Tool Shed

Give your AI agents tools to work

Connect AI to every system in your enterprise securely

Your AI agents are smart. But they can’t act because they can’t connect to your critical business systems. Legacy databases, mainframes, APIs, and operational tools are beyond their reach.

Kamiwaza’s Tool Shed turns every system into an AI callable capability. Using the secure model control protocol (MCP), Tool Shed allows your AI agents to finally interact with your enterprise, automating real work without moving your data.

Your AI is smart, but powerless

AI agents excel at reasoning. But they fail at execution because they’re disconnected from the systems where work actually happens. Traditional integration is the roadblock.

  • Too slow and expensive — Building custom connectors for every system takes months and a significant budget.
  • Too rigid — Traditional APIs are brittle. They break with system changes, requiring constant maintenance.
  • Too risky — Cloud based integration forces you to move sensitive data. This creates major security and compliance vulnerabilities.
  • Requires niche skills — Building and maintaining these connections often requires specialized talent your teams don’t have.

Your AI remains isolated, unable to deliver its full potential.

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Turn systems into secure, AI ready tools

Tool Shed is Kamiwaza’s revolutionary approach to AI native system integration. It’s a catalog of secure connectors that transform your infrastructure into intelligent tools your AI agents can use.

Discover & connect instantly

Browse our growing catalog of pre-built MCP tools for common enterprise systems. Tool Shed automatically maps AI agent intentions to the right system capability.

Intelligent, context-aware action

AI agents don’t just call a tool. They invoke it with context. Tools understand the why behind the request, enabling sophisticated interactions even with legacy systems. Mainframes become as accessible as modern APIs.

Securely process data in place

Tool Shed connectors operate where your data lives. On premises, in your private cloud, and even in air gapped environments. Your data never moves, ensuring 100% security and compliance.

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AI native integration in action

  1. AI agent needs to act — An agent determines it needs to query inventory in your legacy ERP.
  2. Tool shed finds the capability — The agent asks Tool Shed for an “inventory check.” Tool Shed maps this intent to the appropriate ERP connector tool.
  3. Secure invocation via MCP — The agent securely calls the tool using the model control protocol, passing necessary context.
  4. Tool executes in place — The ERP connector tool runs within your secure perimeter, queries the ERP directly, and retrieves the inventory level.
  5. Result returned to agent — The tool securely passes the result back to the AI agent, which continues its workflow.

Get results, not just software

Start building today, scale to enterprise tomorrow with guaranteed outcomes every step of the way

Community Edition

$00 /forever /month

Flex Edition

$25,0008 / year /month

Starter Edition

$75,00016 / year /month

Enterprise Edition

$125,000149 / year /month

Community Edition

Flex Edition

Starter Edition

Enterprise Edition

Core Platform

Distributed Data Engine
Locality-aware data operations for RAG
Inference Mesh
Scalable inference across environments
Local Model Repository
API-accessible model management and deployment
Data Catalog
Easy ingestion from files/objects with credential management

Developer Tools

Embeddings Middleware
Model-aware chunking with automatic offset tracking
Vector Database Access
Seamless integration with byte-range retrieval
Cluster Awareness
Develop on Mac, deploy on Linux clusters
React UI
Ready-to-use interface for platform management

APIs & Integration

REST APIs
Comprehensive API suite for custom development
Jupyter Environment
Pre-configured with sample notebooks
Developer Middleware
Data ingestion, retrieval, and model deployment tools
Loose Coupling
Abstracted, fungible architecture for flexibility

Deployment

Integrated Stack
Full Kamiwaza platform with llamacpp/vLLM engine
Pre-Evaluated Components
Tested versions of Datahub and dependencies
Nodes
Number of cluster nodes
1
3
3
3
CPUs/GPUs
Number of CPU/GPU Sockets
1
+1
3
3
VRAM
Maximum VRAM per GPU
-
128GB
500GB
Unlimited

Enterprise Capabilities

Distributed Processing
Intelligent workload orchestration across nodes
-
Advanced Security Controls
Enterprise-grade access management
-
Production Deployment
Battle-tested for business-critical applications
-
Professional Support
Priority technical assistance
-

Outcome-Based Support

Guaranteed Outcomes Per Year
Expert-guided implementation of high-value AI solution
-
1
4
12
Dedicated Implementation Support
Work directly with Kamiwaza engineers
-
Solution Design & Optimization
Custom AI workflow development
-
Quarterly Reviews
Regular assessment of value delivered
-
Monthly Reviews
Regular assessment and optimization
-
-
-
Dedicated Outcomes Architect
Assigned strategic implementation partner
-
-
-
Priority Engineering Access
Direct line to technical experts
-
-
-
Strategic Transformation Planning
Long-term AI roadmap development
-
-
-

Connectors for your entire enterprise

Tool Shed offers pre built and customizable tools across key categories:

Model enhancement — Fine tuning services, model evaluation, performance optimization.

Data processing — ETL pipelines, data preprocessing and validation, document parsing (DocParse), multi-site RAG implementation.

Monitoring and analytics — Performance metrics collection, advanced logging and alerting, and compliance reporting.

Utility services — Tools for system operations, development assistance (DevBuddy), and specific platform integrations (like Notion).

Legacy and business systems — Connectors for mainframes, AS/400, databases, ERPs, CRMs, finance, and HR systems.


Why choose Tool Shed?

Accelerate AI features — Deploy AI agents that perform real work in days, not months.

Optimize costs — Intelligently route tasks to the most efficient system or tool.

Zero data movement — Tools operate securely within your environment. Compliance is built in.

Built in governance — Enforce policies and maintain complete audit trails for every tool invocation.

Empower existing teams — Works with your current IT staff. No specialized AI talent is needed.

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Make every system AI accessible

Stop letting integration challenges block your AI initiatives. Explore the Tool Shed and see how easy it is to connect your AI agents to your real business systems.