MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 2 hours, 52 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 36601 |
xhs-image-mcp
Claim
Converts text or markdown into Xiaohongshu (Little Red Book) style image cards …
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| 36602 |
MCPFinanceiro
Claim
A server for managing financial accounting entries that provides utilities for …
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| 36603 |
agentic-mcp-server
Claim
Real-time observability dashboard for monitoring AI agents in multi-agent devel…
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| 36604 |
construct-factory
Claim
A factory for generating Construct 3 games programmatically, exposed as an MCP …
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| 36605 |
mattermost-mcp
Claim
Enables AI agents to interact with Mattermost workspaces for messaging, channel…
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| 36606 |
mcp-eu-parliament
Claim
Provides access to European Parliament open data, enabling queries about MEPs, …
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| 36607 |
Volta Notes
Claim
Burn-after-read encrypted notes on the Internet Computer. Share passwords, keys…
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| 36608 |
grafema
Claim
Semantic code graph MCP server for AI coding agents. Indexes your codebase into…
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| 36609 |
quick-search
Claim
A FastMCP server for bounded, keyword-driven repository context search, enablin…
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| 36610 |
Bricolage
Claim
An agentic system that turns free-tier cloud resources into working outcomes. I…
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| 36611 |
Myrcael
Claim
A TypeScript framework for building MCP servers with features for client sessio…
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| 36612 |
hsk-mcp
Claim
A remote Model Context Protocol (MCP) server that gives AI assistants structure…
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| 36613 |
antigravity-review-mcp
Claim
AI-powered code review using Zhipu GLM. It gathers git diffs and source context…
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| 36614 |
fastcontext_explore
Claim
An MCP server that wraps Microsoft's FastContext as a read-only repository expl…
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| 36615 |
mcp-server-template
Claim
A production-ready FastMCP server template supporting local development with st…
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| 36616 |
Lead Gen MCP Server
Claim
A free MCP server that runs a full B2B outbound pipeline inside a Claude conver…
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| 36617 |
Scrutica
Claim
AI compute infrastructure intelligence: facilities, supply chains, sovereign AI…
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| 36618 |
metabase-mcp-server
Claim
Enables interaction with Metabase through its API, allowing users to list cards…
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| 36619 |
docx-mcp-server
Claim
A local MCP server for reading and editing Word (.docx) documents with 33 tools…
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| 36620 |
mcp-unifi
Claim
An MCP server for self-hosted UniFi gateway management, providing tools for dev…
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| 36621 |
Gridscoot
Claim
AU price comparison via MCP — search, compare, track. 6 tools; anonymous demo (…
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| 36622 |
OneDrive MCP Server
Claim
Connects Claude with OneDrive via Microsoft Graph API to list, search, create, …
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| 36623 |
Replit MCP Server
Claim
A production-ready MCP server for coding workflows on Replit, enabling file man…
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| 36624 |
memopaper-mcp
Claim
MCP server for memopaper.dev that gives AI agents direct access to a memo buffe…
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| 36625 |
MCP Apps Todo
Claim
A Todo app leveraging MCP Apps to provide interactive UI within conversations, …
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| 36626 |
fal-mcp
Claim
Image generation for Claude using every model on fal.ai, inline in conversation…
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| 36627 |
Vista API MCP Server
Claim
Provides secure access to VA's VistA electronic health record system, enabling …
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| 36628 |
Enables AI agents to investigate Splunk exports or live queries using determini…
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| 36629 |
notion-mcp-server
Claim
Enables natural language interaction with Notion workspace, including search, p…
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| 36630 |
SWAPI MCP Server
Claim
Enables LLMs and clients to search for Star Wars characters, planets, and films…
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| 36631 |
mcp-discord-bridge
Claim
Discord MCP server with 46 tools for channels, messages, forums, webhooks, memb…
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| 36632 |
Connects AI assistants and agentic frameworks to the Graphor API, enabling grap…
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| 36633 |
koko-call-mcp
Claim
Read-only MCP server for searching Japanese government procurement bid notices …
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| 36634 |
PolyRank MCP
Claim
Provides AI agents with direct access to Polyrank's skill analytics for Polymar…
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| 36635 |
vtkapi-mcp
Claim
An MCP server that validates VTK Python code by checking class and method exist…
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| 36636 |
An MCP server for converting images to WebP or AVIF formats using the sharp lib…
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| 36637 |
AutoSpectra MCP Server
Claim
All-in-one automation platform for AI agents, providing browser automation, API…
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| 36638 |
Crescender MCP Server
Claim
Read-only MCP server that connects AI clients to Crescender's school asset, loa…
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| 36639 |
soundgrep
Claim
Enables semantic search of local audio samples by describing sounds, MIDI gener…
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| 36640 |
An MCP server exposing 53 tools covering the Hyblock Capital API for orderflow,…
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| 36641 |
Agile MCP Server
Claim
Turn your LLM into an agile project management assistant for user story creatio…
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| 36642 |
Search live food safety data from FDA, FSIS, CDC, and city health departments (…
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| 36643 |
approval-mcpapp
Claim
An MCP server that implements a multi-stage employee access request and approva…
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| 36644 |
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
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| 36645 |
Local File Organizer
Claim
A file organization MCP server that safely categorizes and manages files in all…
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| 36646 |
MCP-WEDECODEMCP
Claim
A WeChat Mini Program decompilation MCP server that enables scanning, decompili…
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| 36647 |
Enables LLMs to fetch exact LDS scripture verses, search scriptures by topic, r…
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| 36648 |
This MCP server provides tools for OCR and keyword extraction, enabling AI work…
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| 36649 |
Ghost Browser MCP
Claim
Undetectable browser automation server for MCP-compatible AI agents, offering 2…
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| 36650 |
mcp-geometry-prover
Claim
Wraps AlphaGeometry2's DDAR engine to prove geometry theorems via symbolic reas…
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