MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 2 hours, 57 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 54551 |
fieldops-mcp
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| 54552 |
MCPaeroedu
Claim
Enables AI assistants to interact with the AeroEduVision platform, allowing exa…
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| 54553 |
ACE-MCP
Claim
Enables AI clients to perform local code search, indexing, and analysis across …
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| 54554 |
MCP-BPMN Server
Claim
Enables AI agents to create, manipulate, and manage BPMN 2.0 diagrams programma…
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| 54555 |
humanizer-mcp
Claim
Measures AI-detection risk in text and provides a line-by-line rewrite plan to …
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| 54556 |
MCPAGENT
Claim
Enables AI agents to discover and interact with onchain agent infrastructure on…
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| 54557 |
SnapKitty MCP Server
Claim
MCP server exposing tools for WORM chain sealing, sovereign agent creation, Ada…
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| 54558 |
mcp-google-sheets
Claim
Enables AI assistants to read, write, and manage Google Sheets spreadsheets thr…
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| 54559 |
protect-mcp
Claim
Security gateway for MCP servers. Shadow-mode logs, per-tool policies, optional…
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| 54560 |
MCP Trello
Claim
Enables Claude to interact with Trello boards, lists, cards, and labels through…
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| 54561 |
Channel3 MCP Server
Claim
Let your agent discovery any product on the internet. Earn commissions when you…
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| 54562 |
openmarkets
Claim
A Model Context Protocol (MCP) server for agentic retrieval of financial data f…
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| 54563 |
Food-Recipe-MCP
Claim
"Semantic search over 50,000+ recipes using hybrid dense+sparse retrieval with …
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| 54564 |
thinkneo-control-plane
Claim
Enterprise AI governance layer for spend tracking, runtime guardrails, policy e…
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| 54565 |
computer-use-engine
Claim
Safety middleware for AI computer use agents that monitors, enforces policies, …
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| 54566 |
abap-mcp
Claim
An offline MCP server for SAP ABAP that provides static analysis, ABAP Cloud re…
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| 54567 |
yandex-mail-mcp
Claim
Provides 28 tools to read, search, send, and manage Yandex Mail emails via the …
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| 54568 |
Enables AI assistants to query YashanDB using natural language through SQL oper…
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| 54569 |
Overleaf MCP
Claim
Enables LLM agents to read and update Overleaf LaTeX papers via git, with tools…
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| 54570 |
mcp-opencorporates
Claim
Search companies, officers, and filing history across 140+ jurisdictions worldw…
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| 54571 |
Minesweeper MCP Server
Claim
Enables MCP client agents to play the classic Minesweeper game by connecting to…
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| 54572 |
mcparr
Claim
A self-hosted MCP gateway that lets AI assistants drive your media services lik…
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| 54573 |
Enables interaction with the HaloPSA API for managing tickets, clients, assets,…
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| 54574 |
eyeot ERP
Claim
ERP français avec serveur MCP natif : plus de 1 800 actions métier auto-générée…
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| 54575 |
suna
Claim
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| 54576 |
cont3xt
Claim
Virtual Infinite Context for Agents and LLMs - maintains a continuous rolling c…
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| 54577 |
TimeLog MCP
Claim
A localhost server that enables Claude to administer a firm's TimeLog account v…
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| 54578 |
Enables searching and retrieving Taiwan judicial judgments, including full-text…
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| 54579 |
outline-mcp
Claim
Connects MCP clients to Outline workspaces, enabling agents to safely read, upd…
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| 54580 |
Bandwidth MCP Server
Claim
Official MCP server for interacting with Bandwidth APIs (messaging, voice, numb…
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| 54581 |
scicompute-mcp
Claim
MCP server for scientific computing with multiple backends (Mathematica, Octave…
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| 54582 |
browser-devtools-mcp
Claim
An MCP server that provides AI coding assistants with comprehensive browser aut…
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| 54583 |
Enables AI agents to control an ESP32-C3 audio client via MQTT for playing, pau…
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| 54584 |
UniMCP
Claim
Unity Editor MCP SDK that exposes Unity Editor capabilities as MCP tools, enabl…
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| 54585 |
Enable seamless interaction with Alpaca's trading API through a standardized pr…
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| 54586 |
BioCite-MCP
Claim
BioCite-MCP enables LLMs to retrieve verified academic literature metadata, cit…
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| 54587 |
Recommend a song, generate a greeting message, or help you add some numbers
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| 54588 |
jules-orc
Claim
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| 54589 |
Enables users to search, compare, and retrieve detailed information about World…
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| 54590 |
catalog-api
Claim
Agent-native product catalog: 300M+ products across US+SEA. Search, compare, de…
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| 54591 |
Monte Carlo
Claim
Data + AI observability — monitor and troubleshoot production-grade agents and …
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| 54592 |
xb-test
Claim
131242424
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| 54593 |
Enables AI to dynamically discover and invoke any Cin7 Core API endpoint using …
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| 54594 |
DateTime MCP Server
Claim
Provides timezone-aware date and time information with configurable time format…
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| 54595 |
linear-mcp-server
Claim
MCP server providing tools to manage Linear projects and issues, including crea…
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| 54596 |
naver-land-mcp
Claim
Enables querying and searching for real estate listings, complexes, prices, and…
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| 54597 |
Coordination Memory MCP
Claim
An append-only coordination memory for multi-agent and human work, backed by SQ…
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| 54598 |
Agent Revenue Copilot
Claim
MCP and x402 starter audit for legal AI agent revenue routes and payout verific…
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| 54599 |
telegram-mcp
Claim
An MCP server that connects to a Telegram group chat, persists messages to a lo…
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| 54600 |
GitLab MCP Server
Claim
Integrates AI assistants with GitLab API to manage projects, issues, merge requ…
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