MCP Server Quality Scores

Independent quality analysis of 48148 public MCP servers

48148
Discovered
29622
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9701
saha-rajdeep
A containerized MCP (Model Context Protocol) server that provides a simple calc…
C 67 54 82 27 N/A 18 95 100
9702
kingbbs
yiditu-mcp Claim
I Ching hexagram analysis and geographic feng shui for Taiwan locations
C 67 66 90 76 0 71 81 86
9703
Mvp2o-ai
MCP IDE Bridge Claim
Enables client-to-client communication between IDEs and development tools, allo…
C 67 55 78 41 50 81 82
9704
erikhoward
adls-mcp-server Claim 1
MCP Server for Azure Data Lake Storage. It can perform manage containers, read/…
C 67 55 53 43 62 82 100
9705
yellowgg2
Enables searching and retrieving content from BookStack knowledge bases via the…
C 66 55 72 100 27 76 37
9706
deeppath-ai
mcp-crew-risk Claim
Performs comprehensive crawler compliance risk assessment for webpages, evaluat…
C 66 55 50 57 48 82 93
9707
theposch
A Model Context Protocol server that enables AI assistants like Claude to inter…
C 66 55 69 37 41 80 100
9708
luebken
Playlist-MCP Claim
An experimental MCP server that makes YouTube playlist transcripts available fo…
C 66 54 78 25 N/A 38 95 87
9709
madebygps
A Python-based Azure CLI assistant that provides natural language processing ca…
C 66 54 72 36 N/A 43 95 81
9710
Mineru98
A server that enables AI models to interact with MySQL databases through a Mode…
C 66 55 90 50 53 81 47
9711
uarlouski
AI-native Model Context Protocol (MCP) server for TestRail. Lets Claude, Cursor…
C 66 64 78 72 0 78 83 93
9712
anshulpatre
A production-ready server that connects LLMs and AI agents (Claude, ChatGPT) to…
C 66 54 72 43 N/A 16 95 95
9713
jaokuohsuan
Draw Things MCP Claim 1
An integration that allows Cursor AI to generate images through the Draw Things…
C 66 54 60 55 N/A 35 88 88
9714
Custodia-Admin
pagebolt Claim
Screenshots, PDFs, OG images, page inspection, and narrated video recording for…
C 66 64 90 81 0 52 83 90
9715
dbhavery
mcplex Claim 2
An MCP server that bridges local Ollama models and ChromaDB vector memory to MC…
C 66 54 57 40 N/A 48 94 93
9716
CheolMinBae
Enables users to search and query information from the 2025 Korean tax law amen…
C 66 55 80 53 16 81 85
9717
chadismoving
Enables deployment of MCP servers to Cloudflare Workers without authentication …
C 66 55 72 60 23 81 84
9718
saifeezibrahim
AWS MCP Server Claim
Enables AI assistants to execute AWS CLI commands and access AWS documentation,…
C 66 55 78 33 44 81 91
9719
emilioejus
Windows-MCP Claim 1
An MCP server designed for managing files and folders specifically on the Windo…
C 66 54 49 56 N/A 53 90 83
9720
AlexW00
A Model Context Protocol server that enables interaction with Helm charts on Ar…
C 66 55 53 100 50 81 41
9721
toolprint
mcp-graphql-forge Claim
MCP that can proxy any GraphQL API and expose graphql operations as mcp tools.
C 66 64 96 66 0 33 95 100
9722
banned104
Provides AI assistants with direct access to the complete Godot Engine document…
C 66 54 54 40 N/A 45 92 99
9723
launchthatbrand
mcp-graphql Claim 2
A Model Context Protocol server that enables LLMs to interact with GraphQL APIs…
C 66 55 53 58 49 81 89
9724
kshern
image-tools-mcp Claim 2
Image Tools MCP is a Model Context Protocol (MCP) service that retrieves image …
C 66 55 66 87 50 80 40
9725
steveswain14
This MCP server verifies that an agent’s claimed tool output matches the actual…
C 66 54 68 35 N/A 44 95 85
9726
PranavMishra28
Enables sending emails through Gmail using your Gmail credentials. Provides a s…
C 66 55 66 100 25 81 43
9727
zhengyun1008
Provides access to MySQL databases with fine-grained access control, supporting…
C 66 55 78 32 45 81 89
9728
rllvusgnzm98
mcp-server-chart Claim
C 66 54 78 26 N/A 45 95 84
9729
I-CAN-hack
pdf-mcp Claim 1
An MCP server for reading, rendering, and searching PDF files, specifically opt…
C 66 54 49 47 N/A 52 90 96
9730
pr0cf5
GhidraMCP Claim
Enables LLMs to autonomously reverse engineer applications by exposing Ghidra's…
C 66 54 66 33 N/A 40 95 91
9731
aadityasinghal7
A Model Context Protocol server that enables AI assistants to interact with Azu…
C 66 55 45 82 26 81 92
9732
JayDevelops
Pokemon MCP Server Claim
Enables users to access comprehensive Pokemon data through the PokeAPI, includi…
C 66 55 70 100 25 81 38
9733
Spectre006
An API server that enables interaction with IBM Maximo resources like Assets an…
C 66 55 72 38 34 81 98
9734
intounknown
MCP-Bocha Claim 1
A Model Context Protocol server that enables AI assistants to search the web us…
C 66 55 51 60 41 81 94
9735
lingki1
An MCP server that allows AI models to securely access and manage WeChat Cloud-…
C 66 55 57 73 24 76 93
9736
bStyler
Enables users to fetch transcripts and comments from public Loom video URLs. It…
C 66 55 60 57 27 81 100
9737
Sifu213
A server that retrieves NFT-related data on the Monad testnet, allowing users t…
C 66 54 54 66 N/A 27 90 87
9738
PixelML
Enables natural language control of Reachy Mini robots for tasks like head move…
C 66 54 72 28 N/A 30 95 97
9739
inventer-dev
Internet speed testing with network performance metrics including download/uplo…
C 66 55 66 33 68 82 88
9740
refself
Provides comprehensive access to Yahoo Finance data, including historical stock…
C 66 55 60 57 26 80 100
9741
PetrefiedThunder
mcp-census Claim 1
Provides access to the US Census Bureau API, allowing AI agents to retrieve dem…
C 66 55 54 63 32 82 93
9742
ridrisa
Odoo-MCP Claim 1
Enables interaction with Odoo ERP systems through XML-RPC, providing access to …
C 66 55 72 38 45 78 95
9743
DigiBugCat
Logpush MCP Claim
Enables reading and analyzing Cloudflare Workers logpush data stored in R2 buck…
C 66 55 66 52 27 80 99
9744
wangshunnn
bilibili MCP Server Claim 1
A Model Context Protocol server that allows AI assistants to retrieve user info…
C 66 55 53 100 48 81 40
9745
tb8412
Deterministic pre-execution safety certification for autonomous AI agents. Eval…
C 66 54 66 38 N/A 32 94 93
9746
Baronco
Converts SQL queries between different database dialects using the sqlglot libr…
C 66 55 60 60 25 82 98
9747
gaurigshankar
Weather MCP Server Claim
Enables AI assistants to access real-time US weather forecasts and alerts throu…
C 66 55 60 100 N/A 22 95 37
9748
delian-research
brain-mcp Claim 1
An MCP server for managing Obsidian-style note vaults, providing tools for full…
C 66 54 53 62 N/A 30 90 90
9749
archiephan78
A Model Context Protocol server that enables AI assistants to query Vietnam sto…
C 66 55 61 41 57 80 95
9750
ravinahp
Surf MCP Server Claim 2
Fetches tide information for any location using latitude and longitude, providi…
C 66 55 66 41 41 82 100
Showing 9701–9750 of 48148 servers
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