Kit For AI

Kit For AI

Kit for AI provides document conversion, persistent memory, and knowledge-base tooling as a unified platform and API for AI agents and RAG pipelines — converting files and URLs to clean Markdown/JSON, enabling semantic search, citation-backed KB chat, and MCP-native memory integration.

Kit For AI is ai tools software teams evaluate for ai agents. Use this page to review pricing, integration signals, and the best alternatives before you commit.

Freemium API Enterprise 80/100
#446 in AI Agents (446 tools)
Added 1 month ago
Data reviewed Jul 16, 2026

Profile facts come from the vendor source. AiMatch labels unknown pricing or API details instead of estimating them.

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Quick Overview

Best for: AI Agents

What it does

AI Tools software for decision-makers comparing workflow fit and alternatives.

Best fit

AI Agents

Pricing snapshot

Freemium from $0

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Kit For AI

Kit for AI is a platform and API that converts files and web pages into clean, model-ready Markdown or JSON, provides persistent memory and knowledge bases for AI agents, and exposes those capabilities natively to MCP-compatible agents or via REST. It targets developers, ML engineers, and teams building RAG pipelines or agent workflows by removing the need to assemble and maintain a multi-service stack (vector DB, parser, embedder, reranker) and by providing conversion, embedding, semantic search, citation-backed KB chat, and memory primitives in one product.

The product emphasizes privacy and production readiness (private by default, encrypted at rest, isolated infrastructure, scoped API keys), supports batch processing and scheduled refreshes, and advertises startup-friendly onboarding with a free tier and REST/MCP integration options for immediate use.

The memory layer for AI agents Discussion | Link

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Key Features

Document conversion

Convert PDF, DOCX, XLSX, PPTX, CSV, HTML, images (OCR), plain text/Markdown and more into clean, chunked Markdown suitable for LLMs and RAG pipelines.

URL & web → Markdown

Fetch web pages (including JS-heavy and gated sites), strip nav/ads/footers, and return main content as clean Markdown with preserved tables and structure.

OCR & image extraction

Extract text from scanned documents and images (PNG/JPG/WebP) via OCR and convert results into searchable documents.

JSON extraction / schema shaping

On Pro, extract structured JSON shaped to your schema so documents map directly into typed fields for invoices, forms, and reports.

Knowledge bases & grounded chat

Create searchable KBs that the agent can query; KB chat returns cited answers with links to source passages and visual graphs of connected docs.

Persistent memory primitives

Remember, recall, and search over memories as MCP tools with versioning, near-duplicate deduplication, and memory usable mid-conversation.

Semantic search with reranking

Hybrid retrieval combining vector embeddings and full-text search, then reranking (in-house relevance scoring, Reciprocal Rank Fusion) to surface best passages.

MCP-native and REST integration

Works as MCP-native tools and via REST API — examples and MCP server configuration provided for quick agent wiring.

YouTube transcript ingestion

Convert YouTube links into transcripts that become searchable documents for KBs and allow cited Q&A over video content.

Batch processing and scheduling

Batch uploads (up to 25 mentioned), scheduled URL refresh to keep sources current, and per-key rate-limited API processing.

Privacy and security

Private by default: isolated infrastructure, encrypted-at-rest storage, hashed API keys, per-key rate limits, and project 'spaces' to isolate data.

Token-efficient retrieval

Targets up to 90% fewer tokens by pulling only relevant passages and returning compact cited results to reduce cost and latency.

Pricing

Free Tier Available

Freemium: $0 — includes 20 KB chat messages/month, 10 file/page conversions, 5 video transcripts, and 1 knowledge base.

Freemium

$0
  • Chat with your documents — 20 messages a month
  • Turn 10 files or web pages into clean text
  • Turn 5 videos into searchable notes
  • 1 knowledge base

Pro

Invite only
  • Chat with your documents — 1,500 messages a month
  • Convert 2,000 files or web pages
  • Turn 150 videos into searchable notes
  • 25 knowledge bases · 25 GB storage

Business

Invite only
  • Everything in Pro with higher limits
  • Chat with documents — 10,000 messages a month
  • Convert 20,000 files or web pages
  • Turn 1,000 videos into searchable notes

Use Cases

RAG pipelines

Convert document libraries into clean, chunk-ready Markdown or JSON to populate vector stores and support retrieval-augmented generation workflows.

AI agents with persistent memory

Give agents lasting memory and grounded knowledge they can call mid-conversation (remember/recall/search) to maintain user state and preferences.

Invoice, form, and field extraction

Extract typed JSON fields from scanned or digital documents and map them to custom schemas for automation and downstream processing (Pro feature).

Chat with videos and transcripts

Ingest YouTube videos to create searchable transcripts so agents can answer questions and cite specific parts of lectures, talks, or podcasts.

Fine-tuning and dataset creation

Turn structured Markdown or JSON outputs into clean training datasets and fine-tuning material for models.

Batch conversion at scale

Process many files and links in bulk via the API with per-key rate limits and produce consistent, model-ready outputs.

Integrations

MCP (Model Context Protocol)

Native MCP server integration so agents can call memory, conversion, and search tools mid-conversation.

REST API

Full REST API for conversion, memory, and search (examples and endpoints shown on the page).

Claude Code plugin

Plugin marketplace entry and installation example to wire Kit for AI into Claude and other MCP clients.

Multiple LLMs / models

Works with OpenAI, Claude, Gemini, Meta, Mistral, Perplexity, DeepSeek, Cohere, Grok, Qwen and other model providers as shown on the page.

Benefits

Unified API for conversion, memory, and retrieval reduces engineering overhead and removes the need to maintain a multi-service RAG stack.
Persistent memory and KBs make agents remember users and cite sources, improving trustworthiness and continuity.
Privacy-first architecture: encrypted-at-rest storage, isolated infrastructure, scoped API keys, and per-project spaces.
Token and latency savings through targeted retrieval and compact cited results (advertised up to 90% fewer tokens).
Fast onboarding for developers via REST, MCP server, and plugin examples; start free with no credit card required.

Limitations

Some advanced features (JSON extraction shaped to your schema) are explicitly marked as Pro-only.
Pro and Business tiers are invite-only, which may require requesting access for higher limits and enterprise features.
API usage is subject to per-minute and per-key rate limits and monthly quotas depending on plan.

Frequently Asked Questions

Which file formats are supported?
PDF, Word (DOCX), Excel (XLSX), PowerPoint (PPTX), CSV, HTML, images (PNG/JPG/WebP via OCR), and plain text or Markdown. Every format converts to clean Markdown, and on Pro you can extract structured JSON to your own schema.
Can I convert a web page or URL, not just a file?
Yes. Paste any URL and Kit for AI fetches the page, strips nav/ads/footers, and returns the main content as clean Markdown.
How is this faster than other tools?
Processed documents return instantly and never bill twice; paid plans get priority. The page attributes speed to their in-house retrieval recipe and prioritization.
What makes the output good for AI?
Documents are converted into clean, structured Markdown with headings, lists, and tables preserved and clutter removed so models receive only the relevant content.
Can I extract specific fields as JSON?
On Pro, choose JSON output and either let Kit for AI shape it or describe fields to map documents into typed fields (useful for invoices and forms).
Can my AI and my tools connect directly?
Yes — create a key from the dashboard and connect assistants, agents, and apps; the same account capabilities are available to connected AIs.
Can I process files in bulk?
Yes — send many files and links at once and get a clear result for each. If one file has a problem, the rest still finish. Batch up to 25 was mentioned.
How is my data handled and retained?
Files and knowledge stay private to your account, encrypted at rest, processed by in-house systems (not third-party AI), and deletions remove data with no shadow copies.
Is my data encrypted?
Yes. Uploaded documents are encrypted at rest, private to your account, and reachable only through authenticated requests; they are not publicly accessible.
What happens if I hit my plan limit?
Conversions are metered per month by plan, with per-minute rate limits on the API; you receive a clear message at limits and can upgrade in one click.

Getting Started

  1. 1 Step 1: Start a free account on kitforai.com (no credit card required).
  2. 2 Step 2: Create an API key from the dashboard and note scoped key usage and rate limits.
  3. 3 Step 3: Install or configure — use the MCP server (example URL https://kitforai.com/api/mcp), install the Claude Code plugin, or call the REST API endpoints shown on the site.
  4. 4 Step 4: Upload documents, paste URLs or YouTube links, or call the /memory or conversion endpoints to convert and ingest content into knowledge bases.
  5. 5 Step 5: Point your agent or model at the Kit for AI MCP server or REST API to enable memory, search, and KB-backed chat in your assistant.

Support

docs

Documentation and guides (site lists 'Documentation', 'Guides', 'Playground' and a full API reference).

blog

Product and implementation guides available on the Kit for AI blog.

playground

Playground and examples for testing conversions and integrations.

self-serve onboarding

Start free, create API keys, and self-configure agents via kitforai.com/llm-setup per the site.

API

Available: Yes
Documentation:

https://kitforai.com/llm-setup (site references an MCP server URL, API examples, and a full API reference)

Rate Limits:

Per-minute and per-key rate limits; conversions metered per month by plan (page mentions per-minute rate limits and per-key rate-limiting).

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