text-analysis-api
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@text-analysis-apianalyze sentiment of 'This is great!'"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
text-analysis-api
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Algorithmic text/NLP analysis REST API and MCP server. All processing is rule-based — no external AI APIs or ML models required.
Features
Sentiment analysis — positive/negative/neutral scoring with negation & intensifier handling
Readability scores — Flesch-Kincaid Grade, Flesch Reading Ease, Coleman-Liau, ARI
Keyword extraction — TF-based scoring with stop word removal
Language detection — character frequency analysis (EN, KO, JA, ZH, ES, FR, DE)
Text statistics — word/sentence/paragraph counts, avg lengths, reading & speaking time
Profanity detection — basic word list check
Summarization — extractive, sentence-scoring approach
MCP server — stdio-based Model Context Protocol integration
Related MCP server: Ukraine War MCP
Quick Start
npm install
npm start # REST API on port 4600
npm run mcp # MCP server (stdio)API Endpoints
All POST endpoints accept { "text": "..." } as JSON body.
Endpoint | Description |
| Health check |
| Sentiment analysis |
| Readability scores |
| Keyword extraction |
| Language detection |
| Text statistics |
| Full analysis (all above) |
Example
curl -X POST http://localhost:4600/api/v1/analyze \
-H "Content-Type: application/json" \
-d '{"text": "This is a wonderful and amazing product. I really love using it every day!"}'MCP Integration
Add to your Claude Desktop or MCP client config:
{
"mcpServers": {
"text-analysis": {
"command": "node",
"args": ["/path/to/text-analysis-api/src/mcp-server.js"]
}
}
}MCP Tools
analyze_sentiment, analyze_readability, extract_keywords, detect_language, analyze_stats, detect_profanity, summarize_text, analyze_all
Docker
docker build -t text-analysis-api .
docker run -p 4600:4600 text-analysis-apiLicense
MIT
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