MCP Server Quality Scores

Independent quality analysis of 33745 public MCP servers

33745
Discovered
28871
Scored
2088
Verified
16951
Complete

Last updated 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12451
henishshah18
A secure server that enables interaction with Discord channels through JWT-auth…
C 61 55 60 43 16 81 99
12452
voxmenthe
Enables intelligent code analysis and search across repositories using the Code…
C 61 54 60 27 N/A 47 84 87
12453
freesolo-co
Clado MCP Server Claim
Enables LinkedIn data operations including user search, profile enrichment, con…
C 61 55 54 65 43 81 58
12454
VinayakTiwari1103
MCP-Smallest.ai Claim 1
A Model Context Protocol server implementation that provides a standardized int…
C 61 55 51 68 22 81 76
12455
kukapay
dune-analytics-mcp Claim 1
A mcp server that bridges Dune Analytics data to AI agents.
C 61 55 51 42 43 80 91
12456
fahim-ux
Travel MCP Server Claim 2
A Model Context Protocol server that enables flight searching, booking, and pay…
C 61 54 45 57 N/A 27 82 89
12457
dev-prajwal
An MCP server that automates code reviews through linting, testing, and git dif…
C 61 55 51 82 N/A 33 95 34
12458
KronosWasTaken
Enables secure integration between GitHub and Jira with permission controls, al…
C 61 55 72 82 21 81 31
12459
ajragusa
perfsonar-mcp Claim 2
An MCP server for perfSONAR that enables querying historical network measuremen…
C 61 55 71 33 30 80 87
12460
gooapps
Integrates GitIngest to generate context files from public and private GitHub r…
C 61 55 48 57 25 81 88
12461
HyperbolicLabs
Enables interaction with Hyperbolic's GPU cloud, allowing users to view availab…
C 61 64 74 71 0 50 87 85
12462
iRahulPandey
A natural language interface for MLflow that allows users to query and manage t…
C 61 55 62 36 22 81 100
12463
BIFROTEK-com
Docker-deployable server that enables interaction with Supabase databases via H…
C 61 64 90 46 0 52 95 81
12464
PaulGG-Code
Streamline ethical security testing with a curated set of Kali-based reconnaiss…
C 61 54 68 38 N/A 19 95 74
12465
warpmetrics
Connects AI assistants to Warpmetrics telemetry data to monitor AI agent perfor…
C 61 64 84 43 0 53 95 94
12466
MokshadaRaibagkar
A lightweight AI agent that fetches real-time weather alerts for any U.S. state…
C 61 54 60 26 N/A 21 95 100
12467
somacaru
Echo MCP Server Claim
A simple demonstration MCP server that provides an echo tool and resource for l…
C 61 54 54 41 N/A 25 88 93
12468
Omkar4141
Enables natural language expense management with SQLite storage, allowing users…
C 61 54 56 25 N/A 27 95 98
12469
ACSGenUI
Enables access to AEM block metadata by reading structured information from blo…
C 61 54 56 25 N/A 28 95 100
12470
mohamedaadhil96
Fetches real-time official documentation for LangChain, LlamaIndex, and OpenAI …
C 61 55 60 40 27 81 94
12471
violet4795
Provides AI coding agents with access to Figma design data through the Figma AP…
C 61 66 74 71 0 55 81 86
12472
ciJaein
ci-openapi-mcp Claim
C 61 55 54 66 N/A 27 81 71
12473
ilylty
JupyterMCP Claim
A Model Control Protocol (MCP) server that enables remote programmatic control …
C 61 55 66 38 16 81 93
12474
watamoo
Enables solving crossword puzzles by loading grid and clue files, registering c…
C 61 54 48 41 N/A 42 95 77
12475
catwhisperingninja
Discover crypto trading pairs across supported chains on DexScreener. Fetch up-…
C 61 66 78 70 0 49 80 90
12476
HarishGangula
A TypeScript implementation of a Model Context Protocol server and client that …
C 61 54 36 62 N/A 6 94 100
12477
piotrpalek
MCP Think Tool Claim 1
An MCP server implementation of Anthropic's Think Tool prompt engineering techn…
C 61 55 39 100 18 81 55
12478
highlight-ing
Extracts diffs from GitHub Pull Requests, allowing users to retrieve and analyz…
C 61 55 72 33 13 81 94
12479
yfcyfc123234
ShowDoc MCP Server Claim
Automatically fetches API documentation from ShowDoc and generates Android code…
C 61 55 72 38 24 81 83
12480
MalikElate
A Model Context Protocol server that enables AI assistants to extract transcrip…
C 61 54 39 53 N/A 20 95 94
12481
code-rabi
Provide access to the LittleSis API to track corporate power and accountability…
C 61 66 78 58 0 55 81 99
12482
thanharmstrong86
A multi-server system that converts PDF documents to Markdown format using Fast…
C 61 55 60 33 29 81 100
12483
jacklatrobe
A cognitive scaffolding platform that helps AI agents break down complex tasks …
C 61 55 72 30 19 83 94
12484
rioriost
AGE-MCP-Server Claim 1
An MCP server that provides natural language interaction with Apache AGE graph …
C 61 55 71 0 72 71 100
12485
anpy-j
MCP Oracle Server Claim 1
A Model Context Protocol server that enables Claude to access and interact with…
C 61 54 45 30 N/A 38 95 98
12486
nabossha
Provides Swiss weather forecast data, allowing users to search for Swiss locati…
C 61 55 66 82 46 80 21
12487
angrysky56
Project Synapse Claim 1
An MCP server that transforms text into knowledge graphs and autonomously gener…
C 61 55 61 30 40 81 95
12488
abuttoncc
A tool server that enables large language models to directly access and utilize…
C 61 54 60 33 N/A 42 95 75
12489
carlosedp
Redfish MCP Server Claim
Enables AI agents and LLMs to control and monitor Redfish-enabled hardware thro…
C 61 66 84 73 0 23 81 98
12490
S1R15H
Enables interaction with blog RSS/Atom feeds to list posts, fetch content, get …
C 61 55 66 33 19 81 99
12491
mamorett
GeoIP MCP Server Claim 1
An MCP server that provides IP geolocation services using MaxMind's GeoIP2 data…
C 61 55 51 82 45 81 42
12492
Sneezry
Provides traditional Chinese XiaoLiuRen divination analysis with accurate lunar…
C 61 55 72 95 22 81 16
12493
anvikasa
Enables interaction with Cisco network devices through the RADKit SDK, allowing…
C 61 55 54 35 45 81 93
12494
ofryma
Enables AI assistants to perform penetration testing and security assessments b…
C 61 55 72 31 40 69 90
12495
daiji-sshr
Stateless Redmine MCP server. Credentials are passed per-request via HTTP heade…
C 61 55 72 0 N/A 59 81 100
12496
judyfang0108
An MCP server for MySQL databases that enables schema exploration, query execut…
C 61 55 51 62 25 76 87
12497
unscene
Enables audio file analysis using Google's Gemini multimodal models with suppor…
C 61 55 62 40 29 81 86
12498
BrewMyTech
Grok MCP Server Claim
Enables interaction with the Grok AI through an MCP server, supporting chat com…
C 61 66 74 71 0 42 81 99
12499
wangtsiao
Access real-time trending content from the Chinese internet. Connect your AI mo…
C 61 54 45 55 N/A 25 95 78
12500
docker-hackerxbt68
Enables Bitcoin Lightning wallet integration with LLMs through Nostr Wallet Con…
C 61 66 72 68 0 53 81 93
Showing 12451–12500 of 33745 servers
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