MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25250
Scored
1416
Verified
16957
Complete

Last updated 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6651
5ajaki
Safe MCP Server Claim 2
An MCP server that enables interaction with Safe (formerly Gnosis Safe) smart c…
B 71 55 81 58 39 82 89
6652
turambar928
An automated system that processes raw text through a three-stage pipeline to a…
B 71 55 92 57 33 78 82
6653
netalees
Enables autonomous agents to discover and bid on unused LLM token quota through…
B 71 55 80 46 43 83 97
6654
tenzir
Tenzir MCP Server Claim
Enables AI assistants to interact with security data pipelines and map data to …
B 71 54 54 47 N/A 74 95 92
6655
kentaroajisaka
labor-law-mcp Claim
Provides access to Japanese labor and social insurance laws and administrative …
B 71 54 60 65 55 94 77
6656
patch-ridermg48
Provides advanced cryptocurrency and stock market analysis using TradingView da…
B 71 55 54 82 49 81 87
6657
eclipsevr-live
A comprehensive Twitch MCP (Model Context Protocol) server providing chat moder…
B 71 55 70 73 22 81 97
6658
erkamkavak
Enables creation, validation, rendering, and optimization of SVG images with co…
B 71 55 78 62 35 76 94
6659
fvanevski
Enables web scraping and content extraction from URLs using the Trafilatura lib…
B 71 55 74 63 37 81 94
6660
dsouza-anush
Enables interaction with Zendesk Support for managing tickets, comments, and fi…
B 71 55 86 62 22 78 95
6661
puran-water
Provides AI agents with physics-based corrosion engineering calculations, from …
B 71 54 90 31 N/A 47 92 89
6662
reflex-dev
MCP Docs Server Claim 1
Makes local markdown documentation files automatically available to AI assistan…
B 71 54 78 37 N/A 44 92 100
6663
hply
Enables AI assistants to deploy and manage static websites directly on EdgeOne …
B 71 55 88 58 24 82 91
6664
OpenTorah-ai
Enables Large Language Models to retrieve Jewish texts and commentaries from th…
B 71 55 78 53 34 82 98
6665
lasaths
Provides access to 1,000+ Phosphor Icons with 6 weight styles, enabling icon se…
B 71 55 80 61 35 80 91
6666
fredriksknese
Provides AI assistants with unified access to on-prem Active Directory via LDAP…
B 71 55 76 62 38 78 92
6667
git-scarrow
Oracle MCP Server Claim
Provides flexible access to Oracle databases for AI assistants like Claude, sup…
B 71 55 96 75 39 81 49
6668
mansurjisan
GFS-Wave (WAVEWATCH III) forecasts and NDBC buoy wave observations
B 71 54 80 32 N/A 54 92 95
6669
solclaimer
An MCP server that enables AI assistants to analyze Solana wallets for empty or…
B 71 55 63 57 56 80 98
6670
onebirdrocks
ebook-mcp Claim 1
A MCP server that supports mainstream eBook formats including EPUB, PDF and mor…
B 71 54 69 31 N/A 62 95 99
6671
jaipandya
MCP server for Product Hunt. Interact with trending posts, comments, collection…
B 71 54 57 73 N/A 31 92 98
6672
DemeoStep
Provides secure, read-only access to PostgreSQL databases for schema inspection…
B 71 55 78 61 23 81 100
6673
ongjin
K8s Doctor MCP Claim 1
AI-powered Kubernetes diagnostics that analyzes pod crashes, logs, and cluster …
B 71 55 66 61 49 82 96
6674
sfc-gh-tjia
Enables AI assistants to securely connect to Snowflake data warehouses and exec…
B 71 55 84 48 46 81 88
6675
ognis1205
A Model Context Protocol server that provides access to Unity Catalog Functions…
B 71 55 71 66 46 76 90
6676
Kavishankarks
A Model Context Protocol server that enables Claude Desktop to perform file ope…
B 71 55 69 91 N/A 42 95 44
6677
JoeyRubas
Celery MCP Claim
Enables interaction with Celery distributed task queues through MCP tools. Supp…
B 71 55 54 82 42 81 92
6678
shashwatgtm
icp-intelligence-mcp Claim 1
Deep ICP Analysis with Pattern Detection - 9 B2B targeting tools
B 71 54 90 47 N/A 29 92 84
6679
TheRaLabs
legion-mcp Claim 1
A server that helps people access and query data in databases using the Query R…
B 71 54 76 33 N/A 59 90 99
6680
dcSpark
MCP Crypto Wallet EVM Claim 1
Provides Claude with access to Ethereum and EVM-compatible blockchain operation…
B 71 55 78 91 47 71 57
6681
yunusj
Provides security assessment methodology, tool documentation, and step-by-step …
B 71 55 56 72 50 81 94
6682
datastrato
A FastMCP integration server that provides access to Apache Gravitino metadata …
B 71 55 68 60 44 81 100
6683
tim10002
Provides tools for listing and querying Azure resources directly from any MCP c…
B 71 55 72 82 19 80 89
6684
erinlkolp
Discord MCP Server Claim
Enables direct interaction with Discord servers to send messages, read channel …
B 71 55 72 72 27 80 95
6685
rajnaveen344
LSP Tools MCP Server Claim 2
A Model Context Protocol server that provides tools to find regex pattern posit…
B 71 54 65 57 N/A 40 95 92
6686
sgup
Enables searching and retrieving icons from The Noun Project API with advanced …
B 71 55 78 67 23 81 94
6687
nicholaswilde
Enables access to agent instruction files and prompts for AI development workfl…
B 71 55 66 51 68 81 93
6688
L3-N0X
Minecraft Wiki MCP Claim 1
Searches and queries the official minecraft wiki to answer any minecraft-relate…
B 71 55 75 57 N/A 32 87 96
6689
mcandiav
Qdrant MCP Server Claim
Enables storing and retrieving information using semantic search with Qdrant ve…
B 71 55 72 60 48 81 91
6690
nahmanmate
PostgreSQL MCP Server Claim 1
Facilitates management and optimization of PostgreSQL databases, offering analy…
B 71 55 78 100 47 81 34
6691
ajitpratap0
GoSQLX Claim
7 SQL tools (validate, format, parse, lint, security scan, metadata extraction,…
B 71 66 60 35 72 92 84 96
6692
vog01r
Enables managing Google Cloud Platform infrastructure through natural language,…
B 71 55 90 51 28 81 92
6693
andrewszk
AI agent payment security - spending limits, whitelists, and human approval.
B 71 54 72 67 N/A 32 83 94
6694
liuchongchong1995
Allows seamless integration of DeepSeek's language models with MCP-compatible a…
B 71 55 72 75 41 81 75
6695
packetracer
Enables comprehensive management of Palo Alto Networks firewalls through a modu…
B 71 55 78 68 26 81 89
6696
anselmwang
Automatically configures email notification functionality for Cline through SMT…
B 71 54 80 56 N/A 21 95 91
6697
r3xsean
bigread-mcp Claim
Calculates optimal chunk offsets for large files to bypass Claude Code's 50K ch…
B 71 54 66 52 N/A 50 92 95
6698
hancengiz
PDF Reader MCP Server Claim 1
Enables reading, searching, and metadata extraction from PDF files without load…
B 71 54 78 50 N/A 27 92 96
6699
lgariv
SSH MCP Server Claim
Enables SSH connectivity and remote command execution on servers, allowing user…
B 71 55 72 100 47 81 44
6700
gharshit
Enables AI assistants to safely interact with PostgreSQL databases through read…
B 71 55 72 52 47 81 100
Showing 6651–6700 of 33379 servers
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