MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12001
Nikhil-Kandekar
Enables automated GitHub login through browser automation using Playwright. Pro…
C 62 54 54 36 N/A 26 95 97
12002
hokupod
Translates Japanese text into English using the Textra API service, enabling LL…
C 62 55 54 36 39 81 100
12003
prithvi-seri
Enables secure file management operations within a documents folder, including …
C 62 54 60 35 N/A 16 95 99
12004
achsaf6
mcp-quickstart Claim
quickstart for mcp deployment
C 62 55 48 100 N/A 32 83 37
12005
wowyuarm
An MCP server that provides multiple file conversion tools for AI agents, suppo…
C 62 55 59 33 49 76 96
12006
donghunee
Basic MCP Server Claim
A minimal demonstration MCP server showcasing basic tools, resources, and promp…
C 62 55 66 50 26 81 81
12007
Sinan-Abbas07
A Model Context Protocol server that delivers jokes on demand, allowing users t…
C 62 55 33 55 46 82 100
12008
droidnext
A server that provides organized documentation content for various applications…
C 62 55 48 52 36 81 91
12009
jlgrimes
A Model Context Protocol server that allows Claude to search and display Pokemo…
C 62 55 53 100 27 80 37
12010
Randark-JMT
Enables SSL/TLS certificate search and analysis using crt.sh data, supporting d…
C 62 55 54 61 24 81 81
12011
akhilthomas236
A Model Context Protocol server that integrates with Atlassian's Jira and Confl…
C 62 55 63 82 31 80 39
12012
degenpilot404
Enables LLMs to query tokenized attention scores and credibility metrics for X/…
C 62 55 60 61 20 81 80
12013
rymurr
Signal MCP Claim
An MCP integration for signal-cli that allows AI agents to send and receive Sig…
C 62 54 60 33 N/A 29 88 98
12014
mailmodo
Mailmodo Claim
Mailmodo
C 62 66 66 72 0 62 81 97
12015
cremich
Allows AI assistants to access prompts from promptz.dev API without copy-pastin…
C 62 66 86 66 0 47 78 94
12016
guangliangyang
Enables AI-driven job application automation for LinkedIn and SEEK platforms wi…
C 62 54 66 33 N/A 19 95 88
12017
HasnainAli47
TOON MCP Server Claim 1
Converts JSON data and system prompts to and from TOON (Token-Oriented Object N…
C 62 55 62 36 40 84 85
12018
BACH-AI-Tools
An MCP server for accessing the Twitter/X Api45 API, allowing users to retrieve…
C 62 55 41 100 45 81 38
12019
DigiBugCat
FMP MCP Server Claim
Provides financial data from Financial Modeling Prep for AI-assisted investment…
C 62 55 60 41 33 82 90
12020
minitim222
Enables Claude to directly access Google Drive files and analyze High Performan…
C 62 54 64 37 N/A 19 90 91
12021
mindfullabai
Integrates the YearAtAGlance calendar with AI assistants, enabling natural lang…
C 62 66 90 62 0 31 81 100
12022
errajibadr
TwilioManager MCP Claim
A server that connects Claude AI to Twilio through the Model Context Protocol, …
C 62 55 66 41 25 76 93
12023
Richard-Zhangxj
Enables interaction with SAP systems through RESTful APIs via MCP protocol. Sup…
C 62 55 78 43 16 81 81
12024
Red5d
Memos MCP Server Claim
Enables AI assistants to interact with Memos instances for knowledge management…
C 62 55 62 36 39 81 89
12025
kaiyuanzhuadmin
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 62 55 48 68 21 81 83
12026
cemremengu
Weather MCP Server Claim
Provides weather information tools based on the National Weather Service APIs t…
C 62 55 68 30 27 82 100
12027
brave
brave Claim
Visit https://brave.com/search/api/ for a free API key. Search the web, local b…
C 62 66 78 70 0 78 69 87
12028
CharlieFng
A simplified MCP server that provides a streamlined way to interact with AWS Cl…
C 62 55 54 47 23 81 98
12029
johnohhh1
Integrates the Exploit-DB database with AI assistants to enable searching for e…
C 62 54 60 38 N/A 22 90 95
12030
hkonda015
MCP Data Server Claim
Indexes local files (PDF, TXT, CSV, Markdown) with embeddings for semantic sear…
C 62 54 54 37 N/A 18 95 98
12031
Agencia-Tecnologica-Multiverse-Limitada
UX Laws MCP Claim 1
An MCP server for auditing and analyzing user interfaces across 20 platforms ba…
C 62 55 57 83 42 81 37
12032
nipunbatra
VayuChat MCP Claim
A FastMCP server for natural language data analysis that allows users to load C…
C 62 54 72 31 N/A 30 82 90
12033
freibergergarcia
Provides instant access to WordPress.org documentation, WordPress VIP guides, a…
C 62 66 96 52 0 43 81 95
12034
zebbern
Zebbern Kali MCP Claim 2
A Docker-based MCP server that grants AI agents direct access to a comprehensiv…
C 62 54 67 40 N/A 30 76 89
12035
nexus-aissam
MCP Start App Claim 1
A comprehensive local file management and system operations server that provide…
C 62 54 66 36 N/A 20 90 91
12036
mobilehackinglab
A server that exposes the Jadx decompiler API over HTTP, enabling Claude to int…
C 62 55 60 30 46 80 94
12037
anandkumarpatel
A serverless Model Context Protocol implementation on Cloudflare Workers that e…
C 62 55 48 65 22 81 86
12038
kkamalvanshi
Enables analysis of prospective tenant inquiries and market rent comparisons th…
C 62 54 60 31 N/A 27 95 95
12039
GitramaLLC
Gitrama MCP Server Claim
Provides 15 MCP tools for AI-powered Git intelligence, enabling commit messages…
C 62 55 72 10 55 81 97
12040
lobstercare
A server that allows AI models to control and interact with aircraft in the Geo…
C 62 54 60 26 N/A 28 95 97
12041
riza-io
riza-mcp Claim 2
An MCP server that wraps the Riza Code Interpreter API and presents endpoints a…
C 62 55 53 62 13 81 93
12042
clicks-protocol
mcp-server Claim
Autonomous USDC yield for AI agents on Base. 9 tools: register agents, split pa…
C 62 55 96 0 54 61 100
12043
bestK
A remote MCP server implementation for Cloudflare that uses server-sent events …
C 62 55 54 63 28 81 77
12044
mhzarem
OneNote MCP Server Claim
Enables Claude to read and write to local Microsoft OneNote notebooks by parsin…
C 62 54 60 30 N/A 29 87 100
12045
reuvenaor
MCP server for Shadcn UI, enabling automated, remote, or containerized project …
C 62 64 69 65 0 46 95 100
12046
muhenan
Enables automated interaction with Xiaohongshu (Little Red Book) social media p…
C 62 54 62 43 N/A 23 90 85
12047
mattjegan
swarmia-mcp Claim
Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for qui…
C 62 66 90 68 0 37 81 91
12048
maxim-saplin
Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`
C 62 54 60 22 N/A 42 95 91
12049
evilpixi
An MCP server with comprehensive CI/CD workflows including unit tests, integrat…
C 62 55 69 26 29 81 99
12050
derekrbreese
AI-powered Yahoo Fantasy Football assistant for lineup optimization, draft stra…
C 62 64 88 43 0 62 90 91
Showing 12001–12050 of 67226 servers
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