Metabase mutation-testing

Run mutation testing on a Clojure namespace, generate tests to kill surviving mutations, and open draft PRs with Linear issue tracking.

install
source · Clone the upstream repo
git clone https://github.com/metabase/metabase
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/metabase/metabase "$T" && mkdir -p ~/.claude/skills && cp -r "$T/.claude/skills/mutation-testing" ~/.claude/skills/metabase-metabase-mutation-testing && rm -rf "$T"
manifest: .claude/skills/mutation-testing/SKILL.md
source content

Mutation Testing Skill

This skill runs mutation testing end-to-end: generates a coverage report, groups functions, shells out to

claude -p
to write tests, verifies mutations are killed, and creates draft PRs with Linear issues.

Prerequisites

  • A running nREPL connected to the Metabase dev environment
  • LINEAR_API_KEY
    environment variable set with a valid Linear personal API key
  • gh
    CLI authenticated with GitHub
  • claude
    CLI available on PATH

Reference Files

  • dev/src/dev/coverage.clj
    — mutation testing engine (generates reports, runs mutations)
  • dev/src/dev/mutation_testing.clj
    — orchestration, Linear API, PR helpers

Invocation

The argument is a Clojure namespace, optionally followed by a base branch:

/mutation-testing metabase.lib.order-by
/mutation-testing metabase.lib.order-by --base-branch release-x.52.x
/mutation-testing metabase.lib.order-by --project-id abc-123
/mutation-testing metabase.lib.order-by --base-branch release-x.52.x --project-id abc-123
  • --base-branch
    : defaults to the value in config (set via
    set-config!
    ), or
    "master"
    if not configured.
  • --project-id
    : if provided, issues are added to this existing Linear project instead of creating a new one.

Steps

1. Parse arguments

Parse

$ARGUMENTS
to extract:

  • namespace (required) — the first positional argument
  • --base-branch
    (optional) — if present, the next argument is the base branch name
  • --project-id
    (optional) — if present, the next argument is an existing Linear project ID

2. Load and configure

(require '[dev.mutation-testing :as mut-test] :reload)
(require '[dev.coverage :as cov] :reload)

If this is the first invocation (or the REPL was restarted), set up the Linear team:

(mut-test/list-teams!)
(mut-test/set-config! {:team-id "<id>"})

3. Run

(mut-test/run! '<target-ns>)
;; Or with options:
(mut-test/run! '<target-ns> {:base-branch "release-x.52.x"})
(mut-test/run! '<target-ns> {:project-id "abc-123"})
(mut-test/run! '<target-ns> {:base-branch "release-x.52.x" :project-id "abc-123"})

Pass the opts map with

:base-branch
and/or
:project-id
if those flags were provided in the arguments.

This will:

  1. Generate a baseline mutation testing report
  2. Create a Linear project for the namespace
  3. Group functions by coverage relationships
  4. For each group: create branch → invoke Claude to write tests → verify → retry if needed → commit & push → create Linear issue → create draft PR
  5. Print a summary with PR links

4. Handle failures

If a group fails mid-processing,

run!
catches the error and continues to the next group. To retry a single group manually:

;; Get the parsed namespace info
(def parsed (mut-test/parse-namespace '<target-ns>))

;; Run coverage to get the data
(def coverage-results (cov/test-namespace (:target-ns parsed) [(:test-ns parsed)]))

;; Group and find the one you want
(def groups (mut-test/group-functions coverage-results))

;; Process just that group
(mut-test/process-group! parsed (nth groups <index>))

5. Verify the prompt (dry run)

To inspect what Claude will see without invoking it:

(def parsed (mut-test/parse-namespace '<target-ns>))
(def coverage-results (cov/test-namespace (:target-ns parsed) [(:test-ns parsed)]))
(def groups (mut-test/group-functions coverage-results))
(println (mut-test/build-test-prompt
           (merge (select-keys parsed [:target-ns :test-ns :source-path :test-path])
                  (select-keys (first groups) [:fn-names :mutations]))))

Configuration

  • Team ID: Set once per REPL session via
    (mut-test/list-teams!)
    and
    (mut-test/set-config! {:team-id "..."})
  • Project ID: Set automatically when
    run!
    calls
    create-project-for-namespace!
  • Base Branch: Defaults to
    "master"
    . Override via
    (mut-test/set-config! {:base-branch "release-x.52.x"})
    or pass
    {:base-branch "..."}
    as the second arg to
    run!
  • Project ID: If set (via
    set-config!
    or
    run!
    opts),
    run!
    reuses the existing Linear project instead of creating a new one