The client challenge
The client needed a controlled integration between locally hosted AI models and existing coding, review and testing workflows.
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05 / 09CONFIDENTIAL CLIENT PROJECT
Local LLM Worker Integration
Integrating local AI models into practical developer workflows
Our solution
An integration layer connecting local language models with coding, review and testing tasks.
Key capabilities
- MCP-based local tooling
- Dedicated coding, review and test roles
- Ollama model integration interface
- Local health checks and structured responses
Delivered work
MCP server, role-specific worker tools, Ollama integration configuration, health checks and tool-call test structure.
Project value
An extensible connection between local models and everyday development tooling.