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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".

72

Quality

91%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

88%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-engineered operational skill: exact tool names, parameters, and defaults for every command, plus an explicit pre-call cost validation and post-call logging loop with error-recovery guidance. Its weaknesses are mild redundancy (the Google Images caveat appears three times) and an inline command reference that is longer than a lean overview plus references would be.

Suggestions

State the 'pinned MCP server has no Google Images tool' caveat once (in the serp-images section) and drop it from the Quick Reference table and the seo-images cross-skill bullet, which can just link to that section.

Move the per-command 'MCP tools / Default parameters / Output' listings for the eight non-SERP modules into a per-category reference file (e.g., references/commands.md), keeping the Quick Reference table plus a few flagship commands inline in SKILL.md.

Trim dated provenance notes like 'checked against the package, 2026-09-23' into a single maintenance note at the top, rather than repeating the package version and check date inside individual command sections.

DimensionReasoningScore

Conciseness

The body is dense reference material — each command section is a terse tool/params/output listing with no explanation of concepts Claude already knows. Not 5 because there is trimmable redundancy: the 'pinned MCP server has no Google Images tool' caveat is stated three times (Quick Reference table, serp-images section, Cross-Skill Integration), the Quick Reference table partially duplicates the section headers, and version/date specifics ('checked against the package, 2026-09-23') pad the prose. Not 3 because nearly every line is actionable data, not filler explanation.

4 / 5

Actionability

Guidance is fully executable throughout: exact MCP tool names per command ('serp_organic_live_advanced'), concrete default parameters (location_code=2840, depth=100), copy-ready cost-check commands ('${CLAUDE_PLUGIN_ROOT}/scripts/claude-seo' run dataforseo_costs.py check <endpoint>), a worked video_id example, and per-tool output schemas. Not 4 because there are no gaps in specificity — commands, parameters, defaults, and outputs are all stated.

5 / 5

Workflow Clarity

The multi-step cost workflow has explicit validation checkpoints with a feedback loop: run cost check before every call, branch on approved/needs_approval/blocked status, log actual cost after the call, with escalation to the user on non-approved statuses. Error handling adds recovery paths per failure mode, and the ai-mentions workflow is a numbered 1-4 sequence. This is a batch/cost-incurring skill where validation is present and explicit, so the missing-validation cap does not apply; not 4 because checkpoints are both explicit and bidirectional (pre-call gate + post-call log).

5 / 5

Progressive Disclosure

Structure is good and references are real and one level deep: 'Load references/cost-tiers.md' and 'Load references/tool-catalog.md when you need to find a specific utility tool' both resolve to existing, well-scoped files. Not 5 because roughly 200 lines of per-command tool/parameter/output listings sit inline in SKILL.md; while the commands are the skill's core interface, the detailed MCP tool listings for the nine API modules could be partially split into per-category reference files, leaving a leaner overview. Not 3 because the split that does exist (pricing, utility catalog) is correctly placed and clearly signaled.

4 / 5

Total

18

/

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: third-person, comprehensive capability list paired with an explicit 'Use when' trigger clause anchored on the brand name and natural user phrases. The only gap is a handful of uncovered synonym triggers (e.g., 'search volume', 'competitor analysis').

DimensionReasoningScore

Specificity

The description enumerates concrete, comprehensive capabilities: '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' — multiple specific actions with sub-scoped detail, matching the comprehensive anchor. Not 4 because coverage spans the tool's full module set with no meaningful gaps.

5 / 5

Completeness

It explicitly answers both: 'what' (the enumerated capability list) and 'when' via the explicit clause 'Use when user says "dataforseo", "live SERP", "keyword volume", "backlink data", "AI visibility check", or "real search data".' This mirrors the 5-anchor exemplar almost exactly; not 4 because the 'when' is already explicit and concrete, not merely improvable.

5 / 5

Trigger Term Quality

Natural trigger phrases are present ('dataforseo', 'live SERP', 'keyword volume', 'backlink data', 'AI visibility check', 'real search data') and would plausibly be said by users. Not 5 because common synonyms like 'search volume', 'keyword research', 'competitor analysis', or 'rankings' are absent, leaving a few natural terms uncovered; not 3 because what's there goes well beyond generic domain keywords.

4 / 5

Distinctiveness Conflict Risk

The brand-anchored triggers ('dataforseo', 'live SERP', 'real search data') carve out a clear niche of live SEO data retrieval, distinct from static-analysis SEO skills. Not 4 because the branded trigger terms make overlap with other skills minimal.

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
Reviewed

Table of Contents

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