 54 73 40 74 99
14886
zlatkoc
youtube-summarize Claim 1
MCP server that fetches YouTube video transcripts and optionally summarizes the…
F 30 54 60 33 72 90 93
14887
MarkusPfundstein
mcp-obsidian Claim 1
Interacting with Obsidian via REST API
F 30 55 90 67 50 80 98
14888
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
14889
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
14890
FradSer
An advanced MCP server that implements sophisticated sequential thinking using …
F 30 55 84 100 67 76 78
14891
antonpk1
Enables Claude to render interactive, real-time spreadsheets with streaming cel…
F 30 55 78 58 50 80 61
14892
krish858
x-mcp Claim 1
masking posts and getting account info on x.
F 30 54 72 66 N/A 46 82 80
14893
9527wow
Enables visual understanding and image description capabilities for iFlow CLI a…
F 30 55 54 51 38 80 80
14894
jageenshukla
A demonstration server that implements the Model Context Protocol (MCP) SDK, pr…
F 30 54 62 65 N/A 44 89 64
14895
mjdevaccount
Portable MCP Toolkit Claim 1
Provides AI-powered code intelligence for any codebase using local LLMs and vec…
F 30 54 84 32 N/A 71 90 88
14896
wd041216-bit
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time…
F 30 55 88 0 73 78 96
14897
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
14898
HypnoLabs-io
agentchurch-mcp Claim 1
Spiritual services for AI agents — confessions, salvation, identity. x402 payme…
F 30 64 90 68 0 37 74 93
14899
mberg
Agent HTTP Claim 1
Provides an HTTP API for Claude Code using a native MCP channel to enable stabl…
F 30 54 86 0 N/A 50 87 98
14900
Imsxm15
awesome-ai-apps Claim 1
F 30 54 90 55 N/A 51 89 91
Showing 14851–14900 of 33842 servers
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