MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 23 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 42701 |
Finance Calculator
Claim
Calculate and analyze financial metrics efficiently with this tool. Simplify co…
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| 42702 |
claude-agent-mcp
Claim
An MCP server that wraps the Claude Agent SDK, enabling Claude-powered queries,…
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| 42703 |
outbox
Claim
Multi-channel messaging MCP server for Slack, Telegram, Email, KakaoTalk, and D…
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| 42704 |
habitat
Claim
A habitat for AI — rest without purpose. No API key, no token. Ambient: non-aut…
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| 42705 |
collective-memory
Claim
MCP server for persistent, semantic memory across AI sessions
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| 42706 |
AV-MCP Automator
Claim
Middleware that uses Model Context Protocol and generative AI to automatically …
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| 42707 |
OpenAra
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An open-source local MCP server for macOS that provides desktop control tools (…
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| 42708 |
neosql-mcp
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Enables MCP hosts to use NeoSQL Desktop tools for database management, includin…
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| 42709 |
ds-mcp-server
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Provides data science, plotting, statistics, system, and web tools via MCP, wit…
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| 42710 |
viralnote-mcp
Claim
Gives Claude, Cursor, and any MCP client 15 tools to create, schedule, and publ…
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| 42711 |
AI Delivery MCP
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Automates task delivery by providing tools for running delivery workflows, crea…
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| 42712 |
mcp-hubspot
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An MCP server that uses a browser extension to interact with HubSpot through th…
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| 42713 |
sherweb-mcp
Claim
MCP server for Sherweb Partner API - distributor billing, service provider mana…
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| 42714 |
outstations-mcp
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Provides access to yacht-club outstation records including size limits, rafting…
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| 42715 |
Kraken Pro MCP
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Enables natural language trading and market data queries on Kraken Pro via Gemi…
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| 42716 |
coherence-mcp-server
Claim
Enables AI agents to interact with the Coherence Network platform, allowing the…
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| 42717 |
mcp-fortress-server
Claim
Scan your connected services for vulnerabilities and malicious code. Monitor ru…
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| 42718 |
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| 42719 |
instrument_mcp
Claim
Enables AI to control RIGOL DHO/HDO oscilloscopes and SIGLENT SDG1000X signal g…
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| 42720 |
groupdocs-viewer-mcp
Claim
MCP server for GroupDocs.Viewer — render pages as PNG and inspect view info via…
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| 42721 |
bcdocker
Claim
MCP server for managing Business Central Docker containers, enabling AI assista…
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| 42722 |
vistoya
Claim
The Vistoya MCP server gives AI agents direct access to a curated, multi-brand …
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| 42723 |
Intentions MCP Server
Claim
Personalized timing intelligence for AI agents — ask 'should I do X on this dat…
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| 42724 |
Figma AI Bridge
Claim
Enables AI assistants to control Figma in real-time through Model Context Proto…
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| 42725 |
mysql-readonly-mcp
Claim
Provides secure, read-only access to a single MySQL database for schema inspect…
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| 42726 |
AnomalyArmor
Claim
Data observability for AI agents. Query alerts, monitor freshness, investigate …
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| 42727 |
Enables connection to PostgreSQL databases for EC solution platforms to query a…
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| 42728 |
Playwright MCP
Claim
Provides browser automation capabilities using Playwright, allowing LLMs to int…
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| 42729 |
UniRate MCP
Claim
Currency conversion and exchange rates for AI assistants. 170+ currencies (fiat…
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| 42730 |
neuro-mcp
Claim
MCP for NeuroAgents assisting clinicians: MNE processing, EHR store, NeuroII vi…
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| 42731 |
battery-mcp
Claim
Enables LLMs to verify the novelty and validity of invented battery materials, …
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| 42732 |
api-changelog-tracker
Claim
Cloudflare Workers MCP server: api-changelog-tracker
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| 42733 |
Cryo MCP
Claim
Enables natural language querying of blockchain data, including blocks, transac…
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| 42734 |
domin8
Claim
A deterministic MCP server that enforces auditable workflows by requiring AI ag…
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| 42735 |
HR-Assist
Claim
Automates HR workflows such as employee onboarding, leave management, and ticke…
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| 42736 |
Agent Team MCP Server
Claim
Enables real-time communication and orchestration of multiple AI agents with a …
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| 42737 |
Stacktree
Claim
Publish HTML to private, unguessable, replace-in-place URLs from any MCP-compat…
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| 42738 |
Hunch
Claim
MCP server that exposes Kalshi prediction markets as tools for AI agents, enabl…
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| 42739 |
Substack CLI + 26-tool MCP server. Your IDE drafts replies via propose_reply. N…
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| 42740 |
Claude Code Explorer MCP
Claim
Explore the Claude Code CLI source — browse tools, commands, search code, and m…
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| 42741 |
memeboat-mcp
Claim
Search 25,000+ meme templates and create shareable memes on memebo.at. Free, an…
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| 42742 |
squire
Claim
Remote runtimes for validation and offload jobs.
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| 42743 |
zyta-sign-mcp
Claim
Enables AI agents to manage Zyta Sign documents, signatures, and studies with s…
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| 42744 |
Celigo
Claim
Manage your Celigo integrator.io account: integrations, flows, connections, err…
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| 42745 |
FlexFS MCP
Claim
Provides secure file system, web fetching, and Google Cloud Storage access for …
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| 42746 |
alephant-mcp
Claim
Alephant MCP server for AI cost control, BYO-key routing, 50+ providers, and 32…
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| 42747 |
Custom Blinds Shop
Claim
South Africa's first AI-transactable blinds, shutters and awnings catalogue wit…
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| 42748 |
Czechia payments for AI agents — cards / Apple Pay via Stripe. Never holds fund…
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| 42749 |
stathead-mcp
Claim
Fantasy football analytics: stats, dynasty, projections, prospects, Sleeper lea…
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| 42750 |
ssh-mcp-server
Claim
Enables SSH command execution, file uploads/downloads, and multi-server managem…
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