Retro

retro

Looks back over the last N days of session traces, recent merge requests, and CI pipelines to surface recurring patterns: skills whose success rate slipped, review feedback that keeps coming back, flaky jobs. The output is a user-facing report with suggestions — the skill never files tickets, never edits other skills, and never opens MRs.

When to use

• At a weekly or bi-weekly retro, to anchor the conversation in

evidence instead of anecdote.

• When a skill seems unreliable and you want to quantify the failure

shape before rewriting it.

• Before an upgrade, to see which tool calls are most at risk if

something changes.

Procedure

1. Pick the window

• --days 7 (default). Collect traces from the last N calendar days

under /.devboy/sessions// where ` is either the repo root (default) or ~/.devboy/ when --global` is passed.

• If fewer than two days of data exist, warn on stderr — retros over

a tiny window are noisy.

2. Begin the trace

result=$(devboy trace begin --skill retro)
SESSION_DIR=$(echo "$result" | jq -r .session_dir)
SESSION_ID=$(echo "$result" | jq -r .session_id)

Emit a decision event recording the window and the scope.

3. Aggregate per-skill session stats

Walk every ///meta.json in the window — the trace subsystem nests each session one level below /. Per skill, aggregate across all its session directories: total runs, success / failure / aborted counts, total tool_calls, total errors, total duration, average duration, and the most common summary strings for failing runs.

Additionally, read each failing session's trace.jsonl to find retry loops — sequences of verify events with ok: false followed by more tool_call attempts. A skill with many retry loops is a skill that could benefit from a stronger precondition check; record the ratio retried / total_failures per skill.

Emit one note event per skill containing the aggregate numbers so future retros have a stable trail.

4. Cross-reference CI history

For every merged MR in the window:

devboy tools call get_merge_requests '{"state":"merged","limit":100}'

Filter the result to merge timestamps inside the window, then for the first ~20 call:

devboy tools call get_pipeline \
  '{"mrKey":"mr#482","includeFailedLogs":true}'

Collect failing-job frequency keyed by job name. For the top three failing jobs, call get_job_logs in search mode to pull the most common error signature:

devboy tools call get_job_logs \
  '{"jobId":"","pattern":"error|fail|panic","context":2,"maxMatches":10}'

Keep only the error shapes that repeat across multiple runs — a single broken job is signal for the developer, not a pattern.

5. Cross-reference review feedback

For the same merged MRs:

devboy tools call get_merge_request_discussions \
  '{"key":"mr#482","limit":50}'

Group the discussion bodies by naïve keyword bucket (type-safety, error-handling, testing, naming, i18n, performance, security). Count how often each bucket appears across MRs. The top three buckets go into the report.

6. Produce the report

Markdown to stdout:

# Retro — last 7 days

## Skills with degraded success rate
- solve-issue — 6/10 success (was 9/10 the previous week);
  60% of failures retry more than twice; top summary:
  "gitlab returned 429".

## Frequent review feedback
- testing (mentioned in 9 MRs)
- error-handling (mentioned in 5 MRs)
- type-safety (mentioned in 4 MRs)

## Flaky CI signal
- integration::auth — 5/20 runs failed with "connection refused"
- clippy — 3/20 runs failed with "-D warnings" on a single rule

## Suggestions
- Add a 429 back-off to the get_issues call inside solve-issue.
- Update review-mr's checklist to call out type-safety explicitly.
- Investigate integration::auth — likely a race on the test fixture.

Omit sections with no entries. Keep the report tight; two screens of text at most.

7. End the trace

devboy trace end \
  --session-dir "$SESSION_DIR" --session-id "$SESSION_ID" \
  --skill retro \
  --outcome "$OUTCOME" \
  --summary " sessions,  MRs,  jobs analysed"

Success criteria

• The report is driven entirely by numbers pulled from traces, MR

history, and pipeline data — no hand-waving.

• Every suggestion points at a concrete skill, job, or feedback

bucket.

• The skill is idempotent: running it twice over the same window

produces the same report (modulo clock drift in timestamps).

Guardrails

• Never auto-create issues, never edit a SKILL.md, never post a

comment. The suggestions are text for a human to read.

• Redacted trace payloads (`, `)

are treated as opaque. Count them, do not try to un-redact them.

• If get_pipeline or get_merge_request_discussions fails, note

the degradation in the report ("CI section omitted — pipeline lookup failed") rather than pretending everything is fine.

Non-goals

• Does not compare across projects or repositories.
• Does not score individual developers; retros look at skills and

systems, not people.

• Does not overlap with daily-report — that is a single-day

summary, this one is a multi-day pattern detector.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: meteora-pro
• Source: meteora-pro/devboy-tools
• License: Apache-2.0
• Homepage: https://meteora-pro.github.io/devboy-tools/

Install and usage instructions live in the source repository linked above.