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Sentor MCP server

by NIKX-Tech·io.github.NIKX-Tech/sentor-mcp·v1.0.5·1 stars
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Score sentiment toward specific entities in text. Cluster documents and name topics.

B83/100grade B
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Safety scan
B83/100

full report

Adoption
New

1 stars21 downloads/wk

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If you have run it, two minutes of your experience saves the next person an afternoon.

Sentor tools (4)

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

  • analyze_sentiment

    Analyze entity-based sentiment in one or more documents.

  • cluster_documents

    Group documents into thematic clusters using BERTopic + HDBSCAN.

  • health_check

    Check Sentor API availability and model status.

  • name_topic

    Generate a short descriptive name for a document cluster using an LLM.

Public scan report

scanner v0.1.9 · 2026-09-26 · same rubric, same numbers if you re-run it

no findings
  • Code scan5 source files scanned25/25
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitylocal package, no credentials required12/15
  • Maintenancelast push 94 days ago8/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year9/10
Overall 83/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Sentor compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
83/100
higher than 65% of 48,255 servers
Tools
4
the typical server has 7
Tools that change things
0%
typical: 0%. Fewer write tools means less an agent can break
GitHub stars
1
more than 65% of 28,688 servers
Downloads a week
21
more than 8% of 12,191 servers with a package

What its tools let an agent do: 4 read

Install Sentor in Claude Code, Cursor or VS Code

claude mcp add sentor-mcp -- uvx sentor-mcp
Add to Cursor

What the publisher says

From the Sentor repository's README, as published. We do not edit it. Read it on GitHub

<!-- markdownlint-disable MD033 -->

Sentor MCP Server

Entity-based sentiment analysis for Claude, Cursor, Windsurf, and any MCP-compatible AI assistant.

Sentor is an entity-based sentiment analysis platform powered by fine-tuned BERT models. This MCP server exposes Sentor's ML APIs as tools your AI assistant can call directly — score sentiment toward specific entities in text, cluster documents by topic, and generate topic labels, all from a single natural-language prompt.

Table of Contents

  • What It Does
  • Requirements
  • Quick Start
  • Claude Desktop
  • Cursor / Windsurf
  • Claude.ai Web (Remote MCP)
  • Tools Reference
  • Usage Examples
  • Rate Limits
  • Remote Deployment
  • Links

🎯 What It Does

Once connected, your AI assistant gains four tools:

Example prompt after setup:

"Analyse these 50 customer reviews for sentiment toward our checkout flow and delivery speed. Then cluster them by topic and name each cluster."

📋 Requirements

  • Python 3.10+
  • A Sentor API key — get one free at dashboard.sentor.app

🚀 Quick Start

Claude Desktop

macOS: ~/Library/Application Support/Claude/claudedesktopconfig.json Windows: %APPDATA%\Claude\claudedesktopconfig.json

{
  "mcpServers": {
    "sentor": {
      "command": "uvx",
      "args": ["sentor-mcp"],
      "env": {
        "SENTOR_API_KEY": "your_api_key_here"
      }
    }
  }
}

Restart Claude Desktop. A hammer icon appears in the tool selector — Sentor is ready.

No uvx? Install it with pip install uv, or use sentor-mcp directly after pip install sentor-mcp.

Cursor / Windsurf

Add to .cursor/mcp.json (project-level) or ~/.cursor/mcp.json (global):

{
  "mcpServers": {
    "sentor": {
      "command": "uvx",
      "args": ["sentor-mcp"],
      "env": {
        "SENTOR_API_KEY": "your_api_key_here"
      }
    }
  }
}

Claude.ai Web (Remote MCP)

Run the HTTP server and connect by URL:

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Sentor: common questions

Is Sentor MCP server safe?
Mostly: it is graded B (83/100). Read the Sentor safety report
How do I install Sentor?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Sentor need an API key?
No secret keys are declared. It reads 2 settings from the environment.
Is Sentor maintained?
The last commit was 133 days ago (2026-06-24). The latest release is v1.0.5.
How does Sentor compare with other MCP servers?
safety score 83/100 (higher than 65% of 48,255 servers); tools 4 (the typical server has 7); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.