MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29604
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8651
x51xxx
A TypeScript implementation of a Model Context Protocol server that provides ma…
C 68 55 60 58 37 81 100
8652
Xuanwo
mcp-server-opendal Claim 1
Access any storage with Apache OpenDAL™
C 68 55 68 33 64 80 100
8653
gts360
Django MCP Server Claim 1
An implementation of the Model Context Protocol for Django that enables AI agen…
C 68 55 72 60 59 81 62
8654
algolia
Algolia Claim
Algolia
C 68 55 74 42 52 81 92
8655
clsung
Taiwan Stock Agent Claim
Provides comprehensive Taiwan stock market data and analysis through MCP tools.…
C 68 55 78 36 40 81 98
8656
XGINKKK
Outlet das Cores CRM Claim 1
Integrates CRM data with AI agents to manage leads, track pipeline statistics, …
C 68 55 72 60 32 74 94
8657
BhavinPatel04
Weather MCP Server Claim
Provides access to National Weather Service (NWS) data, enabling users to retri…
C 68 55 68 100 42 81 37
8658
rftsngl
Track SpaceX’s latest and upcoming launches. Fetch company information to add c…
C 68 54 72 33 N/A 40 95 95
8659
lordbasilaiassistant-sudo
base-token-sniper Claim 1
MCP server to discover and trade new token launches on Base chain.
C 68 54 72 70 N/A 32 69 90
8660
misbahsy
Provides powerful video and audio editing capabilities through FFmpeg, enabling…
C 68 55 78 31 49 81 99
8661
hendrickcastro
Enables direct access to raw Markdown content from files or directories without…
C 68 55 84 53 44 81 67
8662
Tae4an
Analyzes security compliance documents (ISMS-P, NIST, CIS Benchmark) in PDF/TXT…
C 68 54 72 52 N/A 25 95 83
8663
autoexecbatman
A collection of Model Context Protocol servers providing advanced capabilities …
C 68 55 92 75 N/A 26 95 33
8664
behavioral-ds
MCP 101 Example Claim
A foundational implementation of a Model Context Protocol (MCP) server designed…
C 68 44 42 N/A N/A 34 95 98
8665
enessari
metabase-ai-assistant Claim 4
MCP Server for Metabase - 111 tools for SQL generation, dashboards & PostgreSQL
C 68 55 75 82 N/A 81 58 45
8666
Lillard01
Provides comprehensive Quarkdown document processing capabilities, enabling AI …
C 68 55 90 33 40 81 91
8667
Xiyueyy
ssh-mcp-server Claim 1
An MCP server that enables remote SSH command execution and bidirectional file …
C 68 55 51 68 45 76 100
8668 C 68 54 84 43 N/A 19 90 89
8669
sanatava
Enables interaction with the RCSB Protein Data Bank to search, analyze, and vis…
C 68 55 100 33 22 77 93
8670
ancoleman
Enables context-aware semantic search across codebases using Qdrant vector data…
C 68 55 78 33 46 82 99
8671
arjunkmrm
A minimal ChatGPT app demonstrating interactive greeting widgets with confetti …
C 68 55 66 61 26 81 99
8672
0xikarus
Enables management of Linear kanban boards, projects, and issues directly throu…
C 68 55 72 57 25 80 98
8673
chihebnabil
Provides comprehensive design principles and best practices to help LLMs genera…
C 68 55 72 45 38 82 100
8674
cdmx-in
goodday-mcp Claim
Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to se…
C 68 55 72 43 49 77 99
8675
psaboia
A TypeScript-based MCP server designed for experimentation and integration with…
C 68 55 86 82 N/A 25 95 33
8676
404-error-notfound
MySQL MCP Server Claim
Enables comprehensive MySQL database operations including cross-database querie…
C 68 55 90 48 26 81 84
8677
jasnonaz
A Model Context Protocol for creating detailed fictional worlds with Claude, fe…
C 68 55 78 91 30 80 42
8678
asattelmaier
GNOME UI MCP Claim
GNOME Wayland desktop automation via AT-SPI discovery and Mutter input.
C 68 54 78 22 N/A 65 90 89
8679
strzhao
Enables downloading videos from platforms like YouTube and converting them to t…
C 68 54 60 61 N/A 32 87 96
8680
rrmistry
tilt-mcp Claim 1
A Model Context Protocol server that integrates with Tilt to provide programmat…
C 68 54 57 36 N/A 76 90 90
8681
aws-samples
Sample S3 MCP Server Claim 1
Enables interaction with AWS S3 buckets to list buckets and objects, retrieve f…
C 68 55 84 41 48 80 84
8682
agenthotspot
Enables AI agents to search and discover over 6,000 curated MCP connectors from…
C 68 55 64 43 54 82 98
8683
jaksm
Enables AI-powered semantic search through Expo SDK documentation across multip…
C 68 66 100 77 0 52 82 96
8684
N-Erickson
AetherLink SDR MCP Claim
Enables control of Software Defined Radios and decoding of radio protocols thro…
C 68 55 84 74 N/A 34 95 36
8685
drsullivan13
An MCP server with integrated ATXP micropayment functionality that requires USD…
C 68 55 59 71 21 81 100
8686
m4tyn0
A Model Context Protocol server that provides secure, read-only access to time-…
C 68 55 71 63 15 81 100
8687
chenchen0611
MCP Python Demo Claim
An MCP-based project that integrates Zhipu AI and Tencent Map APIs to provide w…
C 68 55 78 68 18 81 80
8688
markbustamante77
Playwright MCP Claim 2
A Model Context Protocol server that provides browser automation capabilities u…
C 68 55 57 100 39 81 55
8689
preshlele
Enables automated customer reminder management by connecting to Google Sheets t…
C 68 55 78 51 20 81 100
8690
LunarPerovskite
docalyze Claim 1
Read and analyze local documents (PDF, Excel, CSV, Word, PowerPoint, images). N…
C 68 54 72 38 N/A 48 90 88
8691
lolbyte-code
Enables interaction with League of Legends game data through the Riot Games API…
C 68 55 72 100 23 81 45
8692
giovannicocco
An MCP server that generates AI agent tools from Postman collections and reques…
C 68 55 69 57 40 81 86
8693
teelaitila
Enables iterative deep research by integrating AI agents with search engines, w…
C 68 55 54 61 54 81 89
8694
weidongxu-microsoft
A Model Context Protocol server that provides Azure Java SDK documentation to A…
C 68 55 63 58 43 80 91
8695
Nicolasvegam
Boma MCP Claim 1
An MCP server designed to manage meeting room reservations on the Boma platform…
C 68 55 63 60 35 76 100
8696
jlcases
PAELLADOC Claim 2
A Model Context Protocol (MCP) server that implements AI-First Development fram…
C 68 55 80 31 64 80 85
8697
abhinavmathur-atlan
Enables comprehensive travel planning by integrating Google Travel Services and…
C 68 55 84 43 38 81 85
8698
mcp-auth
python Claim
🔐 Plug-and-play auth for Python MCP servers.
C 68 64 80 72 0 68 95 98
8699
tatn
This server provides a tool to generate unified diffs between two text strings,…
C 68 55 78 83 38 81 47
8700
sophia-labs
Mnemosyne MCP Claim
Enables AI coding agents to query, create, and manage Mnemosyne knowledge graph…
C 68 55 90 35 37 81 89
Showing 8651–8700 of 47923 servers
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