Text Intelligence Mcp

io.github.varvararattaPublished by GitHub account varvararattav1.0.0Updated Nov 2, 2026

Text Intelligence delivers robust NLP capabilities without the hassle of authentication or

VerifiedStreamable HTTPWeb executableData & AnalyticsAI & ML

Overview

AI-generated overview

Remote MCP server offering lightweight text analysis: language detection, sentiment, keyword extraction, duplicate detection and extractive summaries.

What you can do
  • Detect the language of a text with a confidence score
  • Score sentiment as positive, negative or neutral
  • Extract top keywords by term frequency
  • Find duplicate or near-duplicate texts by Jaccard similarity
  • Produce extractive summaries from the most important sentences
  • Check server health
When to use it
Useful when an assistant needs quick, no-setup text analytics on pasted or generated text — classifying language, gauging tone, pulling keywords, deduplicating a batch of texts, or shortening long passages — without running its own NLP stack.
Requirements
A remote streamable HTTP endpoint; no authentication, environment variables or headers are declared. The README states that paid tools require an x402-capable MCP client, while health_check and discovery tools are free.
Before you install
The README describes a freemium x402 model paying in USDC on Base, so some tools may involve spending money and need a wallet-capable client. Text you submit is sent to a third-party hosted service. Results are heuristic (character frequency, TF scoring, Jaccard similarity) rather than model-based, so treat them as approximate.

Installation

In SourceWeft

  1. Open Text Intelligence Mcp in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.varvararatta%2Ftext_intelligence_mcp/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "text-intelligence": {
      "type": "http",
      "url": "https://text-intelligence-mcp.mcpize.run/mcp"
    }
  }
}

README

BotFactory MCP Farm

Hosted MCP servers on MCPize — zero-auth public APIs, freemium x402 (USDC on Base).

Catalog

See CATALOG.md for the full list with gateway URLs.

Connect

https://<slug>.mcpize.run/mcp

Requires an x402-capable MCP client for paid tools. health_check and discovery tools are free.

Awesome list entries

See AWESOME_ENTRIES.md.

Source: README.md at commit 14e36b4

Tools

6

detect_language

Detect language of text using character frequency analysis. Returns: {language, confidence, method}

Parameterstextrequired

analyze_sentiment

Analyze sentiment of text (positive/negative/neutral). Returns: {score, label, confidence}

Parameterstextrequired

extract_keywords

Extract top keywords from text using TF scoring. Returns: {keywords: [{word, score}], total_words}

Parameterstextrequiredtop_n

find_duplicates

Find duplicate or near-duplicate texts using Jaccard similarity. Returns: {duplicates: [{text1_idx, text2_idx, similarity}]}

Parameterstextsrequiredthreshold

summarize_text

Extractive summarization — picks most important sentences. Returns: {summary, sentences_used, original_length}

Parameterstextrequiredmax_sentences

health_check

Server health check.

Takes no parameters.

Version history

1
  1. v1.0.0LatestSep 16, 2026

Score

90% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

    Declare a license in the repository or the registry entry.