MCP Server Quality Scores
Independent quality analysis of 68965 public MCP servers
Last updated 1 hour, 58 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 66501 |
Mistral MCP Server
Claim
Enables AI assistants to interact with the full Mistral AI API, including chat …
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| 66502 |
mcp-server-tronlink
Claim
Enables AI agents to interact with the TRON blockchain through browser automati…
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| 66503 |
GenomeMCP
Claim
Enables AI agents to query clinical genomics databases, retrieve supporting lit…
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| 66504 |
memocean-mcp
Claim
Local-first AI Memory MCP server for AI agents to search and manage knowledge s…
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| 66505 |
ai-eval
Claim
Cloudflare Workers MCP server: ai-eval
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| 66506 |
FDTD Lumerical MCP
Claim
Local MCP server for controlling Ansys Lumerical FDTD from Codex.
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| 66507 |
mcp-europe-business
Claim
European business compliance suite for AI agents — 28 tools covering tax ID val…
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| 66508 |
expense-mcp-server
Claim
Enables AI assistants to track and manage expenses, including adding, viewing, …
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| 66509 |
Scribe MCP
Claim
Transcribes audio/video files, generates summaries and structured knowledge ite…
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| 66510 |
kingbase-mcp-server
Claim
MCP server for KingBase (PostgreSQL-compatible) databases, enabling AI assistan…
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| 66511 |
docjet-mcp
Claim
Render branded PDF documents (invoices, reports, certificates) and PNG social i…
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| 66512 |
Provides tools for searching LinkedIn profiles and extracting names, URLs, and …
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| 66513 |
ibo
Claim
Commission cinematic AI campaign films and image sets from IBO Studio.
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| 66514 |
Analyzes GitLab group projects to extract purpose, I/O, dependencies, and datab…
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| 66515 |
oc_0815
Claim
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| 66516 |
membase
Claim
Long-term memory for you and your AIs: search memories, read the profile, add f…
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| 66517 |
video-toolkit-mcp
Claim
A Model Context Protocol (MCP) server that provides comprehensive video tools: …
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| 66518 |
cashflow
Claim
Personal finance ledger for AI agents — query spending, track bills, forecast c…
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| 66519 |
Barvinca MCP
Claim
Inspect ACC administration data and run bounded, approval-gated bulk user workf…
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| 66520 |
mcp-ssh-gateway
Claim
Enables managing Linux servers via SSH with tools for command execution, file o…
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| 66521 |
fastapi-sse-mcp
Claim
A FastAPI MCP server that uses Server-Sent Events as a transport layer, providi…
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| 66522 |
Palmyr
Claim
Agent infra: email, phone, social, domains, VPS, wallets. Paid per-action via x…
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| 66523 |
A streamlined MCP server for XMP metadata embedding with beautiful formatting a…
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| 66524 |
Lockstep Core
Claim
An MCP server that gives AI coding assistants persistent memory across sessions…
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| 66525 |
minimax-mcp
Claim
Provides web search, image understanding, text-to-speech, and image generation …
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| 66526 |
Enables fetching weather forecasts for the USA via NWS API and for Israel via b…
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| 66527 |
bus-scheduling-mcp
Claim
Enables LLM clients to access scheduling data, KPIs, routes, and trigger optimi…
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| 66528 |
Uruguay payments for AI agents — Mercado Pago wallet via Mercado Pago. Never ho…
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| 66529 |
MCP Healthcare System
Claim
A production-grade MCP server that enables AI assistants to securely manage hea…
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| 66530 |
shorthand-mem
Claim
Semantic compression MCP server that reduces document token usage by 60-80% usi…
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| 66531 |
JobSpy MCP Server
Claim
Enables AI assistants to search for jobs across multiple platforms (Indeed, Lin…
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| 66532 |
A MCP server that provides browser automation tools, allowing users to navigate…
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| 66533 |
ask-ogino
Claim
Query Shunki Ogino's public profile: his thesis, the tools he builds, and his w…
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| 66534 |
Agent Kanban
Claim
An AI-native kanban board MCP server where agents pull tasks via the Model Cont…
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| 66535 |
Google Sheets MCP Server
Claim
Enables comprehensive interaction with Google Sheets and Google Drive through O…
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| 66536 |
Manage your Yahoo Fantasy Baseball team via Claude — check rosters, scout free …
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| 66537 |
oms-client-agent-mcp
Claim
Exposes the 0xSequence OMS wallet client as a local MCP server, enabling email-…
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| 66538 |
Promise
Claim
Evidence-backed follow-through memory for what you owe, await, and need to reme…
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| 66539 |
codedev-mcp
Claim
A universal code development MCP server that provides 33 tools for searching, a…
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| 66540 |
bank.mcp
Claim
MCP server that turns bank transactions into a financial digest including cash-…
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| 66541 |
groupdocs-markdown-mcp
Claim
MCP server for GroupDocs.Markdown — convert documents to Markdown via AI agents.
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| 66542 |
XAPS MCP Server
Claim
Pre-execution audit for autonomous agents. Independent receipt before irreversi…
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| 66543 |
x402-sms
Claim
Pay-per-call MCP server. $0.03 USDC sends one transactional SMS to a US phone n…
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| 66544 |
universal-brute-workpack
Claim
Turns an Agent client into a local-first workbench with tools for files, grep, …
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| 66545 |
An MCP server that integrates with Microsoft Copilot Studio to deliver humor co…
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| 66546 |
lark-chat-mcp
Claim
Enables remote chat between Feishu (Lark) and AI agents like Cursor/Claude via …
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| 66547 |
MCP UJI Academic Server
Claim
Enables querying academic data such as subjects, degrees, locations, and schedu…
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| 66548 |
AgentPing
Claim
Let your AI agent notify you by email, Slack, Discord, or webhook. One tool: se…
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| 66549 |
mcp-server-dameng
Claim
MCP server enabling AI assistants to connect and query Dameng DM8 databases via…
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| 66550 |
SurveyHub-MCP
Claim
Aggregates multiple cyberspace search engines (FOFA, Quake, Hunter, ZoomEye) in…
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