Memory and knowledge layer for MCP agents, RAG, and AI applications. It helps modern teams and builders streamline developer tools workflows with practical AI capabilities, integrations, and repeatable automation for everyday work.
Persistent agent memory
Hybrid semantic and keyword retrieval
MCP and REST interfaces
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About
Kit for AI is a memory and knowledge layer for AI agents and applications. It turns files, URLs, videos, and other sources into searchable context so agents can retrieve relevant information without repeatedly passing entire documents into prompts.\n\nDevelopers can upload documents, process web pages and videos, create knowledge bases, search semantically, and connect these capabilities to MCP-compatible clients. The workflow is useful for RAG systems, agent memory, internal knowledge tools, and document-heavy automation.\n\nKit for AI combines conversion, hybrid retrieval, persistent memory, MCP access, and REST interfaces in one service. Current plans include a free tier, while paid Pro and Business tiers are shown as invite-only rather than fixed public prices.\n\nFor FutureStack, Kit for AI belongs in Developer Tools because its core job is giving AI applications persistent, grounded context. It is best for developers building agents and RAG workflows. Buyers should confirm quotas, invite availability, storage, API limits, and supported formats.
The workflow is designed for practical use, helping users reduce repetitive work, move faster, and keep important context closer to the task. Its value depends on the product capabilities, connected data, and the way teams configure the workflow.
For buyers, the most important considerations are current features, integrations, usage limits, output quality, security, and pricing. AI products change quickly, so the official product documentation and pricing page should be used for final purchasing decisions.
This makes the tool useful for modern builders and teams that want practical AI assistance without adding unnecessary workflow complexity. Review the current product documentation for supported features and limits before relying on it for important production work.
Use Cases
AI Coding
Use AI to write, refactor, debug, test, and review software across real development projects.
Codebase Automation
Automate repetitive repository tasks and multi-file changes while keeping developers in control.
Developer Productivity
Reduce manual coding work with agents, code completion, integrations, and development automation.
Build AI Workflows
Connect models, tools, APIs, and development environments into repeatable engineering workflows.
Key Features
Persistent agent memory
Hybrid semantic and keyword retrieval
MCP and REST interfaces
Document and URL conversion with structured output
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Explore with AI
Pricing summary
Kit for AI has a free tier and invite only paid plans. The free tier provides limited document, video, and knowledge base capacity, while paid tiers increase usage substantially.
Pricing & Plans
Freemium
Start with core memory and document workflows.
Free
20 chat messages monthly
10 file or URL conversions
5 video conversions
1 knowledge base
Popular
Pro
Higher capacity for production agent workflows.
Custom
1,500 chat messages monthly
2,000 file or URL conversions
150 video conversions
25 knowledge bases
Business
Higher volume knowledge workflows for organizations.
Custom
10,000 chat messages monthly
20,000 file or URL conversions
1,000 video conversions
Expanded knowledge capacity
Other pricing notes
The Pro and Business tiers are currently shown as invite only rather than public fixed prices.
Buyers should confirm access, quotas, storage, API limits, and commercial terms before production use.