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 PricingFree, FreemiumFreeFree
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
  • Multi-agent workflow with verification and self-healing
  • 50+ AI models auto-routed per agent
  • 1000+ OAuth2 app integrations
  • Seven breakable boxes covering OWASP Agentic Top-10 vulnerabilities
  • Three guided simulations for cascading failures, human-agent trust, and rogue agents
  • Network-isolated Docker containers for safe execution
  • Code-to-runtime reasoning across cloud, Git, and Kubernetes
  • Action-gate enforces read-only policy on every API call
  • Sandboxed JavaScript execution for concurrent research
Pros
  • Easy integration via MCP (works with Claude, Cursor, etc.)
  • Supports wide range of file formats and URLs
  • Replaces 10+ separate tools with one platform
  • Multi-agent orchestration saves time and context switching
  • Covers full OWASP Agentic Top-10 in a realistic manner
  • Docker isolation prevents accidental damage
  • Read-only by construction prevents accidental writes
  • Evidence-backed verification cross-checks every finding
Cons
  • Pro and Business plans are invite-only, limiting accessibility
  • Free tier has usage caps (20 messages/month)
  • Free tier limited to 5,000 credits per month
  • May have a learning curve for complex workflows
  • Requires Docker and technical setup
  • Not for production use; only for lab environments
  • Requires an LLM API key, incurring token costs
  • Limited to read-only operations, cannot remediate
Best For
  • Developers building AI agents with persistent memory
  • Teams needing RAG without managing vector databases
  • Marketing teams
  • Content creators
  • Security researchers focusing on AI agent vulnerabilities
  • Developers building MCP-based applications
  • Security engineers
  • DevOps teams

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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