Claude MarketplacesSubmit
musaddiquehussainlabs avatar

Mhlabs Mcp Tools

musaddiquehussainlabs/mhlabs_mcp_tools

Built on FastMCP, this server exposes text preprocessing and NLP operations as MCP tools. You get 30+ preprocessing functions like removing URLs, converting emojis to words, expanding contractions, and stemming, plus spaCy-based components for tokenization, POS tagging, NER, and dependency parsing. It runs over stdio by default for Claude Desktop integration, or you can spin it up with HTTP transport for web deployments. The factory pattern makes it straightforward to load services by domain. Reach for this when you need to clean messy text or extract linguistic features before feeding content to an LLM, especially if you're building workflows that need reproducible text normalization steps.

tool
1
transport
STDIO
last updated
Nov 22, 2025
View on GitHub

Tools

1 tools

Public tool metadata for what this MCP can expose to an agent.

textprep.expand_contractionExpands contractions in input text, as shown in the README's Python client example.

Expands contractions in input text, as shown in the README's Python client example.

No parameter schema in public metadata yet.

Sponsors

Promote your product hereReach 125k+ visitors monthlyPromote your product hereReach 125k+ visitors monthlyAgent CaffeineSponsoredClose your lid, come back to finished workSnugSponsoredThe clipboard manager for the AI eraPromote your product hereReach 125k+ visitors monthlyWaxSponsoredBlock anything with supervision, without erasing your iPhonePromote your product hereReach 125k+ visitors monthlyknobsSponsoredSee your site on any phone, any day, in any language

Readme

mhlabs-mcp-tools

mcp-name: io.github.MusaddiqueHussainLabs/mhlabs_mcp_tools

🧠 mhlabs-mcp-tools

mhlabs-mcp-tools is a Modular MCP Tools Server built using FastMCP.
It provides an extendable AI tool ecosystem organized into functional categories (Text Preprocessing, NLP Components, Document Analysis, etc.) that can be dynamically loaded and served through MCP (Model Context Protocol) via STDIO transport.

This project is part of the MHLabs AI Agentic Ecosystem, designed to work with mhlabs-mcp-server, mhlabs-mcp-agents, and downstream A2A agent frameworks.

Features

View the full README on GitHub

Details

Repository
github.com/musaddiquehussainlabs/mhlabs_mcp_tools
Category
Documents & Knowledge
Package
mhlabs-mcp-tools
Transport
STDIO
Registry
MCP registry, active

Related Documents & Knowledge MCP servers

View all
1obrandon avataradhistory: Google Ads, reviews, jobs, PDFsobrandon/adhistory-mcpCompetitor Google ads, app reviews, job boards, PDF tables/invoices, email checks via Apify0stars
2ocr-software avatarocr-software.com OCRocr-software/ocr-software-mcpRead PDFs and images with ocr-software.com: page count, job, text, Markdown, JSON, hOCR.0stars
3officialdropspot avatarDrop Spotofficialdropspot/dropspot-mcpPasswordless client document intake, checklist tracking, and 1-click file reviews for Drop Spot.0stars
4olaverse-labs avatarOlaverse Labolaverse-labs/olaverse-mcpDocument extraction with calibrated confidence, decisions, language ID in 608 languages, diacritics.0stars
5onetrueclaude-creator avatarHebbian Vaultonetrueclaude-creator/hebbian-vaultUsage-adaptive Obsidian vault search: Hebbian + PageRank + BM25 hybrid ranking.0stars
6onetrueclaude-creator avatarMcp Curiosity Engineonetrueclaude-creator/mcp-curiosity-engineSurface the notes you forgot you wrote — DMN replay for markdown vaults.0stars