Library / Framework · Python

la-caja-mcp

deviceargent@deviceargent · Atlas 52.7 · #36= builder

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What it is

la-caja-mcp is a Python library that implements a deterministic agent-agent-human debate protocol and provides MCP servers for sharing La Caja contextual memory, plus a cross-platform installer for configuring MCP agents.

Scored at0bf0a7c10 Nov 2026Changes since

Merit describes the code at this commit. Later pushes count once the owner rescans. How merit is scored

Where it counts

AI Agents90%
NLP & LLMs15%
MLOps15%
Machine Learning5%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

What the judge found

Read from the project's code at its scored commit.

Strengths4

Well-defined deterministic debate protocol with clear state machine
Comprehensive test suite covering installer, protocol, and MCP integrations
Cross‑platform installer that auto‑configures five different MCP agents
Clear documentation and validation examples with real LLMs

Limitations

The owner keeps this project's limitations private.

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