MCP Server Quality Scores
Independent quality analysis of 33537 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 8401 |
Transforms PDF collections into a searchable knowledge base using TF-IDF indexi…
|
C 69 5⁄4 | ||||||||
| 8402 |
MCP-PDF2MD
Claim
Converts PDF files from local storage or URLs to structured Markdown format usi…
|
C 69 5⁄5 | ||||||||
| 8403 |
An autonomous academic research and publishing platform that enables AI agents …
|
C 69 5⁄5 | ||||||||
| 8404 |
Facilitates retrieval of National Park Services data using the NPS API, allowin…
|
C 69 5⁄5 | ||||||||
| 8405 |
A Model Context Protocol server that enables semantic search and RAG over your …
|
C 69 5⁄4 | ||||||||
| 8406 |
Parse and query investment statements from multiple institutions (Questrade, In…
|
C 69 5⁄4 | ||||||||
| 8407 |
Hedera MCP Server
Claim
A production-ready Node.js server that enables decentralized communication betw…
|
C 69 5⁄5 | ||||||||
| 8408 |
Enables querying and analyzing Falco security events from Falcosidekick UI thro…
|
C 69 5⁄5 | ||||||||
| 8409 |
An MCP server implementation that enables AI assistants to interact with and ma…
|
C 69 5⁄5 | ||||||||
| 8410 |
An MCP server that enables LLMs to query data from various NASA APIs, allowing …
|
C 69 5⁄5 | ||||||||
| 8411 |
Extracts and stores documentation content from Microsoft Learn and GitHub URLs …
|
C 69 5⁄5 | ||||||||
| 8412 |
MCP server for Dev Proxy that enables AI assistants to interact with Dev Proxy.
|
C 69 5⁄4 | ||||||||
| 8413 |
MCP server for Industrial IoT, SCADA and PLC systems. Unifies MQTT sensors, Mod…
|
C 69 5⁄4 | ||||||||
| 8414 |
Enables the previewing of GitHub Flavored Markdown (GFM) as an MCP application.…
|
C 69 5⁄5 | ||||||||
| 8415 |
This server enables AI models to send SMS messages and initiate Text-to-Speech …
|
C 69 5⁄5 | ||||||||
| 8416 |
An MCP server connects your AI assistants to Infrahub using the open MCP standa…
|
C 69 5⁄5 | ||||||||
| 8417 |
Shared memory bus for MCP-compatible agents with permissions, subscriptions, an…
|
C 69 5⁄4 | ||||||||
| 8418 |
Enables secure SSH command execution on remote servers and local PowerShell aut…
|
C 69 5⁄5 | ||||||||
| 8419 |
Enables interaction with Volcengine's TOS (Object Storage) service through MCP …
|
C 69 5⁄5 | ||||||||
| 8420 |
MCP server for OriginalVoices - Ask AI twins questions about any audience
|
C 69 5⁄4 | ||||||||
| 8421 |
A tool that dynamically generates and configures MCP servers by automatically c…
|
C 69 5⁄4 | ||||||||
| 8422 |
Enables LLM clients to analyze and interact with Power BI (.pbix) files, provid…
|
C 69 5⁄4 | ||||||||
| 8423 |
A Model Context Protocol server that allows large language models to search for…
|
C 69 5⁄5 | ||||||||
| 8424 |
arXiv MCP Server
Claim
Enables searching and retrieving arXiv papers by topic, fetching abstracts by p…
|
C 69 5⁄4 | ||||||||
| 8425 |
An MCP server that enables LLM applications to control web browsers via Browser…
|
C 69 5⁄4 | ||||||||
| 8426 |
Enables powerful code search across millions of public GitHub repositories usin…
|
C 69 5⁄5 | ||||||||
| 8427 |
Enables humanitarian negotiators to analyze complex situations using proven met…
|
C 69 5⁄5 | ||||||||
| 8428 |
An MCP server that enables interaction with Google Drive through the Google Clo…
|
C 69 6⁄6 | ||||||||
| 8429 |
Enables interaction with ACOMO API through MCP tools and resources. Provides co…
|
C 69 5⁄5 | ||||||||
| 8430 |
Enables AI models to analyze audio files through numerical fingerprints, pitch …
|
C 69 5⁄4 | ||||||||
| 8431 |
Enables VSCode/Cursor to integrate with Confluence Wiki, allowing AI models to …
|
C 69 5⁄5 | ||||||||
| 8432 |
Create friendly, personalized greetings on demand. Toggle pirate mode for playf…
|
C 69 5⁄4 | ||||||||
| 8433 |
Provides a read-only interface for querying InstantDB data with tools to execut…
|
C 69 5⁄4 | ||||||||
| 8434 |
81 chemistry tools — literature, calculations, retrosynthesis
|
C 69 5⁄5 | ||||||||
| 8435 |
A secure MCP server for local API credential management using JSON storage and …
|
C 69 5⁄4 | ||||||||
| 8436 |
A Model Context Protocol server that enables management of Ghost blog content (…
|
C 69 5⁄5 | ||||||||
| 8437 |
Design-first MCP for coding agents that improves websites with screenshot-groun…
|
C 69 5⁄4 | ||||||||
| 8438 |
An MCP server that enables AI models to control electronic music instruments by…
|
C 69 5⁄5 | ||||||||
| 8439 |
A Model Context Protocol server that enables AI agents to interact with Alibaba…
|
C 69 5⁄5 | ||||||||
| 8440 |
Claude MCP server that enables secure access to browse and read Android project…
|
C 69 5⁄4 | ||||||||
| 8441 |
Enables Claude Desktop and other MCP clients to interact with any OAuth2-authen…
|
C 69 5⁄5 | ||||||||
| 8442 |
Enables migration of test automation projects from WebDriverIO to Playwright us…
|
C 69 5⁄5 | ||||||||
| 8443 |
Enables semantic search across Obsidian vaults using vector embeddings and Chro…
|
C 69 5⁄4 | ||||||||
| 8444 |
A Python-based MCP server that extracts football match data from multiple globa…
|
C 69 5⁄5 | ||||||||
| 8445 |
Provides cryptographic signing and verification for AI decisions to generate ve…
|
C 69 5⁄5 | ||||||||
| 8446 |
Plays sound effects (completion, newtype, and error sounds) in response to vari…
|
C 69 5⁄4 | ||||||||
| 8447 |
Enables interaction with the WhkerDB shared PDF editor to manage collaborative …
|
C 69 5⁄5 | ||||||||
| 8448 |
Enables conversational analysis of CSV and Parquet files through natural langua…
|
C 69 5⁄4 | ||||||||
| 8449 |
Intelligent LLM orchestrator that automatically routes tasks to the most approp…
|
C 69 5⁄5 | ||||||||
| 8450 |
Provides time and date functionality with support for multiple formats and time…
|
C 69 5⁄5 | ||||||||