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Visual Intent Contract Orchestrator: freeze project slices, evolve capsules, verify intent contracts.

Project description

Nexu

AI Cost Tracking

PyPI Version Python License AI Cost Human Time Model

  • 🤖 LLM usage: $0.9408 (8 commits)
  • 👤 Human dev: ~$401 (4.0h @ $100/h, 30min dedup)

Generated on 2026-05-30 using openrouter/qwen/qwen3-coder-next


NexuVisual Intent Contract Orchestrator.

Nexu is a Python package and CLI for creating small, isolated project capsules from a large codebase. It helps you freeze a baseline, extract a slice of code/data/contracts, evolve that slice through multiple LLM or human iterations, and verify the result against formal intent contracts before promoting it back.

The core workflow is:

freeze → capsule create → plan → blueprint → iterate → runtime → export-prompt → verify → report → promote

Nexu is designed to work with Intract-style intent contracts, but it can run as a standalone prototype. The goal is not to make an LLM magically correct. The goal is to keep the LLM inside a small, versioned, contract-bound sandbox and detect when its output diverges from declared intent.

What changed in 0.5.0

The fifth iteration adds LLM orchestration and an MCP service:

  • capsule orchestrate creates an offline or optional LLM-assisted step-by-step capsule evolution plan,
  • orchestration writes orchestration.yaml, orchestration.md, orchestration-prompt.md and context YAML,
  • nexu mcp tools lists tools available to IDE/agent clients,
  • nexu mcp serve exposes Nexu operations through a conservative MCP-compatible stdio JSON-RPC service,
  • MCP promotion remains dry-run only and LLM network calls remain disabled unless explicitly allowed in nexu.yaml.

Why Nexu?

Long-running IDE prompting has a common failure mode:

large repo + vague task + many steps = context drift and hallucinated implementation

Nexu changes the operating model:

large repo
  ↓ freeze baseline
small capsule
  ↓ evolve only this capsule
verified result
  ↓ promote to the real project

Install locally

python -m venv .venv
. .venv/bin/activate
pip install -e .[dev]
nexu --help

First run

nexu init .
nexu freeze . --name baseline
nexu capsule create . --name menu-icons --domain menu --include "examples/frontend_view/src/**" --route /menu-icons
nexu capsule plan menu-icons --steps 10 --goal "Add preview, confidence and reason fields"
nexu capsule blueprint menu-icons --print
nexu capsule iterate menu-icons --steps 3 --goal "Add preview, confidence and reason fields"
nexu capsule runtime menu-icons
nexu capsule orchestrate menu-icons --steps 10 --goal "Add preview, confidence and reason fields"
nexu capsule export-prompt menu-icons
nexu capsule verify menu-icons
nexu capsule review menu-icons
nexu capsule report menu-icons
nexu capsule bundle menu-icons
nexu capsule diff menu-icons
nexu capsule drift menu-icons
nexu capsule promote menu-icons --dry-run

Important folders

src/nexu/       Python package
docs/           documentation
examples/       runnable example projects
tests/          unit tests

Documentation

Start here:

Main commands

nexu init .
nexu freeze . --name baseline
nexu capsule create . --name my-slice --include "src/my_module/**"
nexu capsule list
nexu capsule status my-slice
nexu capsule blueprint my-slice
nexu capsule iterate my-slice --steps 10 --goal "Evolve final screen"
nexu capsule orchestrate my-slice --steps 10 --goal "Evolve final screen"
nexu capsule export-prompt my-slice
nexu capsule diff my-slice
nexu capsule review my-slice
nexu capsule bundle my-slice
nexu capsule drift my-slice
nexu capsule verify my-slice
nexu capsule review my-slice
nexu capsule bundle my-slice
nexu capsule promote my-slice --dry-run
nexu mcp tools
nexu mcp serve --path .

License

Licensed under Apache-2.0.

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