AI Agent

Kit for AI

Kit for AI provides persistent memory and document conversion for AI agents via MCP and REST, enabling agents to remember, search, and cite knowledge from any file or URL.

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Kit for AI

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What is Kit for AI?

Kit for AI is a memory layer and document conversion platform that gives AI agents persistent memory and grounded knowledge from documents, URLs, and videos, using MCP-native tools and a single API.

Kit for AI vs Similar AI Tools

Pricing ModelFree, Freemium, Custom PricingFreeFree, Free TrialFree, Paid
Free Credits
Key Features
  • Document conversion (PDF, Word, Excel, PPT, CSV, HTML, images) to Markdown/JSON
  • URL to Markdown extraction (strips nav, ads, footers)
  • OCR for scanned documents and images
  • On-device text extraction from screen without saving screenshots
  • Semantic search by meaning, not just keywords
  • Commitment detection with due-date reminders
  • Plain English strategy description
  • Real historical market data
  • Models slippage, stops, and fills
  • Scans skills and MCP servers against ATR rules before loading
  • Real-time runtime protection against prompt injection and hijacks
  • Signed audit-ready evidence for compliance (EU AI Act, NYDFS, DORA)
Pros
  • Easy integration via MCP (works with Claude, Cursor, etc.)
  • Supports wide range of file formats and URLs
  • Fully on-device processing ensures complete privacy
  • Free and open source with no subscription
  • Easy natural language interface
  • Realistic backtesting with slippage and funding
  • Open source with MIT license
  • Real-time detection and prevention
Cons
  • Pro and Business plans are invite-only, limiting accessibility
  • Free tier has usage caps (20 messages/month)
  • Mac-only, requires macOS 15+ and Apple Silicon
  • Permission re-authorization needed after updates (macOS limitation)
  • Limited free trial (250 calls, 30 days)
  • Usage beyond trial requires contacting support
  • Enterprise features require paid tiers
  • Setup may require technical expertise
Best For
  • Developers building AI agents with persistent memory
  • Teams needing RAG without managing vector databases
  • Individuals who want to remember everything they see on their Mac
  • Professionals and students needing to track commitments and changes
  • Crypto traders
  • Quantitative researchers
  • Developers building and deploying AI agents
  • Enterprises needing audit-ready AI security

How to use Kit for AI?

  1. 1Sign up for a free account at kitforai.com and get your API key.
  2. 2Convert any file, URL, or YouTube video to clean Markdown or structured JSON.
  3. 3Create knowledge bases to group documents for searchable, cited answers.
  4. 4Connect your AI agent via the MCP server (one command) or REST API.
  5. 5Use memory tools (remember/recall/search) for persistent agent memory.

Kit for AI Key Features

  • Document conversion (PDF, Word, Excel, PPT, CSV, HTML, images) to Markdown/JSON
  • URL to Markdown extraction (strips nav, ads, footers)
  • OCR for scanned documents and images
  • JSON extraction with custom schema
  • Knowledge bases with cited answers and feedback corrections
  • Semantic search (hybrid vector + keyword + reranking)
  • MCP server for direct agent integration (Claude, Cursor, etc.)
  • Persistent memory (remember/recall/search as MCP tools)
  • Chat with YouTube videos (transcript to searchable doc)
  • Up to 90% fewer tokens via targeted retrieval
  • Private by default (encrypted at rest, no training data use)

Kit for AI Use Cases

  • RAG pipelines requiring clean, chunk-ready Markdown
  • AI agents needing persistent memory and grounded knowledge
  • Invoice and form extraction with structured JSON output
  • Fine-tuning dataset creation from document libraries
  • Internal knowledge bases for searchable, answerable content
  • Batch document processing via API at scale

Kit for AI Pricing & Free Credits

Kit for AI currently operates on a Free, Freemium, Custom Pricing model.

Free Tier

Freemium

$0

20 chat messages/month, 10 files/web conversions, 5 video notes, 1 knowledge base

Paid Plans

Pro

Invite only

1,500 messages, 2,000 files, 150 videos, 25 KBs, 25 GB storage

Business

Invite only

10,000 messages, 20,000 files, 1,000 videos, higher limits

Freemium

$0

20 chat messages/month, 10 files/web conversions, 5 video notes, 1 knowledge base

Pro

Invite only

1,500 messages, 2,000 files, 150 videos, 25 KBs, 25 GB storage

Business

Invite only

10,000 messages, 20,000 files, 1,000 videos, higher limits

Kit for AI Pros & Cons

Pros

  • Easy integration via MCP (works with Claude, Cursor, etc.)
  • Supports wide range of file formats and URLs
  • Persistent memory eliminates goldfish-memory problem for agents
  • Semantic search with hybrid retrieval provides accurate results
  • Private by default with encryption and no data sharing

Cons

  • Pro and Business plans are invite-only, limiting accessibility
  • Free tier has usage caps (20 messages/month)
  • No self-hosted option (cloud-only)
  • Pricing for paid tiers not transparent

What is Kit for AI best for?

  • Developers building AI agents with persistent memory
  • Teams needing RAG without managing vector databases
  • Anyone converting documents to clean Markdown for LLMs

Kit for AI FAQ

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