ucp-gen 0.2.0

Generate Universal Context Packages (UCP) from real systems: GitHub issues and Jira tickets, with optional LLM enhancement.

ucp-gen

Generate Universal Context Packages from real systems. Two sources are supported — GitHub issues and Jira tickets — and one command turns an issue with its comments, history and links into a validated, provenance-backed .ucp.json. By default no LLM is involved: the structure alone already carries the facts, decisions and timeline.

pip install ucp-gen

# GitHub (GITHUB_TOKEN optional, raises the API rate limit)
ucp-gen github vercel/next.js#12345 -o task.ucp.json

# Jira (Cloud: email + API token; Server/DC: personal access token)
export JIRA_BASE_URL=https://yourco.atlassian.net
export JIRA_EMAIL=[e-mail]
export JIRA_API_TOKEN=...
ucp-gen jira PROJ-123 -o task.ucp.json

# canonical LLM rendering, capped at 1500 tokens
ucp-gen github owner/repo#42 --markdown --token-budget 1500

# include a "what changed since" diff (adds the ucp-temporal profile)
ucp-gen github owner/repo#42 --since 2026-06-01T00:00:00Z

Optional LLM enhancement (--llm)

Structure tells you what happened; it cannot tell you which of 200 comments contains the key insight. --llm adds that layer with a single call to any OpenAI-compatible endpoint (OpenAI, kie.ai, OpenRouter, a LiteLLM proxy, local Ollama):

export UCP_LLM_BASE_URL=https://api.kie.ai/v1   # any OpenAI-compatible URL
export UCP_LLM_API_KEY=...
export UCP_LLM_MODEL=gpt-4o-mini

ucp-gen github owner/repo#42 --llm -o task.ucp.json

What it changes: summary becomes a real synthesis of the whole thread (marked with confidence), comments the model flags as important get a salience boost, and decisions/conflicts stated in prose are extracted. Provenance survives: the model may only cite the source keys it was given — hallucinated citations are dropped, and every added claim still points at a real, hashed source. If the call fails, you get the structure-only package and a warning, never a broken one.

What the mapping does

GitHub	Jira	UCP
title / state / assignee	summary / status / assignee	entity
first meaningful paragraph	first meaningful paragraph	summary
state, milestone, labels, PR states, comment gists	status+resolution, priority, due date, fix versions, links, comment gists	must_know claims with salience
merged linked PRs	resolution	decisions (accepted)
"we decided" comments	"we decided" comments	decisions (proposed)
issue timeline	changelog	history, and context_diff with --since
—	"is blocked by" links	dependencies
linked PRs	links, parent, subtasks	related_objects
every cited issue / comment / PR	every cited ticket / comment	sources with URL + content hash

Every claim cites its sources; every source carries a sha256 content hash. The output always validates against the UCP schema before it is written — the generator will fail rather than emit an invalid package.

Feed the result to any UCP consumer, e.g. the reference MCP server:

pip install ucp-mcp
ucp-gen github owner/repo#42 -o ./contexts/task.ucp.json
ucp-mcp --dir ./contexts   # Cursor / Claude Code now sees the context

Development

pip install -e ".[dev]"
pytest

Part of the UCP reference toolchain (Apache 2.0).