SEO Score
seo_score[FREE] Quick SEO score (0-100) with letter grade for any URL. FR: Score SEO rapide (0-100) pour n'importe quelle URL.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | The URL to score |
seo_score[FREE] Quick SEO score (0-100) with letter grade for any URL. FR: Score SEO rapide (0-100) pour n'importe quelle URL.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | The URL to score |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries full responsibility for behavioral disclosure. It explains the output (score 0-100 with letter grade) but gives no details about potential errors, rate limits, required permissions, or the practical meaning of 'any URL' (e.g., public accessibility). This is a significant gap for a network-based tool.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The English description is a concise single sentence front-loaded with the key value proposition. The French translation is arguably redundant but serves a specific bilingual audience, so it earns its place. Slightly more concise than a 5 because the translation could be seen as extra.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The tool is simple (1 param, no output schema). The description explains the primary output (score with letter grade) and scope ('any URL'), which covers the essentials for such a tool. It could provide more context on what constitutes a 'quick' score or how it relates to other SEO tools, but the low complexity warrants a high but not perfect score.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% with a single 'url' parameter described as 'The URL to score'. The description adds no additional parameter semantics beyond what the schema already provides, so the baseline of 3 for full schema coverage is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool performs a quick SEO score (0-100) with a letter grade for any URL. This specific verb+resource combination distinguishes it from siblings like seo_audit (which implies a more comprehensive analysis) and page_speed_check.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The '[FREE]' and 'Quick' markers provide clear context that this is a lightweight, low-cost check compared to deeper alternatives like seo_audit. However, it doesn't explicitly name alternatives or state when not to use this tool, so it falls short of a 5.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Add one secure layer between your agents and this server.
Most tools have distinct targets, but seo_audit, seo_plan, and seo_score overlap in purpose—all evaluate SEO health with varying depth, which could confuse an agent. noindex_checker and ai_visibility_score also both touch indexing/crawling, though from different angles.
Tool names are predominantly descriptive noun phrases in snake_case (broken_link_check, keyword_generator, seo_audit), but 'discover' is a lone verb and there's a mix of suffixes (_check, _analyzer, _validator, _score). Still, the pattern is readable and mostly consistent.
With 12 tools, the server covers a broad SEO toolkit without overwhelming. Each tool adds a distinct diagnostic capability, and the count fits well within the ideal 3-15 range.
The suite covers crawling, indexing, content, schema, performance, and overall audits—solid diagnostic coverage. Minor gaps like sitemap validation or backlink analysis exist, but the core SEO workflows are well supported.