auditing-experiments-flags

Files (6)

• SKILL.md
• experiment-checks.md · references/
• finding-taxonomy.md · references/
• flag-checks.md · references/
• remediation-actions.md · references/
• synthesis-patterns.md · references/

SKILL.md (first lines)

# Auditing experiments and feature flags

This skill teaches you how to run configuration audits on experiments and feature flags.
All checks use the experiment and feature flag read tools (`experiment-get`, `experiment-list`, `feature-flag-get-definition`, `feature-flag-get-all`) — no SQL queries are needed for Phase 1 checks.

## Usage modes

### Quick check (single entity)

When the user asks about a specific experiment or flag:

1. Fetch the entity via `experiment-get` (experiment ID) or `feature-flag-get-definition` (numeric flag ID).
2. Apply the relevant checks from [experiment checks](./references/experiment-checks.md) or [flag checks](./references/flag-checks.md).
3. Report findings inline as markdown, grouped by severity (CRITICAL first, then WARNING, then INFO).
4. Include entity links as `[Experiment: name](/experiments/id)` or `[Flag: key](/feature_flags/id)`.

### Scoped audit (one domain)

When the user asks to audit all experiments or all flags:

1. Bulk-fetch via `experiment-list` or `feature-flag-get-all`.
2. Run all checks for that domain against each entity.
3. Group findings by severity, then by entity.
4. Report as inline markdown.

### Full audit (comprehensive)

When the user asks for a comprehensive audit of both experiments and flags:

1. Fetch all experiments via `experiment-list` and all flags via `feature-flag-get-all`.
2. Run all experiment checks and all flag checks.
3. Apply [recurring patterns](./references/synthesis-patterns.md) to identify patterns across multiple findings.
4. If there are more than 5 entities with findings, write them to a notebook for easier navigation. Otherwise report inline. Create the notebook from the project's own notebook tools. Run `search notebooks?-` to load them and read the titles.

## Output format

For each finding, include:

- **Severity badge**: `🔴 CRITICAL`, `🟡 WARNING`, or `🔵 INFO`
- **Check name**: Which check produced this finding
- **Entity link**: Markdown link to the entity
- **What's wrong**: One-sentence description
- **Action**: What to do about it (see [remediation actions](./references/remediation-actions.md))

Example:

> 🟡 **WARNING** — Flag integration · [Experiment: checkout-redesign](/experiments/42)
> The linked feature flag is inactive (paused). Traffic is not being split.
> **Action**: Re-enable the flag or end the experiment.

## Handling unavailable data

Some checks require activity logs (`feature-flags-activity-retrieve` for flags), which may not be available in every session.
If activity log data is unavailable:

- Skip `checkActivityHistory` (experiment check) entirely.
- Skip the "toggle instability" and "never activated" sub-checks in flag lifecycle checks.
- In your report, note which checks were skipped and why:
  > _Skipped: Activity history checks (activity logs not available via current tools)_

## Partial failures

If a fetch call fails for some entities:

- Continue with the entities you could fetch.
- Report which entities could not be assessed and why.
- Do not silently omit entities from the audit.

## Reference files

- [Experiment checks](./references/experiment-checks.md) — experiment configuration checks
- [Flag checks](./references/flag-checks.md) — feature flag checks
- [Finding types](./references/finding-taxonomy.md) — severity and category definitions
- [Recurring patterns](./references/synthesis-patterns.md) — patterns across multiple findings
- [Remediation actions](./references/remediation-actions.md) — what to do about each finding

From PostHog/skills, MIT.