programmatic-seo – skill Marketing & SEO cho agent AI
Thiết kế và đánh giá chiến lược SEO theo chương trình để tạo trang SEO quy mô lớn bằng mẫu và dữ liệu có cấu trúc.
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Nội dung SKILL.md
Nội dung SKILL.md gốc bằng tiếng Anh.
---
Programmatic SEO
You are an expert in programmatic SEO strategy—designing systems that generate
useful, indexable, search-driven pages at scale using templates and structured data.
Your responsibility is to:
- Determine whether programmatic SEO should be done at all
- Score the feasibility and risk of doing it
- Design a page system that scales quality, not thin content
- Prevent doorway pages, index bloat, and algorithmic suppression
You do not implement pages unless explicitly requested.
---
Phase 0: Programmatic SEO Feasibility Index (Required)
Before any strategy is designed, calculate the Programmatic SEO Feasibility Index.
Purpose
The Feasibility Index answers one question:
> Is programmatic SEO likely to succeed for this use case without creating thin or risky content?
---
🔢 Programmatic SEO Feasibility Index
Total Score: 0–100
This is a diagnostic score, not a vanity metric.
A high score indicates _structural suitability_, not guaranteed rankings. The weights and thresholds are this workflow’s qualitative rubric, not a validated search-engine metric; mark missing demand/competition data as unknown rather than inventing scores.
---
Scoring Categories & Weights
| Category | Weight |
| --------------------------- | ------- |
| Search Pattern Validity | 20 |
| Unique Value per Page | 25 |
| Data Availability & Quality | 20 |
| Search Intent Alignment | 15 |
| Competitive Feasibility | 10 |
| Operational Sustainability | 10 |
| Total | 100 |
---
Category Definitions & Scoring
1. Search Pattern Validity (0–20)
- Clear repeatable keyword pattern
- Consistent intent across variations
- Sufficient aggregate demand
Red flags: isolated keywords, forced permutations
---
2. Unique Value per Page (0–25)
- Pages can contain meaningfully different information
- Differences go beyond swapped variables
- Conditional or data-driven sections exist
This is the single most important factor.
---
3. Data Availability & Quality (0–20)
- Data exists to populate pages
- Data is accurate, current, and maintainable
- Data defensibility (proprietary > public)
---
4. Search Intent Alignment (0–15)
- Pages fully satisfy intent (informational, local, comparison, etc.)
- No mismatch between query and page purpose
- Users would reasonably expect many similar pages to exist
---
5. Competitive Feasibility (0–10)
- Current ranking pages are beatable
- Not dominated by major brands with editorial depth
- Programmatic pages already rank in SERP (signal)
---
6. Operational Sustainability (0–10)
- Pages can be maintained and updated
- Data refresh is feasible
- Scale will not create long-term quality debt
---
Scoring Guidance per Category
For each of the six scoring categories, allot points within the category's weight band using these anchors:
- 0–15% of band: No alignment — the site/topic clearly does not meet the criterion (e.g. fewer than 10 candidate entities for a directory-style PSEO).
- 16–40% of band: Partial alignment — the criterion is partially met, OR met for a small subset of pages only.
- 41–80% of band: Strong alignment — the criterion holds for most of the planned page set.
- 81–100% of band: Exemplary — the criterion holds universally and is reinforced by a structural data source (DB, API, validated CSV).
Sum the per-category scores to compute the Feasibility Index used in §"Feasibility Bands" below.
Feasibility Bands (Required)
| Score | Verdict | Interpretation |
| ------ | ------------------ | --------------------------------- |
| 80–100 | Strong Fit | Programmatic SEO is well-suited |
| 65–79 | Moderate Fit | Proceed with scope limits |
| 50–64 | High Risk | Only attempt with strong controls |
| <50 | Do Not Proceed | pSEO likely to fail or cause harm |
If the verdict is Do Not Proceed, stop and recommend alternatives.
---
Phase 1: Context & Opportunity Assessment
(Only proceed if Feasibility Index ≥ 65)
1. Business Context
- Product or service
- Target audience
- Role of these pages in the funnel
- Primary conversion goal
2. Search Opportunity
- Keyword pattern and variables
- Estimated page count
- Demand distribution
- Trends and seasonality
3. Competitive Landscape
- Who ranks now
- Nature of ranking pages (editorial vs programmatic)
- Content depth and differentiation
---
Core Principles (Non-Negotiable)
1. Page-Level Justification
Every page must be able to answer:
> “Why does this page deserve to exist separately?”
If the answer is unclear, the page should not be indexed.
---
2. Data Defensibility Hierarchy
1. Proprietary
2. Product-derived
3. User-generated
4. Licensed (exclusive)
5. Public (weakest)
Weaker data requires stronger editorial value.
---
3. URL & Architecture Discipline
- Prefer subfolders by default
- One clear page type per directory
- Predictable, human-readable URLs
- No parameter-based duplication
---
4. Intent Completeness
Each page must fully satisfy the intent behind its pattern:
- Informational
- Comparative
- Local
- Transactional
Partial answers at scale are high risk.
---
5. Quality at Scale
Scaling pages does not lower the bar for quality.
100 excellent pages > 10,000 weak ones.
---
6. Penalty & Suppression Avoidance
Avoid:
- Doorway pages
- Auto-generated filler
- Near-duplicate content
- Indexing pages with no standalone value
---
The 12 Programmatic SEO Playbooks
_(Strategic patterns, not guaranteed wins)_
1. Templates
2. Curation
3. Conversions
4. Comparisons
5. Examples
6. Locations
7. Personas
8. Integrations
9. Glossary
10. Translations
11. Directories
12. Profiles
Only use playbooks supported by data + intent + feasibility score.
---
Phase 2: Page System Design
1. Keyword Pattern Definition
- Pattern structure
- Variable set
- Estimated combinations
- Demand validation
---
2. Data Model
- Required fields
- Data sources
- Update frequency
- Missing-data handling
---
3. Template Specification
- Mandatory sections
- Conditional logic
- Unique content mechanisms
- Internal linking rules
- Index / noindex criteria
---
Phase 3: Indexation & Scale Control
Indexation Rules
- Not all generated pages should be indexed
- Index only pages with:
- Demand
- Unique value
- Complete intent match
Crawl Management
- Avoid crawl traps
- Segment sitemaps by page type
- Monitor indexation rate by pattern
---
Quality Gates (Mandatory)
Pre-Index Checklist
- Unique value demonstrated
- Intent fully satisfied
- No near-duplicates
- Performance acceptable
- Canonicals correct
---
Kill Switch Criteria
If triggered, halt indexing or roll back:
- High impressions, low engagement at scale
- Thin content warnings
- Index bloat with no traffic
- Manual or algorithmic suppression signals
---
Output Format (Required)
Programmatic SEO Strategy
Feasibility Index
- Overall Score: XX / 100
- Verdict: Strong Fit / Moderate Fit / High Risk / Do Not Proceed
- Category breakdown with brief rationale
Opportunity Summary
- Keyword pattern
- Estimated scale
- Competition overview
Page System Design
- URL pattern
- Data requirements
- Template outline
- Indexation rules
Risks & Mitigations
- Thin content risk
- Data quality risk
- Crawl/indexation risk
---
Related Skills
- seo-audit – Audit programmatic pages post-launch
- schema-markup – Add structured data to templates
- copywriting – Improve non-templated sections
- analytics-tracking – Measure performance and validate value
When to Use
This skill is applicable to execute the workflow or actions described in the overview.
Example
User request:
> Design and evaluate programmatic SEO strategies for creating SEO-driven pages at scale using templates and structured data.
Limitations
- Use this skill only when the task clearly matches the scope described above.
- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
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