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Root-cause analysis for a PR or branch: classify feature vs bugfix, find the introducing commit (suspect set) or the blast radius.

Project description

culprit

Root-cause analysis for a pull request or branch.

culprit looks at a PR (or the current branch), decides whether it's a bugfix or a feature, then:

  • Bugfix → finds the commit that introduced the bug. It blames the lines the fix removed/changed at the base revision and ranks the commits that last touched them (the suspect set), then explains why it broke and whether the fix is complete.
  • Feature → maps the blast radius: who imports the changed modules, which tests cover them, and which touched files live in high-risk shared/core areas.

It is read-only — it never modifies your repo or the PR.

Why the split design

The deterministic git work (diff parsing, git blame / git log -L, the suspect set, the reverse-import map) lives in a plain Python engine that emits structured JSON. The only LLM step — the "why it broke" narrative — is isolated behind a ReasoningAdapter:

  • HarnessAdapter — used by the Claude Code skill. Returns the structured result + a markdown skeleton; the agent writes the narrative. No API key.
  • ClaudeAPIAdapter — used standalone. Calls the Claude API (claude-opus-4-8 by default, --fastclaude-sonnet-4-6).

Same engine, two frontends.

Install

pip install -e .            # engine + CLI
pip install -e ".[api]"     # + Claude API reasoning layer (anthropic SDK)

PR metadata uses the GitHub CLI when available: brew install gh && gh auth login. For public repos you don't even need ghrca --pr N falls back to the unauthenticated REST API (GitHub and GitLab) for metadata plus a read-only git fetch of the PR/MR head (set GITHUB_TOKEN / GITLAB_TOKEN to raise rate limits). With neither, culprit uses local git (base vs head) — fully offline, minus PR title/labels.

Any host, any language

  • Hosts: deep links (commit / PR / file) are generated for GitHub, GitLab, Bitbucket, and Gitea; the suspect-set + line-evolution timeline work on any git repo regardless of host. For a self-hosted forge the URL can't disambiguate, so set host = "gitlab" (or github/bitbucket/gitea) in .culprit.toml, or CULPRIT_HOST.
  • Languages: suspect/timeline are language-agnostic (pure git blame/log -L). Blast-radius + test-gap detect imports across JS/TS, Python, Go, Java/Kotlin, Ruby, C/C++, C#, PHP, Rust, Scala, Swift (quoted and bare/dotted import forms).

Usage

rca                      # current branch vs the configured base (or latest commit)
rca --last               # just the latest commit ("the change I just made")
rca --pr 16786           # a specific GitHub PR (uses the PR's own base)
rca --repo /path --base main
rca --mode api --fast    # standalone reasoning via the Claude API
rca --json               # structured result only
rca --html report.html --open   # self-contained visual report (timeline UI)

Visual HTML report

--html PATH writes a single self-contained HTML file (inline CSS/JS, data embedded, no CDN — opens offline, shareable, CI-attachable). For a bugfix it renders a line-evolution timeline: for each line the fix touched, every commit that ever changed those lines, from creation → … → the commit that broke it (red)the fix (green), each step expandable to its diff.

rca --pr 16889 --html rca.html --open                 # narrative via --mode api if key set
rca --pr 16889 --html rca.html --narrative-file why.md # embed a pre-written narrative

The timeline needs no API key. The "Analysis" prose comes from --narrative-file (e.g. written by the Claude Code /rca skill) or from --mode api.

The report also includes: a TL;DR banner naming the prime suspect and how long the bug lived before the fix; GitHub deep links on every commit / PR / file (derived from origin); weight bars ranking the suspects; expand/collapse-all and a per-file filter for the timeline; and a one-click copy-as-markdown to paste into the PR.

Choosing the base branch

The base differs per repo (main, master, develop, a long-lived release branch, …). Resolution order: --base <ref>CULPRIT_BASE env → .culprit.toml (base = "...") → the latest commit. The static HTML report is generated for one base (shown in the footer with a regenerate hint). For an interactive base picker, use serve mode:

rca serve --repo /path/to/repo     # opens http://127.0.0.1:8722

It launches a local web app (stdlib only — no extra deps) with a form: enter a PR/branch, pick the base from a dropdown (pre-filled from .culprit.toml, the repo's default branch, then all local/remote branches), choose classification + reasoning, and run a fresh analysis that renders the same visual report. The base picker repopulates when you point it at a different repo. Binds to localhost only.

Base branch

In local mode (no PR), culprit needs a base to diff against. Resolution order:

  1. --base <ref> on the CLI
  2. CULPRIT_BASE environment variable
  3. base = "..." in a .culprit.toml at the repo root
  4. otherwise the latest commit (HEAD~1)

So pin your repo's real base once and forget it:

# .culprit.toml
base = "origin/main"   # whatever your repo is actually cut from

--last always forces the latest-commit view regardless of config.

Tests

pip install -e ".[dev]" && pytest

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