MCP Server Quality Scores
Independent quality analysis of 69468 public MCP servers
Last updated 3 hours, 27 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 34601 |
Agentweaver MCP Server
Claim
Exposes Agentweaver runs and outcomes as MCP tools for Claude Desktop and compa…
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| 34602 |
local-fusion MCP server
Claim
Exposes a multi-model council (panel-judge-synthesizer) and a build/check loop …
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| 34603 |
Prompt Book Server
Claim
Manages AI prompts stored in Notion databases, enabling search, retrieval, and …
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| 34604 |
MCP Server Steel Scraper
Claim
An MCP server that wraps the steel-dev API to enable AI agents to visit website…
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| 34605 |
Frigate MCP Server
Claim
A Model Context Protocol server that enables AI assistants to control and query…
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| 34606 |
Enables AI clients to directly read and write Excel files, including reading st…
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| 34607 |
Ged Invest MCP
Claim
An MCP server for construction tools that calculates wall formwork material tak…
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| 34608 |
git-insights-mcp
Claim
A local-only MCP server that exposes git repository history, diffs, and status …
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| 34609 |
BookmarkMemory
Claim
Enables semantic search and retrieval of bookmarked URLs content using vector e…
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| 34610 |
MCP SAP Business One
Claim
Enables interaction with SAP Business One Service Layer through MCP, providing …
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| 34611 |
PT5 MCP Server
Claim
Enables parsing, analysis, and export of power measurement data from Monsoon Po…
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| 34612 |
Enables AI-powered invoice analysis and reasoning: given invoice fields, it det…
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| 34613 |
slack-readonly-mcp
Claim
A self-hosted, read-only Slack MCP server that runs locally and provides read-o…
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| 34614 |
LexSocket MCP Server
Claim
Enables search and analysis of European public procurement tenders, including E…
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| 34615 |
openapi-navigator
Claim
Navigate and query OpenAPI specs with fuzzy search, pagination, and API testing
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| 34616 |
lookup-modern-dictionary
Claim
Look up word meanings fast. Get clear definitions and common usage to support r…
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| 34617 |
trammel
Claim
AI task planner for coding assistants that breaks goals into ordered steps, ver…
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| 34618 |
Sophie Well
Claim
Always free healthcare utilities.
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| 34619 |
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
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| 34620 |
Social Publisher MCP
Claim
A local MCP service for safely preparing, validating, and executing multi-platf…
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| 34621 |
Trace
Claim
An MCP server that transforms Claude into an honest CV co-pilot, mechanically v…
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| 34622 |
Scouter MCP Server
Claim
An MCP server that connects AI agents to Scouter APM, enabling natural-language…
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| 34623 |
SoundCloud MCP Server
Claim
An MCP server that gives an assistant access to the SoundCloud API — search and…
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| 34624 |
mcp-ffmpeg
Claim
A job queue-based FFmpeg wrapper enabling AI assistants to perform video proces…
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| 34625 |
lerobot-mcp
Claim
Typed MCP server for Hugging Face LeRobot workflows. Provides a structured, aud…
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| 34626 |
mcp-connect
Claim
A dead simple MCP server for exposing your app functions to AI agents like Clau…
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| 34627 |
CarlaMCP
Claim
Enables natural language-driven creation and execution of autonomous-vehicle sc…
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| 34628 |
Fibaro MCP
Claim
Enables control of Fibaro Home Center devices, scenes, variables, and system ad…
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| 34629 |
MCP Yandex Voice
Claim
MCP server for Cursor that generates text responses via Yandex GPT and converts…
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| 34630 |
Obsidian MCP Bridge
Claim
Enables Obsidian vault to act as an MCP server for Claude and as an MCP client …
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| 34631 |
dbnomics
Claim
Enables querying economic statistics from over 80 providers via DBnomics, with …
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| 34632 |
dangsaju-mcp
Claim
Calculates Korean traditional Dangsaju 12 stars based on birth date and time, r…
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| 34633 |
mcp-python-server
Claim
A Python template for creating MCP servers with embedded documentation, featuri…
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| 34634 |
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
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| 34635 |
Crude Code MCP Server
Claim
An oil & gas data-analytics MCP server that enables guarded SQL queries, well v…
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| 34636 |
tanstack-start-devtools
Claim
Local development bridge between TanStack Devtools and MCP-capable coding agent…
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| 34637 |
mcp-ftp-server
Claim
Enables FTP file operations such as upload, download, list, and delete directly…
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| 34638 |
Kinsta MCP Server
Claim
MCP server for the Kinsta WordPress hosting platform, enabling AI assistants to…
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| 34639 |
ReadySMS MCP Server
Claim
Enables sending SMS messages, managing contacts, campaigns, and inbox from AI a…
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| 34640 |
codemap
Claim
MCP server for local-first code intelligence, providing structural code graph, …
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| 34641 |
wraith-mcp
Claim
An AI-native stealth browser MCP server that uses AI vision navigation and bot …
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| 34642 |
studiosphere-pulse-mcp
Claim
Privacy-first audio intelligence: BPM, key, waveform. Audio never stored. Pay p…
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| 34643 |
Pharmacy MCP Server
Claim
Enables medication reference workflows including drug search, dosing calculatio…
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| 34644 |
Transcribe and understand local audio/video with CrispASR and local models only.
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| 34645 |
paperstack
Claim
Enables arXiv paper search, PDF download, text extraction, and context chunking…
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| 34646 |
xunjuzhou-mcp-server
Claim
XunJuZhou MCP is a read-only AI short drama search and recommendation MCP serve…
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| 34647 |
Enables AI assistants to locally process images with tools for cropping, zoomin…
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| 34648 |
Provides programmatic access to all Scoring Engine API functionality for managi…
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| 34649 |
superego-mcp
Claim
Superego MCP is an intelligent tool-call review system for AI agents that provi…
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| 34650 |
mcp-mysql-explorer
Claim
MCP server that connects AI agents to MySQL databases for schema exploration, d…
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