MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15451
AI-Archive-io
AI-Archive MCP Server Claim 1
Enables AI agents to interact with the AI-Archive platform for research paper d…
F 30 55 94 72 86 76 97
15452
eliavamar
MCP of MCPs Claim 1
A meta-server that aggregates multiple MCP servers into a single interface, red…
F 30 54 84 38 N/A 51 89 90
15453
gunnargrosch
doom-mcp Claim 1
Play DOOM via MCP - works with Claude Code, Cursor, and any MCP client
F 30 54 90 56 N/A 76 88 91
15454
keiver
Full-resolution vision for LLMs. Tiles large images and captures web pages via …
F 30 54 90 58 N/A 84 88 81
15455
lastmile-ai
mcp-agent Claim 1
Build effective agents using Model Context Protocol and simple workflow patterns
F 30 66 96 100 94 89 76 97
15456
kazuph
@kazuph/mcp-github-pera1 Claim 1 2
A Model Context Protocol server that connects GitHub code to Claude.ai. This se…
F 30 55 57 62 69 80 91
15457
toby
mirror-mcp Claim 1 2
A Model Context Protocol (MCP) server that provides a reflect tool, enabling LL…
F 30 55 92 100 52 90 43
15458
kevinwatt
YouTube MCP Server Claim 1 2
Connects 'yt-dlp' with LLMs via the Model Context Protocol, allowing users to d…
F 30 54 90 41 N/A 79 90 91
15459
Anudeep-CodeSpace
Educhain MCP Server Claim 1 2
An MCP server that utilizes Google Gemini and the educhain library to generate …
F 30 54 57 52 N/A 21 90 100
15460
2black0
Provides advanced iTerm2 terminal automation using Python API integration, enab…
F 30 54 78 53 N/A 38 80 97
15461
zachmelin
Questrade MCP Server Claim 1 2
An unofficial MCP server that integrates with the Questrade API to provide acce…
F 30 55 94 70 54 78 100
15462
ZebraRoy
read-docs-mcp Claim 1 2
A Model Context Protocol server that enables AI agents to access, search, and u…
F 30 55 53 57 48 76 96
15463
funkytownk
Analyze Gold IRA sales call transcripts to surface key insights, objections, an…
F 30 54 60 62 N/A 17 88 91
15464
cr2007
Wordle MCP (Python) Claim 1
Fetches Wordle solutions from the Wordle API for dates ranging from May 19, 202…
F 30 55 66 20 33 80 91
15465
palolxx
Provides advanced AI reasoning and strategic thinking capabilities using Pollin…
F 30 55 94 58 21 78 95
15466
StepByStep-1
Windows-MCP Claim 1
Enables AI agents to interact with Windows operating systems through native UI …
F 30 54 54 52 N/A 45 84 99
15467
leon30083
Trae-OpenSpec MCP Claim 1 3
An MCP server for Trae AI that enables automated creation and management of Ope…
F 30 54 65 55 N/A 29 87 77
15468
tryterra
Enables LLMs to configure the TerraAPI dashboard by managing health and fitness…
F 30 55 68 32 39 77 91
15469
Abrak98
Obsidian MCP Claim 1
Enables AI agents to manage Obsidian vaults through full CRUD operations, wikil…
F 30 54 72 33 N/A 48 92 91
15470
mzxrai
mcp-openai Claim 1 3
Chat with OpenAI's smartest models
F 30 55 86 57 63 80 96
15471
nmontoro44
Enables Claude to collect and search for product feedback directly from Slack w…
F 30 55 78 56 27 82 93
15472
dvcrn
MCP for calling Siri Shorcuts from LLMs
F 30 54 86 60 N/A 70 82 97
15473
ujjalcal
Neo4j MCP Server Claim 1 3
An MCP server that enables graph database interactions with Neo4j, allowing use…
F 30 55 57 61 18 71 91
15474
guimatheus92
mcp-video-analyzer Claim 1 2
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
F 30 55 69 61 N/A 77 80 93
15475
TeglonLabs
Enables interaction with a tool for generating true random coin flips via rando…
F 30 55 84 100 26 82 55
15476
yairbarak22
Stevia Store MCP Server Claim 1 3
Enables managing an organic stevia products e-commerce store through natural la…
F 30 55 60 30 42 74 49
15477
tuesdays-dev
A minimal Model Context Protocol server that provides a safety guardrail tool t…
F 30 54 48 22 N/A 18 87 89
15478
aldegad
mcp-arena Claim 1
A robot battle prototype that enables users to design, validate, and simulate A…
F 30 55 88 60 38 80 93
15479
Rev4nchist
A hybrid Python and Node.js MCP server that integrates Playwright browser autom…
F 30 55 76 41 30 80 90
15480
NorthSeacoder
Enables AI-powered frontend code review and unit test generation for Phabricato…
F 30 55 78 33 28 82 66
15481
steveclarke
MCP Printer Server Claim 1
Enables AI assistants to print documents, manage print queues, and control prin…
F 30 54 90 58 N/A 82 90 95
15482
FradSer
An intelligent MCP server that automatically generates Conventional Commits sty…
F 30 55 72 35 41 76 78
15483
goldensansapple
Enables AI models to interactively prompt users for input or clarification dire…
F 30 55 48 68 45 80 97
15484
takuya0206
Obsidian MCP Claim 1 2
A Model Context Protocol server that enables AI assistants to read, write, and …
F 30 54 57 72 N/A 46 89 87
15485
Stig-Johnny
Enables interaction with Slack channels including checking Xcode Cloud build st…
F 30 55 94 61 59 80 93
15486
steevenmentech
MCP SQL Server Claim 1 2
Enables interaction with Microsoft SQL Server databases using both SQL Server a…
F 30 55 90 58 44 76 92
15487
presidio-oss
Factifai MCP Server Claim 1
Integrates Factifai testing capabilities with MCP-compatible AI tools, enabling…
F 30 55 80 60 64 78 94
15488
Eldimire
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 30 54 66 70 N/A 32 90 67
15489
asingh49-cmd
Enables Claude Desktop to interact with Snowflake databases through natural-lan…
F 30 54 58 22 N/A 21 84 96
15490
kilgorjn
Enables AI assistants to control a Minecraft bot through natural language comma…
F 30 54 66 58 N/A 28 84 88
15491
ag2-mcp-servers
This MCP server provides access to the KumpeApps API, enabling users to interac…
F 30 55 60 45 21 76 82
15492
emmy-design
Webasyst MCP Server Claim 1 2
Enables AI-assisted development for Webasyst framework projects, including crea…
F 30 54 84 26 N/A 52 80 80
15493
awkoy
replicate-flux-mcp Claim 1
Provides the ability to generate images via Replicate's API.
F 30 55 72 63 69 82 35
15494
k984530
Generates beautiful App Store and Play Store screenshots by inserting app image…
F 30 55 90 65 32 80 97
15495
Radar105
OBSBOT Camera MCP Server Claim 1 2
Enables PTZ camera control with gimbal positioning, snapshots, and AI visual an…
F 30 54 84 62 N/A 42 84 96
15496
chohi22
A Python Flask-based Model Context Protocol server that provides basic tools in…
F 30 55 72 33 19 80 100
15497
annyzhou
notion-mcp Claim 1
Provides comprehensive tools to interact with the Notion API, including managin…
F 30 55 72 35 45 74 85
15498
moonlabsai
A server implementing the Model Context Protocol that enables users to retrieve…
F 30 55 60 25 15 80 90
15499
andreasHornqvist
A template for creating and connecting custom tools to Cursor IDE using Model C…
F 30 55 78 91 45 76 52
15500
minhoyooDEV
Confluence MCP Server Claim 1 2
A Model Context Protocol server for accessing Confluence API using Personal Acc…
F 30 55 53 71 23 76 87
Showing 15451–15500 of 57580 servers
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