#NLP

Stop guessing why ratings drop. Give your AI assistant Sentor and let it analyse thousands of reviews, pinpoint what to fix first, and surface the topics that matter most.

Forge is Voxell's hosted text-embedding API. This MCP server exposes two tools — embed (turn text into vectors) and list_models — so any MCP-compatible agent can generate embeddings for semantic search, RAG, clustering, and dedup. Three tiers let you dial quality against cost: turbo (1024d, fast and cheap), pro (2560d), and ultra (4096d — Qwen3-Embedding-8B, ~75+ average task score on MTEB and currently #4 on MTEB English; the models above it are research-only, so it's the top usable model). Matryoshka dimensions let you truncate to fewer dims — re-normalized — for cheaper vectors. Requires a FORGE_API_KEY (free tier at dash.voxell.ai). Embeddings only — no data is stored.

14 paid APIs for AI agents. gulf arabic NLP, email verification, legal analysis, web scraping + more. USDC on base. no auth. no accounts. just pay and get data.

Gulf Arabic sentiment analysis, Arabizi transliteration, web scraping, crypto data, weather, and domain enrichment. 7 pay-per-request. APIs optimized for GCC/Middle East. Powered by x402 protocol (USDC on Base).

Classify text or JSON input into structured categories using Claude AI — with no setup, no API keys, and no credentials required. Connect directly and start classifying immediately. Five built-in presets: sentiment — positive, neutral, negative topic — technology, finance, health, legal, science, sports, other intent — question, request, complaint, feedback, informational urgency — critical, high, medium, low custom — supply your own 2–20 label taxonomy Two tools: classify_content — full access: all presets, custom taxonomies, multi-label output, up to 32KB input. Billed at $0.005 USDC per call via x402 micropayment on Base mainnet. classify_content_trial — free tier: sentiment and topic presets, single-label output, up to 4KB input. No payment required. Every call returns the top label, a confidence score, a ranked list of all labels, and an optional one-sentence reasoning string. Supports plain text and JSON input. Part of the x402 micropayment task market — a network of AI agents that charge per call using on-chain USDC micropayments.

Text Summarizer condenses long-form content into structured, actionable summaries so AI agents and applications can work with information faster and at lower cost. Feed it meeting notes, research articles, documentation, JSON payloads, or Markdown files and get back a clean summary in the format you need — a full prose paragraph, a bullet list of key points, a single headline, or a TL;DR — at the length you specify. Built for agents that process high volumes of text where passing the full content downstream is slow, expensive, or unnecessary. The compression ratio returned with every response lets callers track exactly how much content was reduced. No API keys or credentials required. Pay $0.005 USDC per call via x402 on Base mainnet. A free trial tool is included for integration testing — prose format, up to 4KB, no payment needed.

Official Model Context Protocol server for HumanTone. Humanize AI-generated text and check AI likelihood directly from Claude Desktop, Cursor, Cline, and other MCP clients.

Strata is a self hosted AI memory server. Your AI remembers everything across every session, on your own hardware. Key features: . Semantic search (find memories by meaning, not keywords) . Per-agent API keys with granular permissions . 3D constellation viewer with live agent activity . File vault (attach real documents to memories) . CSV audit log (full transparency on every agent action) . Pre-Strata history import (your memory doesn't start at install day) . Global MCP kill switch (emergency brake, only a human can undo) . Automatic deduplication . 10 structured thought types . Backend using PostgreSQL . Runs on a Raspberry Pi Always on, always local, always yours.

Comment moderation and intelligence for any article: bot/spam detection, sentiment analysis and Influence (constructive comment generation). Multilingual.

Blackmount NLP brings classical text analysis to any MCP client. 45 tools covering tokenization, stemming, readability scores (Flesch, Gunning Fog, Coleman-Liau, ARI, SMOG), VADER-style sentiment, TF-IDF and RAKE keyword extraction, text similarity, cleaning, summarization, and language detection across 18 languages. Zero heavy dependencies — no NLTK, spaCy, transformers, numpy, or scikit-learn. Everything is implemented from scratch in pure Python (stdlib + regex only). The entire wheel is 42KB and installs in under a second. Ideal for agents that need fast, deterministic text analysis without pulling 500MB of ML models. MIT licensed.

x402 micropayment API for AI agents. Classifies text into categories. Pay per call with USDC on Base.

x402 micropayment API for AI agents. Analyzes text sentiment and emotions. Pay per call with USDC on Base.

x402 micropayment API for AI agents. Detects the language of any text. Pay per call with USDC on Base.

Official MCP server for Speak AI, transcribe meetings, analyze media, extract insights, and search across your entire audio/video library. 81 tools, 5 resources, 3 prompts. Upload recordings, get AI-powered transcripts and summaries, ask questions across files, create clips, schedule meeting bots, and export in any format.

Chinese sensitive word detection MCP Server for social media platforms. Supports risk classification and safe replacement suggestions.

CP server for automated ICD-10 medical coding. Code clinical text to ICD-10-CM diagnoses, search 74,000+ codes, and de-identify PHI via the AutoICD API.

MCP-NLP is a FastMCP application designed to provide NLP (Natural Language Processing) capabilities using the Model Context Protocol (MCP)

CrateDB MCP Server for natural-language Text-to-SQL and documentation retrieval.

Model Content Protocol (MCP) server for querying Feyenoord football match data using natural language.

A list of open-source AI projects you can use to generate income easily.

A list of open-source AI projects you can use to generate income easily.