Visual Intent Contract Orchestrator: freeze project slices, evolve capsules, verify intent contracts.
Project description
Nexu
AI Cost Tracking
- 🤖 LLM usage: $1.9307 (14 commits)
- 👤 Human dev: ~$638 (6.4h @ $100/h, 30min dedup)
Generated on 2026-05-31 using openrouter/qwen/qwen3-coder-next
Nexu — Visual 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 orchestratecreates an offline or optional LLM-assisted step-by-step capsule evolution plan,- orchestration writes
orchestration.yaml,orchestration.md,orchestration-prompt.mdand context YAML, nexu mcp toolslists tools available to IDE/agent clients,nexu mcp serveexposes 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
Key Features Added Recently
- Secure Workspace Promotion: Support for applying capsule changes to the source workspace via the
nexu capsule promote --applycommand (and via thenexu_capsule_promote_applyMCP tool). - Dynamic Intract Policy Engine Integration: Runs the actual sibling
intractpackage validations (including AST verification and contract compliance) during the capsuleverifystep to guarantee correctness. - Web App Dashboard Evolution Example: Fully details multi-stage sandbox visualization and evolution under
examples/web_app_dashboard. - Web App Calculator Mock Example: Compares a simple arithmetic layout (S0) and a scientific layout (S2) under
examples/web_app_calculator(evolving thecalccapsule). - Web App Database Analytics Example: Showcases transition from raw SQL/NoSQL table logs to glassmorphic visual charts under
examples/web_app_analytics.
Important folders
src/nexu/ Python package
docs/ documentation
examples/ runnable example projects
tests/ unit tests
Documentation
Start here:
- Docs index
- New Project Web Integration Guide
- Calculator UI & Shell Evolution Guide
- Database Analytics Dashboard Evolution Guide
- OpenRouter Real-Time Integration Guide
- Getting started
- Architecture
- Commands
- Capsule format
- Intent contracts
- Verification model
- LLM review and handoff
- LLM orchestration
- MCP service
- Examples
- Roadmap
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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