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seo-dataforseo

Live SEO data via DataForSEO MCP server: SERP analysis, keyword research (volume, difficulty, intent, trends), backlink profiles, on-page analysis, competitor and content analysis, business listings, AI visibility (LLM mention tracking), and domain analytics. Requires DataForSEO extension installed. Use when user says "dataforseo", "live SERP", "keyword volume", "backlink data", "AI visibility check", or "real search data".

Quality

83%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

The canonical home for this skill is seo-dataforseo in AgriciDaniel/claude-seo

SKILL.md
Quality
Evals
Security

Quality

Content

67%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-structured MCP-wrapper reference: concrete tool mappings, explicit cost guardrails with branch handling, and cleanly signaled one-level-deep references. Main weaknesses are token duplication (Quick Reference table vs. detailed sections, thrice-repeated Images caveat) and time-stamped version notes that belong in the references rather than the main flow.

Suggestions

Cut the Quick Reference table to a compact section index (command + one-line purpose only) since every entry is fully detailed in its own section below, removing ~30 duplicated lines.

State the 'pinned MCP server has no Google Images tool' caveat once (in the serp-images section) and reference it from the table and Cross-Skill Integration instead of repeating it three times.

Move the version/date-stamped details ('dataforseo-mcp-server@2.8.10', 'checked 2026-09-23') into references/cost-tiers.md or a versioning note so the main flow stays evergreen.

Add one worked example invocation (e.g., '/seo dataforseo volume "running shoes, trail running"') to lift parameter guidance from abstract to copy-paste ready.

DimensionReasoningScore

Conciseness

The reference-style command docs are mostly lean, but there is real duplication — the Quick Reference table repeats every command detailed below it, the install path appears in both Prerequisites and Error Handling, and the 'no Google Images tool on the pinned MCP server' caveat is stated three times — plus time-sensitive info ('dataforseo-mcp-server@2.8.10', 'checked against the package, 2026-09-23') sits in the main flow rather than a versioning/deprecation section. This is 'mostly efficient but could be tightened', above 'noticeably verbose' but below 'minor instances of over-explanation'.

3 / 5

Actionability

Each command maps to concrete MCP tool names with executable default parameters ('location_code=2840 (US), language_code=en, device=desktop, depth=100') and the cost guardrail provides exact commands ('"${CLAUDE_PLUGIN_ROOT}/scripts/claude-seo" run dataforseo_costs.py check <endpoint> --count N'). Not fully copy-paste ready — parameter formats like 'keywords (array, comma-separated)' lack a worked example invocation — so it falls just short of the top anchor.

4 / 5

Workflow Clarity

The cost-management sequence is a genuine validated workflow (availability check → cost check → approved/needs_approval/blocked branches → call → log cost), the ai-mentions section has a numbered 4-step workflow, and Error Handling covers recovery paths for each failure mode. Minor gaps: most per-command sections are tool→output listings without explicit steps, though single-call commands tolerate this.

4 / 5

Progressive Disclosure

Two real bundle files (references/cost-tiers.md, references/tool-catalog.md) are referenced one level deep with clear purpose signals ('Load references/cost-tiers.md for the full pricing table, budget presets, and cost reduction tips'). Not 5 because ~250 lines of per-command detail are inlined in SKILL.md where a more aggressive split (per-domain reference files) would fit the 'clear overview' anchor; not 3 because the references that exist are clearly signaled, not buried.

4 / 5

Total

15

/

20

Passed

Description

92%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description: concrete, comprehensive capability enumeration paired with an explicit 'Use when' trigger clause containing natural user phrases. The only weakness is trigger coverage that omits a few common synonyms such as 'search volume' or 'keyword research'.

DimensionReasoningScore

Specificity

Lists multiple concrete capability areas — 'SERP analysis, keyword research (volume, difficulty, intent, trends), backlink profiles, on-page analysis, competitor and content analysis, business listings, AI visibility (LLM mention tracking), and domain analytics' — with comprehensive coverage, matching the top anchor rather than the 'minor gaps' level below.

5 / 5

Completeness

Explicitly answers both 'what' (the enumerated capability list) and 'when' with concrete trigger phrases ('Use when user says "dataforseo", "live SERP"...'), exactly matching the top anchor; the 'when' clause is fully explicit, not just present.

5 / 5

Trigger Term Quality

Includes natural phrases users would say ('live SERP', 'keyword volume', 'backlink data', 'AI visibility check', 'real search data'), but common variations like 'search volume', 'keyword research', 'rankings', or 'competitor analysis' are missing, so it fits 'good keyword coverage; a few natural terms missing' rather than comprehensive synonym coverage.

4 / 5

Distinctiveness Conflict Risk

A clearly branded niche ('Live SEO data via DataForSEO MCP server... Requires DataForSEO extension installed') with distinct trigger terms; minimal risk of triggering for a wrong, similarly-scoped skill.

5 / 5

Total

19

/

20

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository

AgriciDaniel/claude-seo

Path

extensions/dataforseo/skills/seo-dataforseo/SKILL.md

Reviewed

Table of Contents

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