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Find related issues across a YouTrack instance using self-hosted Ollama embeddings + local structural signals.

Project description

Related Issue Finder (yt-issue-reviewer)

A run-on-demand CLI that helps a team lead find related issues across a YouTrack instance — probable duplicates, issues about the same feature/root cause, and issues with overlapping subject matter worded differently — so they can be merged, recognized, and consolidated.

Privacy & boundaries (non-negotiable)

  • Read-only against YouTrack. This tool never links, merges, tags, or closes issues.
  • Self-hosted Ollama only for embeddings and optional labels. Issue content never leaves infrastructure you control; there is no third-party hosted-AI fallback.
  • All YouTrack access goes through the youtrack_cli package (the yt CLI).

How it works

  1. Ingest issues via yt and cache them locally in SQLite (Datasette-friendly).
  2. Embed title+description via Ollama, caching vectors on (issue_id, content_hash, model) so unchanged issues are never re-embedded.
  3. Score relatedness = weighted blend of semantic cosine similarity + local structural signals (shared tags, reporter overlap, temporal proximity).
  4. Group high-scoring pairs into ranked groups (existing YouTrack links excluded).
  5. Report ranked groups with human-readable evidence; optionally add a flag-gated, generated one-line label per group.

Quickstart

uv sync
uv run yt-issue-reviewer doctor --ollama-host http://<host>:11434
uv run yt-issue-reviewer analyze --project PROJ --state open --min-score 0.6 --db ./yir.db
uv run yt-issue-reviewer show --db ./yir.db      # re-display a stored run, offline
datasette ./yir.db                                # browse results externally

Prerequisites: uv, an authenticated youtrack-cli, and a reachable self-hosted Ollama with nomic-embed-text pulled. Full walkthrough in docs/quickstart.md.

Documentation

Doc What it covers
Installation Prerequisites and install
Quickstart Zero → first analysis
CLI reference Every command, flag, and exit code
Configuration Env vars + config.toml with defaults
Architecture The hybrid scoring pipeline
Privacy & security What leaves your infra (nothing)
Releasing Tag-driven PyPI release process
Contributing The just check gate and PR workflow

The full spec, plan, and contracts live under specs/001-related-issue-finder/.

Development

just --list      # all developer recipes
just check       # the exact CI gate: ruff, ruff format, ty, pytest, zizmor

See CONTRIBUTING.md. Licensed under the MIT License.

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