MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 4 hours, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 16151 |
Upload files to file.kiwi and get shareable links instantly.
|
F 25 5⁄4 | ||||||||
| 16152 |
Enables Claude to search for available meeting rooms, check reservation status,…
|
F 25 5⁄4 | ||||||||
| 16153 |
Enables vulnerability scanning of web applications using the xray security scan…
|
F 25 5⁄5 | ||||||||
| 16154 |
Enables the creation of interactive schedule visualizations on rhylthyme.com fe…
|
F 25 6⁄6 | ||||||||
| 16155 |
An MCP server for Apify's open-source RAG Web Browser Actor to perform web sear…
|
F 25 5⁄5 | ||||||||
| 16156 |
Give your AI agents persistent memory.
|
F 25 5⁄4 | ||||||||
| 16157 |
MCP server for LinkedIn Campaign Manager — campaigns, creatives, and analytics
|
F 25 5⁄4 | ||||||||
| 16158 |
A Python-based MCP server that dynamically fetches plugin definitions from Supe…
|
F 25 5⁄5 | ||||||||
| 16159 |
Bridge local MCP clients to browser WebMCP tools through Playwright, using nati…
|
F 25 5⁄5 | ||||||||
| 16160 |
A MCP server for MobSF which can be used for static and dynamic analysis of And…
|
F 25 5⁄4 | ||||||||
| 16161 |
Marketplace where agents are customers
|
F 25 6⁄6 | ||||||||
| 16162 |
Enables AI agents to programmatically access Google NotebookLM through browser …
|
F 25 5⁄5 | ||||||||
| 16163 |
MCP server for working with Blender
|
F 25 5⁄4 | ||||||||
| 16164 |
Converts PlantUML snippets into shareable diagrams with support for capability …
|
F 25 5⁄5 | ||||||||
| 16165 |
Enables users to create and interact with hand-drawn sketches and architecture …
|
F 25 6⁄6 | ||||||||
| 16166 |
Enables AI to remotely control macOS systems via VNC with full desktop capabili…
|
F 25 5⁄5 | ||||||||
| 16167 |
Enables AI image generation through Ketchup AI with automatic prompt optimizati…
|
F 25 5⁄5 | ||||||||
| 16168 |
An AI-powered automation tool development platform that provides modular archit…
|
F 25 5⁄5 | ||||||||
| 16169 |
Primarily to be used as a template repository for developing MCP servers with F…
|
F 25 6⁄6 | ||||||||
| 16170 |
AI agents hallucinate package names. need gives them a verified index of 10,000…
|
F 25 6⁄6 | ||||||||
| 16171 |
Enables interaction with Discord using personal user tokens instead of bot appl…
|
F 25 5⁄4 | ||||||||
| 16172 |
An MCP server that enables AI assistants to create, update, and publish Datawra…
|
F 25 5⁄4 | ||||||||
| 16173 |
Unofficial MCP server for Siigo Colombian electronic invoicing software that en…
|
F 25 5⁄5 | ||||||||
| 16174 |
A suite of MCP servers that allow LLMs to interact with blockchains through Met…
|
F 25 5⁄5 | ||||||||
| 16175 |
A utility tool that analyzes Next.js application routes and provides detailed i…
|
F 25 5⁄4 | ||||||||
| 16176 |
Enables AI assistants to interact with Alibaba Cloud Yunxiao platform for manag…
|
F 25 5⁄5 | ||||||||
| 16177 |
Multiple text-type recognition, handwriting recognition, and high-precision par…
|
F 25 5⁄5 | ||||||||
| 16178 |
Enables comprehensive interaction with Slack workspaces, allowing users to mana…
|
F 25 5⁄5 | ||||||||
| 16179 |
An MCP server that enables LLMs to generate high-quality SVG charts using matpl…
|
F 25 5⁄5 | ||||||||
| 16180 |
The MCP server provides an interface to the Datadog API, enabling seamless mana…
|
F 25 5⁄5 | ||||||||
| 16181 |
Control monitor brightness, contrast, power and input via DDC/CI with MCP and M…
|
F 25 5⁄4 | ||||||||
| 16182 |
MemOS (Memory Operating System) is a memory management operating system designe…
|
F 25 5⁄4 | ||||||||
| 16183 |
The first financial intelligence MCP server. Live AI-scored trading signals fro…
|
F 25 6⁄6 | ||||||||
| 16184 |
Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered …
|
F 25 5⁄4 | ||||||||
| 16185 |
MCP server that allocates Google Colab GPU runtimes (T4/L4) and executes Python…
|
F 25 5⁄4 | ||||||||
| 16186 |
List datasets, schemas, run APL queries, and use prompts for exploration, anoma…
|
F 25 6⁄6 | ||||||||
| 16187 |
Shared knowledge graph for AI coding agents. Search, create, and link verified …
|
F 25 5⁄5 | ||||||||
| 16188 |
A deliberately vulnerable MCP server that allows clients to interact with a dat…
|
F 25 5⁄4 | ||||||||
| 16189 |
Trust layer for AI agents: identity, guard, redact, escrow, and x402 payments.
|
F 25 5⁄4 | ||||||||
| 16190 |
Enables AI agents to search restaurants, browse menus, and manage DoorDash cart…
|
F 25 5⁄4 | ||||||||
| 16191 |
A local agent that monitors your system clipboard, automatically uploads copied…
|
F 25 5⁄4 | ||||||||
| 16192 |
An MCP server that seamlessly creates infrastructure diagrams for AWS, Azure, G…
|
F 25 5⁄4 | ||||||||
| 16193 |
Find and retrieve full-page web content with contextual search to ground your w…
|
F 25 5⁄4 | ||||||||
| 16194 |
Enables bidirectional control and monitoring of pfSense firewalls through Claud…
|
F 25 5⁄5 | ||||||||
| 16195 |
Enables interaction with Datadog's monitoring and observability platform throug…
|
F 25 5⁄5 | ||||||||
| 16196 |
Enables intelligent search and question-answering over PDF documents using sema…
|
F 25 5⁄4 | ||||||||
| 16197 |
Provides comprehensive tools for tracking meme coins on the Four.meme ecosystem…
|
F 25 5⁄5 | ||||||||
| 16198 |
Enables interaction with DocuSeal instances to manage document templates, creat…
|
F 25 5⁄5 | ||||||||
| 16199 |
Enables AI assistants to access Fathom meeting recordings, summaries, transcrip…
|
F 25 5⁄4 | ||||||||
| 16200 |
A comprehensive MCP server aggregating 20+ tools including SEO optimization, do…
|
F 25 5⁄5 | ||||||||