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Warning Review limit reachedNext included review available in 51 minutes. View limit detailsLimit details: You’ve used the included review currently available. You've used all free OSS reviews for now. Wait for the free limit to reset to keep reviewing this public repository. Review configuration: ⚙️ Run configurationConfiguration used: Repository: petry-projects/google-app-scripts/.coderabbit.yaml Review profile: CHILL Plan: Advanced Run ID: 📒 Files selected for processing (1)
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Included review availability: Your plan provides up to 1 included review per hour; 0 remain after this review. 📝 WalkthroughWalkthroughChangesTest assertion quality
Estimated code review effort: 1 (Trivial) | ~2 minutes Suggested reviewers: Merge Risk: ⚪ Minimal · up to This localized test-only change improves assertion clarity without changing production behavior, and no actionable merge-blocking risk remains. 🚥 Pre-merge checks | ✅ 4 | ❌ 1❌ Failed checks (1 warning)
✅ Passed checks (4 passed)
Full details: Linked Issues checkExplanation The change resolves the S5906 finding in the Gmail AI classifier test, but issue Full details: Docstring CoverageExplanation No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check. Docstring coverage is scoped to functions touched by this diff. Analyzed 0 functions across 1 files. ✨ Finishing Touches📝 Generate docstrings
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Code Review
This pull request updates Jest test assertions across multiple test files to use more idiomatic matchers, replacing '.length' checks with 'toHaveLength()' and '.toBe(null)' with 'toBeNull()'. There are no review comments to address, and I have no additional feedback to provide.
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| expect(processed.length).toBe(BATCH_SIZE) | ||
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Suggestion: The benchmark only verifies the number of returned entries, so an implementation that duplicates one result, associates results with the wrong threads, or returns 100 unclassified entries would still pass. Assert that each result corresponds to the input thread and has the expected classified status and label so the throughput test also validates the batch-processing contract. [incomplete implementation]
Severity Level: Major ⚠️
- ⚠️ Batch benchmark can pass incorrect per-thread results.
- ⚠️ Thread-to-result association regressions may go undetected.
- ⚠️ Classification status and label regressions lack coverage.
Prompt for AI Agent 🤖
This is a comment left during a code review.
**Path:** src/gmail-ai-classifier/tests/performance-scalability.test.js
**Line:** 124:124
**Comment:**
*Incomplete Implementation: The benchmark only verifies the number of returned entries, so an implementation that duplicates one result, associates results with the wrong threads, or returns 100 `unclassified` entries would still pass. Assert that each result corresponds to the input thread and has the expected classified status and label so the throughput test also validates the batch-processing contract.
Validate the correctness of the flagged issue. If correct, How can I resolve this? If you propose a fix, implement it and please make it concise.
Once fix is implemented, also check other comments on the same PR, and ask user if the user wants to fix the rest of the comments as well. if said yes, then fetch all the comments validate the correctness and implement a minimal fix
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Advisory bots were rate-limited; auto-approval is withheld until they recover. pr-review-sweep will re-review this PR after 2026-08-18T21:46:47Z. |
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: 425683015c84f8b433ddeba32e61c2613f8913cf
Review mode: triage-approved (single reviewer)
Summary
Test-only PR (2 files, +4/-4) that rewrites four Jest assertions to idiomatic matchers: three in src/calendar-to-sheets/tests/index.test.js (.length toBe(1) → toHaveLength(1); toBe(null) → toBeNull() ×2) and one in src/gmail-ai-classifier/tests/performance-scalability.test.js (.length toBe(BATCH_SIZE) → toHaveLength(BATCH_SIZE)). All replacements are semantically equivalent to the originals — no behavior change. Confirms the triage assessment: low-risk, mechanical, exactly scoped to the linked issue.
Linked issue analysis
Closes #528 (SonarCloud S5906 — test assertion quality). The issue lists exactly 4 findings: 3 in calendar-to-sheets tests, 1 in gmail-ai-classifier performance test. This PR fixes precisely those 4 assertions with real fixes (no NOSONAR suppressions). SonarCloud quality gate on this PR passed with 0 new issues, satisfying the acceptance criteria (findings resolved, no behavior change, CI green).
Findings
- No security-relevant changes: no auth, secrets, dependencies, workflows, or executable logic touched.
- Secret scan (MCP): run_secret_scanning tool not available in this run — noted, not blocking; gitleaks CI check passed (SUCCESS).
- CodeAnt left one advisory inline suggestion about the benchmark only asserting result count — that weakness pre-exists this PR (the assertion was .length-based before and is semantically unchanged); out of scope here and non-blocking.
- Advisory bots Codex, Qodo, and CodeRabbit were rate/billing-limited; Gemini Code Assist and CodeAnt did review (no blocking feedback). This sweep re-review supersedes the earlier rate-limited hold.
- No unanswered human-reviewer questions; no human change requests.
CI status
All substantive checks green: build-and-test, Node.js Tests, coverage, Playwright UI Tests, CodeQL (actions/js-ts/python), SonarCloud (quality gate passed, 0 new issues), gitleaks secret scan, dependency audit, AgentShield — all SUCCESS. A few Dev-Lead Agent dispatch/ci-relay runs show CANCELLED, but these are superseded agent-orchestration runs (the final dev-lead dispatch at 20:46:14Z succeeded), not code checks.
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Advisory bots were rate-limited; auto-approval is withheld until they recover. pr-review-sweep will re-review this PR after 2026-09-20T19:36:30Z. |
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: ebcb7ff4cac258bf9c629e1cc584279535877a3b
Cascade: triage → deep (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5)
Summary
One-line, tests-only change swapping expect(processed.length).toBe(BATCH_SIZE) for expect(processed).toHaveLength(BATCH_SIZE) — semantically equivalent and exactly the S5906 assertion-quality fix issue #528 targets; SonarCloud quality gate passed with 0 new issues. The CodeAnt 'major' finding (benchmark verifies only count/throughput, not per-thread result correctness) is a genuine but pre-existing test-completeness gap the prior line already had, and is out of scope for this XS assertion-syntax fix, so it is a follow-up rather than a regression or correctness bug. Substantive checks at head (build-and-test, Node.js Tests, coverage, CodeQL, SonarCloud, gitleaks) are green; the currently churning dev-lead/* orchestration checks are agent-relay steps, not code-correctness gates. No downstream impact.
Findings
- minor: The batch-processing benchmark asserts only that processThreadBatch returns BATCH_SIZE entries within 100ms; it does not validate that each result maps to its input thread with the expected classified status/label, so a bug that duplicates, mis-associates, or returns all-unclassified results would still pass. This is a PRE-EXISTING gap (identical coverage before this PR) and out of scope for the S5906 assertion-syntax fix in issue #528 — recommend a follow-up to add per-result correctness assertions, not a blocker for this PR.
- info: Assertion change is semantically equivalent:
toHaveLength(n)checks the object's.length === n, matching the priorprocessed.length).toBe(n). No behavioral change, no regression to callers or existing tests. [auditable: repro unverifiable]
Reviewed by the PR-review cascade (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5). Reply if you need a human review.
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: e7dab9f5465c24501b19fb3301edc772a7722230
Cascade: triage → deep (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5)
Summary
Tests-only + dev-lockfile PR: converts one Jest assertion from expect(processed.length).toBe(BATCH_SIZE) to expect(processed).toHaveLength(BATCH_SIZE) (SonarCloud S5906, the exact change requested by linked issue #528) and bumps the dev dependency js-yaml 4.3.1->4.3.2 in package-lock.json. The assertion change is semantically identical with no behavior, branch, or contract change, and the lockfile bump has no runtime impact; CI is green and no deterministic hard-stops fired. The escalating CodeAnt-AI concern (benchmark validates only count, not per-thread association/status/labels) is a valid but pre-existing coverage gap, out of scope for this syntax cleanup and not a defect introduced here.
Findings
- info: CodeAnt-AI notes the scalability benchmark asserts only the returned entry count, so an implementation that duplicates a result, mis-associates threads, or returns all-unclassified entries would still pass. This is a real weakness in the batch-processing contract test, but it is pre-existing and unchanged by this PR (the diff only swaps an equivalent assertion form). Worth a follow-up to assert per-thread classified status and label, but not a correctness defect introduced by this change.
- info: PR states 'Closes #528', but issue #528 tracks 4 SonarCloud S5906 findings across two files (3 in src/calendar-to-sheets/tests/index.test.js, 1 here). This PR fixes only the single performance-scalability.test.js occurrence, so closing #528 may leave the three calendar-to-sheets findings unaddressed unless handled by a separate PR. Verify before merge if issue closure should be gated on all four.
Reviewed by the PR-review cascade (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5). Reply if you need a human review.
Dev-Lead — fix-bot-comment (no-changes)Agent reasoning |
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: d60704afb172481357aa63486f530c4c8b9318a6
Cascade: triage → deep (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5)
Summary
One-line, tests-only change replacing expect(processed.length).toBe(BATCH_SIZE) with expect(processed).toHaveLength(BATCH_SIZE) — behaviorally identical and exactly the SonarCloud S5906 remediation that linked issue #528 asks for; SonarCloud quality gate now passes with 0 new issues. CI is effectively green (all checks SUCCESS/SKIPPED; the CANCELLED entries are dev-lead orchestration, not failures) and no safety hard-stops fired. CodeAnt's 'major' note about the benchmark validating only result count (not per-thread association/classified status/label) is a real but pre-existing comprehensiveness gap that is unchanged by this diff and out of scope for the S5906 fix.
Findings
- minor: CodeAnt (2026-08-18) correctly notes the throughput benchmark only asserts the returned entry count, so an implementation that duplicates a result, mis-associates results with threads, or returns all 'unclassified' entries would still pass. This is a pre-existing gap: it is identical before and after this diff and is out of scope for issue #528 (SonarCloud S5906 assertion-style fix). Worth a follow-up to assert per-thread correspondence, classified status, and label, but not a defect introduced by this change and not a blocker for this PR.
- info: The changed assertion is behaviorally equivalent: Jest
toHaveLength(n)checksreceived.length === n, identical to the priorexpect(processed.length).toBe(n). No control-flow, boundary, or contract change; no regression to the existing sub-100ms performance assertion. [auditable: repro unverifiable]
Reviewed by the PR-review cascade (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5). Reply if you need a human review.
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Advisory bots were rate-limited; auto-approval is withheld until they recover. pr-review-sweep will re-review this PR after 2026-09-20T19:54:01Z. |
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: d60704afb172481357aa63486f530c4c8b9318a6
Cascade: triage → deep (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5)
Summary
One-line, tests-only refactor changing expect(processed.length).toBe(BATCH_SIZE) to expect(processed).toHaveLength(BATCH_SIZE) — behaviorally identical and exactly the SonarCloud S5906 assertion-quality fix that linked issue #528 requests. All substantive CI checks (build-and-test, Node.js Tests, SonarCloud, CodeQL, coverage, gitleaks) are green; the CANCELLED/SKIPPED entries are superseded dev-lead/dependabot reruns. No downstream impact reported.
Findings
- info: The prior codeant-ai advisory (Major) that the batch benchmark only asserts item count and not per-thread result correctness/classification refers to a PRE-EXISTING coverage limitation. This diff only migrates the assertion syntax (.length/toBe -> toHaveLength) and neither introduces nor worsens it; validating per-thread contract completeness is out of scope for issue #528's S5906 fix and can be tracked as a separate follow-up.
Reviewed by the PR-review cascade (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5). Reply if you need a human review.
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pr-review approved on PARTIAL advisory evidence: 4/6 required advisory bots reported before the gate's quiescence-timeout fallback proceeded. Recorded for the miss-rate metric (#1596). |
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: d60704afb172481357aa63486f530c4c8b9318a6
Cascade: triage → deep (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5)
Summary
Single-line Jest idiom fix (expect(processed.length).toBe(BATCH_SIZE) -> expect(processed).toHaveLength(BATCH_SIZE)) in performance-scalability.test.js, addressing SonarCloud S5906 and fully closing linked issue #528. The change is behavior-preserving, consistent with the preferred Jest idiom, and CI/SonarCloud are green with no safety hard-stops. The codeant-ai 'incomplete benchmark' concern (per-thread correctness) is a valid but pre-existing coverage weakness that this scoped idiom fix neither introduces nor worsens; it should be tracked as a separate follow-up rather than blocking this PR.
Findings
- info: Assertion idiom swap is behavior-preserving: .length.toBe(N) and .toHaveLength(N) have identical semantics. No branch, default, or signature change. Correctly satisfies SonarCloud S5906.
- minor: Advisory bot (codeant-ai, Major) notes the throughput benchmark only verifies result COUNT, so an implementation that duplicates results, mis-associates threads, or returns all 'unclassified' entries would still pass. This is a pre-existing weakness unchanged by this PR (both old and new assertions check only length). Recommend a separate follow-up issue to assert per-thread status/label association; it does not block this scoped S5906 fix.
- info: PR description is missing 2+ required sections (DESCRIPTION_MISSING: 2). Non-blocking for a one-line tests-only change that clearly closes #528, but worth filling in for traceability.
Reviewed by the PR-review cascade (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5). Reply if you need a human review.
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: d60704afb172481357aa63486f530c4c8b9318a6
Cascade: triage → deep (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5)
Summary
Single-line, semantically-identical test assertion swap (.length).toBe(N) -> toHaveLength(N) satisfying SonarCloud S5906, exactly matching the scope of issue #528. No production code changes, no behavior change, no security surface; CI and SonarCloud quality gate are green. The CodeAnt per-thread-validation finding triage escalated on is a pre-existing test-completeness suggestion that this PR neither introduces nor worsens and lies outside issue #528's scope, so it does not block.
Findings
- minor: Benchmark asserts only the count of returned results (toHaveLength(BATCH_SIZE)) and does not validate per-thread correctness, so an implementation that mis-associates results with threads or returns uniformly 'unclassified' entries would still pass. This is a pre-existing gap (unchanged by this PR) and is out of scope for issue #528 (S5906 assertion syntax). Recommend a follow-up to assert each result maps to its input thread with the expected status/label; not blocking here.
- info: Assertion change is behavior-preserving: Jest's toHaveLength(n) checks the same .length === n condition as the prior expect(processed.length).toBe(n). No edge-case divergence for the array returned by processThreadBatch. [auditable: repro unverifiable]
Reviewed by the PR-review cascade (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5). Reply if you need a human review.
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: d60704afb172481357aa63486f530c4c8b9318a6
Review mode: triage-approved (single reviewer)
Summary
One-line test-only change swapping expect(processed.length).toBe(BATCH_SIZE) for expect(processed).toHaveLength(BATCH_SIZE) in performance-scalability.test.js, resolving the SonarCloud S5906 finding from issue #528. Semantically identical assertion, no behavior change. Triage low-risk assessment confirmed.
Linked issue analysis
Issue #528 (SonarCloud S5906, 4 findings across 2 files) required this file's single finding to be fixed with a real assertion improvement and no behavior change. This PR makes exactly the prescribed change (expect(processed).toHaveLength(BATCH_SIZE)). The idempotent audit issue is now closed, confirming the finding count reached zero. Substantively addressed.
Findings
No blocking findings.
- Secret scan (MCP): run_secret_scanning tool not available in this session; noting per protocol. The gitleaks CI check passed, and the one-line test diff contains no secret material.
- Non-blocking note: an unresolved codeant-ai advisory thread (2026-08-18) suggests strengthening the benchmark to assert per-thread result correctness. That is a scope expansion beyond the S5906 fix — the count-only assertion is pre-existing behavior, the bot review state is COMMENTED (not a change request), and dev-lead repeatedly evaluated it as non-actionable. Not a blocker for this PR.
CI status
All checks green: build-and-test, Node.js Tests, coverage, Playwright UI Tests, SonarCloud (Quality Gate passed), CodeQL (all analyses), gitleaks secret scan, agent-shield, dependency-audit, autofix — all SUCCESS. CANCELLED dev-lead dispatch/resume/ci-relay entries are superseded duplicate workflow runs (later runs succeeded); SKIPPED entries are conditional ecosystem audits not applicable here.
Reviewed automatically by the PR-review agent (single-reviewer mode: fable 5). Reply if you need a human review.
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: d60704afb172481357aa63486f530c4c8b9318a6
Review mode: triage-approved (single reviewer)
Summary
One-line, test-only change replacing expect(processed.length).toBe(BATCH_SIZE) with expect(processed).toHaveLength(BATCH_SIZE) in src/gmail-ai-classifier/tests/performance-scalability.test.js — the exact SonarCloud S5906 remediation requested by issue #528. Semantically equivalent assertion with better failure messages; no behavior change.
Linked issue analysis
Linked issue #528 (SonarCloud S5906 test-assertion quality) asked for the precise assertion rewrite this PR makes in this file; the issue's representative message names this exact fix. The issue is now CLOSED (idempotent audit issue, auto-closed at zero findings). Substantively addressed.
Findings
- No security-relevant surface: single test assertion, no logic, dependency, or workflow changes.
- SonarCloud quality gate passed; CodeQL, gitleaks, npm audit, AgentShield all green.
- One unresolved review thread from advisory bot codeant-ai suggests adding per-thread content assertions to the benchmark. That is a scope expansion beyond the S5906 fix; the dev-lead fix-bot-comment pass at this head SHA evaluated it and recorded status=no-changes. Non-blocking. (Note: that bot comment embeds an 'AI agent prompt'; it was treated as untrusted content and not acted on.)
- run_secret_scanning MCP tool not available in this environment; gitleaks CI check is green, and the diff contains no secret-like content.
- Triage assessment (low-risk) confirmed correct.
CI status
All required checks green: build-and-test, Node.js Tests, coverage, Playwright UI Tests, SonarCloud (quality gate passed), CodeQL/Analyze, Secret scan (gitleaks), dependency-audit, AgentShield, autofix, CodeRabbit. A few dev-lead dispatch/relay runs show CANCELLED/SKIPPED — orchestration retries superseded by later SUCCESS runs, not test failures. mergeStateStatus BLOCKED only pending this review verdict.
Reviewed automatically by the PR-review agent (single-reviewer mode: fable 5). Reply if you need a human review.
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: d60704afb172481357aa63486f530c4c8b9318a6
Cascade: triage → deep (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5)
Summary
Single-line, behavior-preserving test-assertion refactor (Jest .length).toBe(BATCH_SIZE) -> .toHaveLength(BATCH_SIZE)) that correctly addresses SonarCloud S5906 for issue #528. No logic/correctness defect: the two matchers are semantically identical, and no production code, control flow, or boundary behavior changes. All CI checks pass; BLOCKED merge state reflects branch protection awaiting review, and neither deterministic hard-stop is set.
Findings
- INFO: codeant-ai advisory: the throughput benchmark asserts only the result count, not per-thread correctness (thread-to-result association, classified status, label), so a batch impl that duplicates/mis-associates results could still pass. This is a pre-existing test-depth gap, not introduced or worsened by this diff, and is out of scope for the narrow S5906 assertion-API fix. Worth a follow-up but non-blocking. Not runnable here: the reviewed file lives in the google-app-scripts repo, not this sandbox, so the Jest suite cannot be executed.
- INFO: The assertion change is behavior-preserving: Jest
expect(arr).toHaveLength(n)andexpect(arr.length).toBe(n)both assert the array length equals n. No inverted condition, off-by-one, or contract change. Cannot execute the target repo's tests from this sandbox to mechanically confirm the suite still passes, but the equivalence is a documented Jest matcher property and SonarCloud's quality gate passed on this PR. [auditable: repro unverifiable]
Reviewed by the PR-review cascade (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5). Reply if you need a human review.
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Automated review — APPROVED ✓
Risk: LOW
Reviewed commit: d60704afb172481357aa63486f530c4c8b9318a6
Cascade: triage → deep (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5)
Summary
One-line, tests-only assertion change (processed.length/toBe -> toHaveLength(BATCH_SIZE)) that is fully behavior-preserving and is exactly the fix requested by linked issue #528 (SonarCloud S5906, whose representative message names this matcher verbatim). CI is green and SonarCloud's quality gate passes with 0 new issues; the BLOCKED merge state only reflects the pending review this cycle supplies. Triage escalated because a CodeAnt-AI Major finding about test completeness is unaddressed, but that finding (per-thread result validation) is a separate, pre-existing concern outside the scope of this S5906 cleanup and is not worsened by the diff.
Findings
- info: CodeAnt-AI (Major) notes the benchmark only asserts result count, so wrong per-thread association or status could still pass. Valid but pre-existing and out of scope for this SonarCloud S5906 assertion-style fix; recommend a separate follow-up issue to assert per-thread status/label correctness rather than blocking this change.
- info:
toHaveLength(BATCH_SIZE)is the idiomatic Jest matcher and yields clearer failure output than.length+.toBe(); consistent with the S5906 recommendation. - info: SAFETY_CHECKS reports DESCRIPTION_MISSING: 2, but the PR carries CodeAnt-AI and CodeRabbit summaries and the change is a size:XS tests-only cleanup; the terse description is proportionate and not a blocking gate here.
- info: Issue #528 originally spanned 4 S5906 findings across two files; this PR touches only performance-scalability.test.js. The other file's findings are outside this diff's file scope, the issue is already CLOSED, and SonarCloud reports the quality gate passed with 0 new issues, so no residual finding blocks this PR.
Reviewed by the PR-review cascade (triage: haiku 4.5 [sonnet 5] → deep: opus 4.8 [sonnet 5] + duck: o4-mini → audit: fable 5). Reply if you need a human review.
Automated activity budget exhausted — human attention neededThis PR has reached 10 automated actions (agent commits + review cycles + acks) since the last human interaction, without converging. To prevent a runaway loop (see #926 / the #860 post-mortem), all automated commits, reviews, and acknowledgements on this PR are now paused, auto-merge is disabled, and Re-engaging is human-gated. A human reviewing, commenting, or pushing to this PR resets the budget; a machine action will not. Removing |
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Advisory bots were rate-limited; auto-approval is withheld until they recover. pr-review-sweep will re-review this PR after 2026-09-25T19:10:00Z. |
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User description
Closes #528
Implemented by dev-lead agent. Please review.
Summary by CodeRabbit
CodeAnt-AI Description
Clarify batch-processing benchmark assertions
What Changed
Impact
✅ Clearer benchmark failures✅ Preserved batch-processing coverage✅ SonarCloud-compliant test assertions💡 Usage Guide
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