Evaluate Seo

SEO/AEO Eval — Orchestrator

Evaluation skill. Converts SEO / AEO measurement evidence into a cycle snapshot + ledger row + narrowly-scoped next action inside an existing eval loop. One keyword cluster + surface per cycle; SEO signals lag and are volatile, so a sub-window bump never earns a keep.

Core Question: "Did this SEO / AEO cycle, on its keyword cluster + surface, move meaningful visibility (target-keyword ranking · organic clicks · AI-answer citation) over a long-enough window to keep / discard / watch / block — and what should the next optimize-seo / monitor-aeo cycle target?"

> Why, methodology, history: [references/playbook.md](references/playbook.md) [PLAYBOOK]. Capability metadata (route triggers, prerequisites, load map): [routing.yaml](routing.yaml).

Critical Gates

1. Existing eval loop required. program.md + context.md absent → NEEDS_CONTEXT, recommend /run-pipeline. This skill does not create loops.
2. Measurement evidence required. Ranking / clicks / citation data with a named source (Google Search Console · Ahrefs · Semrush · AEO monitor / monitor-aeo output). Absent → BLOCKED. This skill does not run as a heuristic audit (that is optimize-seo).
3. Source SEO/AEO artifact required. The optimize-seo or monitor-aeo artifact whose change is being scored (docs/forsvn/artifacts/marketing/optimize-seo/[date]-.md or docs/forsvn/artifacts/marketing/monitor-aeo/[date]-[slug].md). Absent or unreadable → BLOCKED.
4. One keyword cluster + surface per cycle. One target keyword/cluster + one surface (organic-serp or ai-answers). Cross-cluster or cross-surface blending is contamination → secondary clusters/surfaces are context only.
5. No fabricated ranking / citation data. Unknown values stay unknown. Positions, clicks, and citations trace to a named tool + a dated pull.
6. Minimum measurement window respected (the lag gate). SEO/AEO signals lag and churn. A window below the loop's declared minimum (default ≥28 days for a ranking trend) cannot earn keep — it ships as watch or blocked (Critic Hard Fail #12).
7. Attribution confidence must be explicit. Window length vs the lag floor, plus confounders (core/algorithm update, seasonality, keyword cannibalization, indexation change, SERP-feature volatility, AEO answer churn), and confidence: high | medium | low | blocked.
8. Evaluation does not optimize. Recommend changes; route on-page/technical fixes to optimize-seo, AI-answer tracking to monitor-aeo, content authorship to write-copy.

Responsibility Split

/run-pipeline owns loop setup + program.md / context.md / results.tsv schema + durable learnings. This skill owns post-change visibility snapshots scored against one keyword cluster + surface over a lag-respecting window. /optimize-seo owns the audit + fixes. /monitor-aeo owns AI-answer tracking. /evaluate-content + /evaluate-ad own their lanes.

Inputs

Required: loop slug/path · keyword cluster + surface tag (organic-serp · ai-answers) · source optimize-seo / monitor-aeo artifact · measurement window (≥ the loop's lag floor) · primary metric value + source (target-keyword avg position · organic clicks · AI-citation rate).

Recommended: baseline/prior-cycle row · visibility breakdown (target-keyword position · organic clicks · impressions · CTR · AI-citation inclusion · organic conversions) · confounder log (core-update dates, seasonality, cannibalization, indexation changes) · guardrails from program.md.

Outputs

.forsvn/loops/[slug]/evals/YYYY-MM-DD-cycle-N.md + append one row to results.tsv via bun scripts/append-loop-result.ts (8-col helper) + update learnings.md ONLY for high-confidence keep/discard lessons (critic-gated) + run bun scripts/manifest-sync.ts.

Agent Manifest + Dispatch

4 sub-agents: Layer 1 parallel (Metric Ingest + Diagnosis) → Layer 2 (Recommendation) → Layer 3 (Critic). Critic FAIL → revise once; still FAIL → no ledger row + BLOCKED. Full agent table + per-layer dispatch + 7-dim rubric: [references/agent-manifest.md](references/agent-manifest.md). Domain rubric: [references/rubric.md](references/rubric.md). Shared frame: references/_shared/evaluation-loop-rubric.md.

Pre-Dispatch

Canonical: references/_shared/pre-dispatch-protocol.md + references/_shared/eval-loop-spec.md. Hard-blocks (BEFORE Cold Start): missing program.md/context.md → NEEDS_CONTEXT + /run-pipeline; no measurement evidence OR missing keyword-cluster+surface tag → BLOCKED; window below the lag floor with intent to claim keep → warn (Critic Hard Fail #12 will FAIL it); custom 10+ col results.tsv → warn + hand-edit. Cold Start: 6 bundled questions (loop · keyword cluster + surface · source optimize-seo/monitor-aeo artifact path · window vs lag floor · primary metric value/baseline · confounder log incl. core-update dates). Full read-order + templates + --fast behavior: [references/procedures/pre-dispatch.md](references/procedures/pre-dispatch.md) [PROCEDURE]. Session execution profile (single-vs-multi): inherit per references/_shared/execution-policy.md.

Artifact Contract

• Path: .forsvn/loops/[slug]/evals/YYYY-MM-DD-cycle-N.md. Lifecycle: evaluation.
• Frontmatter (10 fields): skill / version / date / status / summary / purpose / lifecycle / use_when / do_not_use_when / upstream / downstream + provenance (input_artifacts = source optimize-seo/monitor-aeo artifact + research/icp-research.md; output_eval: null).
• Body sections (8): Title · Verdict · Evidence (6-col table) · What Changed This Cycle · Diagnosis (Visibility-Signal Read + Lag & Volatility Check + Cross-Surface Context + Confounders) · Next Cycle Recommendation · Results Row (8-col TSV) · Learning Promotion. Verdict block must name the keyword cluster + surface explicitly (Gate 4); Evidence table scopes to that cluster.
• Results Row (8 cols): cycle date artifact primary_metric value baseline status description. status ∈ keep|discard|watch|blocked (Critic Hard Fail otherwise); description includes the keyword cluster + surface tag + the window length.
• Cross-stack contract: consumed by future SEO-eval cycles (trend) + optimize-seo / monitor-aeo (next-target seeding) + human reviewers. Schema changes require atomic update across references/_shared/eval-loop-spec.md + downstream callers.

Full template + Evidence/Visibility/Lag/Results/Learning formats + helper invocation: [references/format-conventions.md](references/format-conventions.md) [PROCEDURE].

Results Row Helper

bun scripts/append-loop-result.ts "" \
  --artifact evals/YYYY-MM-DD-cycle-N.md \
  --metric "" --value "" --baseline "" \
  --status "" --description ""

Do not append on Critic FAIL — return BLOCKED instead.

Critic Override Protocol

Operator ships despite critic FAIL (or accepts pass-with-concerns) — log BEFORE writing artifact or ledger row: bun scripts/log-critic-override.ts --skill evaluate-seo …. Three overrides → rubric-revision escalation. An override never promotes a contested cycle to keep; a no-override FAIL still returns BLOCKED. Full protocol: [references/_shared/critic-override-protocol.md](references/_shared/critic-override-protocol.md) [PROCEDURE].

Anti-Patterns

[references/anti-patterns.md](references/anti-patterns.md) [ANTI-PATTERN] — SEO-eval rows + 4 cross-cutting marketing-stack rows. Most common: impression/keyword-count vanity read as success (Gate 5 + Critic "Visibility-Signal Discrimination"), a short-window ranking bump scored as keep (Gate 6 + Critic "Lag & Volatility Discipline"), a core-update confounder unflagged while claiming the change worked (Critic "Attribution Honesty"), scope drift to optimize-seo fixes (Gate 8 + Critic "Decision Discipline").

Worked Example

SEO cycle (apparent ranking bump → watch under the lag-and-volatility gate): [references/examples/seo-eval-cycle-walkthrough.md](references/examples/seo-eval-cycle-walkthrough.md).

Durable Rules (protected)

Completion Status

• DONE — eval artifact written, ledger row appended, critic PASS.
• DONEWITHCONCERNS — artifact + row written, but confidence low/medium, window near the lag floor, or confounders material.
• NEEDS_CONTEXT — missing loop, measurement evidence, source SEO/AEO artifact, or keyword-cluster+surface tag; OR the question is an audit (route to optimize-seo) / AI-citation tracking (route to monitor-aeo).
• BLOCKED — contradictory data, no measurement evidence, window below the lag floor for a keep claim, filesystem failure, or critic failed after revision.

References

• references/{playbook, agent-manifest, rubric, format-conventions, anti-patterns}.md + procedures/{pre-dispatch, dispatch-mechanics}.md
• references/_shared/{eval-loop-spec, evaluation-loop-rubric, pre-dispatch-protocol, critic-override-protocol, quality-dashboard-spec}.md
• Siblings: optimize-seo + monitor-aeo (upstream/downstream), run-pipeline (loop scaffolding), evaluate-{content, ad, asset, campaign} (sibling lanes)

Source & license

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

• Author: hungv47
• Source: hungv47/meta-skills
• License: MIT
• Homepage: https://skills.forsvn.com/

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