MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13651
SandroSD
Enables users to retrieve current weather alerts for US states and detailed wea…
C 57 55 36 58 9 81 94
13652
shricodev
⚡ Chat MCP Client for Remote hosted MCP Servers (with Composio) and locally hos…
C 57 64 78 35 0 43 95 89
13653
shadowfax92
MCP Apple Calendars Claim 2
A Model Context Protocol server for AI models to access and manipulate Apple Ca…
C 57 55 39 82 N/A 23 95 33
13654
amarshikhar
Enables AI-powered vendor risk assessment using AWS Titan, allowing users to ev…
C 57 55 48 33 21 81 98
13655
Eliovp-BV
An interactive tool that enables users to benchmark vLLM endpoints through MCP,…
C 57 55 72 32 21 80 70
13656
intecrel
Enables AI assistants to monitor and interact with industrial systems, providin…
C 57 66 84 41 0 30 81 100
13657
ZatesloFL
Aiven MCP Server Claim
Enables interaction with Aiven cloud services including PostgreSQL, Kafka, Clic…
C 57 55 62 30 42 81 70
13658
Facets-cloud
Enables creation and management of Terraform modules for Facets.cloud infrastru…
C 57 66 86 41 0 46 76 91
13659
Anwesh43
A template for creating and deploying Model Context Protocol servers on the Api…
C 57 55 48 32 24 81 100
13660
xbsheng
Time MCP Claim
A time processing tool for the Model Context Protocol that provides features fo…
C 57 55 42 35 45 84 83
13661
cfoong1
An educational MCP server example built with FastMCP that demonstrates how to e…
C 57 54 48 22 N/A 24 95 95
13662
JackKuo666
Provides tools for accessing the Semantic Scholar API to search papers, retriev…
C 57 55 64 21 19 81 94
13663
joheiss
An HTTP-based Model Context Protocol server that provides tools and resources f…
C 57 55 74 0 35 78 99
13664
kukapay
liquidity-pools-mcp Claim 1
An MCP server that tracks and analyzes DEX liquidity pools to power intelligent…
C 57 55 49 32 38 81 83
13665
kimbo128
drain-mcp Claim
Pay for AI inference with USDC micropayments on Polygon. No API keys needed.
C 57 66 90 46 0 45 64 98
13666
demixid
An MCP server that indexes local Python projects into a SQLite database to enab…
C 57 54 39 25 N/A 25 95 100
13667
DaniloBlancoMotta
Enables intelligent search through FastMCP documentation using TF-IDF indexing,…
C 57 54 42 25 N/A 29 89 100
13668
ScrapeGraphAI
Enable language models to perform advanced AI-powered web scraping with enterpr…
C 57 66 86 41 0 57 73 90
13669
chatmcp
mcp-server-collector Claim 2
A MCP Server used to collect MCP Servers over the internet.
C 57 66 75 68 0 19 81 90
13670
Samge0
A server that provides QQ Music search functionality through the Modular Contro…
C 57 55 60 22 21 82 94
13671
huitmj
A basic Model Context Protocol server that provides static information and fact…
C 57 55 56 22 16 84 100
13672
amuralik-gh
Weather MCP Server Claim
Enables users to get weather forecasts and alerts for any US city and state thr…
C 57 55 46 31 27 83 100
13673
dganesh5
An industry benchmarking tool that enables users to compare company metrics lik…
C 57 55 60 25 24 82 91
13674
vandreus
UniFi MCP Server Claim
Enables comprehensive management of UniFi network infrastructure through the Un…
C 57 66 60 70 0 27 81 100
13675
sinanefeozler
reddit-summarizer-mcp Claim 1
MCP server for summarizing users's Reddit homepage or any subreddit based on po…
C 57 55 45 37 43 76 88
13676
remyguercio
tailscale-mcp-echo Claim
An identity-aware MCP server that runs inside a Tailscale tailnet, using Tailsc…
C 57 54 54 32 44 94 58
13677
teilomillet
jiki Claim
C 57 64 72 28 0 54 95 98
13678
sach999
A Model Context Protocol server that integrates with Cursor IDE to provide real…
C 57 54 39 60 N/A 21 92 68
13679
Klavis-AI
strata Claim 1
MCP server for progressive tool usage at any scale (see https://klavis.ai)
C 57 66 69 37 0 82 76 91
13680
junmer
LottieFiles Server Claim
Search and retrieve Lottie animations effortlessly. Access detailed information…
C 57 66 78 52 0 40 81 92
13681
EEGRCENEM
A proof-of-concept MCP server that allows LLM agents to query live flight booki…
C 57 54 48 22 N/A 22 95 98
13682
leonardo-amaral-3
A RAG-based MCP server for natural language querying of Brazilian healthcare ma…
C 57 54 48 28 N/A 27 90 92
13683
jakenuts
A CLI command execution server that enables running shell commands with structu…
C 57 64 78 50 0 23 95 92
13684
bj11077
mcp-exam Claim
C 56 54 30 45 N/A 7 95 100
13685
Shawyeok
mcp-dingding-bot Claim 1
MCP Server for send text/markdown message via dingding (aka dingtalk) group cus…
C 56 66 57 65 0 48 81 92
13686
a-kaibu
Provides access to developer roadmap content from roadmap.sh, allowing users to…
C 56 66 62 56 0 36 81 100
13687
durgeshmca
A multi-tool AI assistant system that uses Model Context Protocol to connect la…
C 56 55 50 25 21 84 100
13688
sourabharsh
A Model Context Protocol server implementation designed to run on Cloudflare Wo…
C 56 55 39 57 26 80 77
13689
x402-index
x402search-mcp Claim
Search 14,000+ x402-enabled HTTP APIs by keyword. Agents pay $0.01 USDC per sea…
C 56 64 72 63 0 32 75 92
13690
trustgraph-ai
Enables web searching through DuckDuckGo and fetching content from webpages. Pr…
C 56 55 42 33 24 81 100
13691
zeta-chain
zeta-chain-cli Claim
Create friendly, customizable greetings for any name or audience. Break the ice…
C 56 66 84 56 0 52 80 60
13692
carsonlabs
Classify raw text into structured triage objects with intent, urgency, category…
C 56 55 72 0 27 81 95
13693
lazy-importer
DIE MCP Server Claim 1
An MCP server that enables AI agents to analyze executable files using Detect I…
C 56 55 53 31 40 76 82
13694
Jackie-shi
Looking-Glass-MCP Claim 1
A Model Context Protocol server that provides network probing capabilities thro…
C 56 55 51 28 23 81 94
13695
pinzonjulian
An MCP server that provides access to up-to-date Stimulus JS documentation dire…
C 56 55 45 27 26 80 100
13696
arjuntheprogrammer
Enables creating Google Calendar meeting invites with automated authentication …
C 56 55 62 22 21 81 86
13697
kelseyee
Calculator MCP Claim
A numerical calculator based on Model Context Protocol (MCP) that provides simp…
C 56 54 42 30 N/A 20 95 88
13698
purmemo-ai
purmemo Claim
AI memory across Claude, ChatGPT, Gemini, and Cursor. Save, search, and recall …
C 56 66 96 10 0 68 80 90
13699
kkarra111
An MCP server that enables Microsoft Copilot Studio to fetch and deliver variou…
C 56 55 45 17 44 81 100
13700
timecamp-org
A Model Context Protocol server that provides time tracking integration with Ti…
C 56 66 57 72 0 32 81 93
Showing 13651–13700 of 67226 servers
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