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Glama

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SEOOracle v2 - 7 next-gen SEO tools: AI overview tracking, GEO/AEO, entity coverage.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

100% free. Your data is private.
Tool DescriptionsA

Average 3.6/5 across 7 of 7 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool targets a distinct SEO aspect (backlinks, competitor, health, keywords, pagespeed, audit, SERP preview) with no functional overlap, making selection unambiguous.

Naming Consistency3/5

Naming conventions are mixed: some use noun_verb (backlink_check, health_check, serp_preview), some noun_noun (competitor_seo, keyword_research, seo_audit), and one is a single word (pagespeed). The pattern is inconsistent but tools remain readable.

Tool Count5/5

With 7 tools, the set is well-scoped for a comprehensive SEO assistant, covering core workflows without unnecessary bloat.

Completeness4/5

Covers major SEO tasks: on-page audit, speed, backlinks, keywords, competitor analysis, SERP preview. Minor gaps like rank tracking or sitemap analysis are absent but acceptable for a v2 server.

Available Tools

7 tools
competitor_seoBInspect

Compare SEO and performance scores of your domain vs a competitor.

ParametersJSON Schema
NameRequiredDescriptionDefault
domainNoYour domain e.g. 'sweetdreamsbetten.de'
competitorNoCompetitor domain e.g. 'emma-matratzen.de'
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations provided. Description does not disclose behavioral traits such as whether the operation is read-only, permission requirements, rate limits, or how results are returned. The word 'Compare' suggests read-only but is not explicitly stated.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Single sentence with no redundancy. Front-loaded with the verb 'Compare', making the purpose immediately clear.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

No output schema exists and no annotations are provided. The description does not explain what the tool returns (e.g., comparison table, score difference, report) or how to interpret the results. Incomplete for a comparative analysis tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% with clear examples for both parameters. Description adds no extra meaning beyond what the schema provides, resulting in baseline score.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Description clearly states verb 'Compare' and resources 'SEO and performance scores of your domain vs a competitor'. Distinguishes from siblings which focus on single domains or specific aspects like backlinks, health, keywords, pagespeed, or audits.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Description implies use for competitive comparison but provides no explicit guidance on when to use vs alternatives, no 'when not to use', and no alternative tool recommendations.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

health_checkBInspect

SEOOracle v2 server status.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description carries full burden. It discloses the tool returns 'server status', but does not specify what that entails (e.g., boolean up/down, latency, or details). No mention of authentication, rate limits, or side effects, which is a gap even for a simple health check.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, efficient sentence with no wasted words. It fits the tool's simplicity perfectly, being front-loaded and to the point.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's simplicity (no parameters, no output schema, no annotations), the description is largely complete. However, it lacks any indication of the output format or behavior, which could be helpful for an agent. Still, for a health check, it is minimally adequate.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool has zero parameters, and the schema coverage is 100% (empty object). The description correctly leaves no parameter information needed, as there are none. Baseline 4 applies per rules.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it checks 'SEOOracle v2 server status', which is specific and distinct from sibling tools that focus on SEO analysis tasks like keyword research or backlink checks. It could be improved by adding a verb like 'check' or 'verify', but the intent is clear.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance is provided on when to use this tool versus alternatives. While its purpose is obvious, there is no explicit direction on usage context or exclusions, leaving the agent to infer alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

keyword_researchBInspect

Keyword research: related words, compound keywords, LSI keywords from news context.

ParametersJSON Schema
NameRequiredDescriptionDefault
langNoLanguage: 'de' or 'en' (default: de)de
keywordNoSeed keyword e.g. 'Matratze', 'Boxspringbett'
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description carries full burden. It does not disclose any behavioral traits such as rate limits, authorization needs, or side effects beyond the basic function.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Very concise, one short sentence with front-loaded key information, no wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given 2 parameters, no output schema, no annotations, description is somewhat complete but could add return format or clarify the scope of 'news context'.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, both parameters have descriptions. The description adds 'from news context' but does not add meaning beyond the schema for individual parameters, so baseline of 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Description clearly states verb 'research' and resource 'keywords' and specifies output types (related words, compound, LSI, from news context), distinguishing it from sibling tools like 'backlink_check' and 'seo_audit'.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance on when to use this tool versus alternatives, no exclusions, and no context provided.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

pagespeedAInspect

Google PageSpeed Insights scores: Performance, SEO, Accessibility, Core Web Vitals.

ParametersJSON Schema
NameRequiredDescriptionDefault
urlNoURL to test e.g. 'https://sweetdreamsbetten.de'
strategyNoDevice: 'mobile' or 'desktop' (default: mobile)mobile
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations provided; description only lists metrics categories without disclosing how the tool operates (e.g., real-time test vs cached), rate limits, or side effects.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Single concise sentence with no unnecessary words, front-loading the core purpose.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given no output schema and no annotations, the description adequately covers the tool's purpose and key metrics, though it could mention return format or limitations.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% for both parameters (url, strategy) with clear descriptions. The tool description adds no additional parameter info beyond the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Description clearly states it retrieves Google PageSpeed Insights scores for Performance, SEO, Accessibility, Core Web Vitals, distinguishing it from sibling tools like keyword_research or seo_audit.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Implied usage for checking page speed metrics, but no explicit guidance on when to use vs alternatives or when not to use.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

seo_auditAInspect

Full on-page SEO audit: title, meta description, H1, alt texts, canonical, structured data.

ParametersJSON Schema
NameRequiredDescriptionDefault
urlNoURL to audit e.g. 'https://sweetdreamsbetten.de'
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description carries full burden. It correctly implies a non-destructive read operation (audit), but does not explicitly state that it is read-only, nor does it disclose any rate limits, authentication needs, or potential side effects.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single sentence that efficiently lists the audit components without fluff. Every word contributes to clarity.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given no output schema, the description should ideally describe the return format. It lists input checks but not what the tool outputs (e.g., scores, recommendations). For a single-parameter tool, the description is adequate but not fully complete.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema covers the single parameter 'url' with a clear example. The description adds context about what the audit covers but does not enhance the parameter meaning beyond the schema. Since schema coverage is 100%, a baseline of 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly specifies a full on-page SEO audit and lists concrete elements (title, meta description, H1, alt texts, canonical, structured data), making the tool's purpose and scope easy to understand and distinct from siblings like backlink_check or pagespeed.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies use for auditing on-page SEO elements, and the sibling names suggest clear distinctions (e.g., backlink_check for off-page, pagespeed for performance). However, it does not explicitly state when to use this tool versus alternatives or include exclusions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

serp_previewAInspect

Preview how your page appears in Google search results. Check title and description length.

ParametersJSON Schema
NameRequiredDescriptionDefault
urlNoPage URL (optional)
titleNoPage title to preview
descriptionNoMeta description to preview
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description carries full burden. It discloses a read-like operation ('Preview'), but does not mention authentication needs, rate limits, or side effects. The simplicity of the tool mitigates the gap.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, both front-loaded with key information. No redundant words. Each sentence contributes to understanding the tool's purpose and output focus.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The tool has no output schema and the description does not explain return values. For a simple preview tool, the output might be inferred (e.g., a visual preview or character counts), but explicit mention would improve completeness.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The schema has 100% coverage with brief descriptions. The tool description adds value by specifying that it checks 'title and description length', which is not evident from the schema alone. This provides functional context beyond parameter names.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the verb 'Preview' and 'Check' with the resource 'how your page appears in Google search results' and 'title and description length'. It distinguishes from sibling tools like backlink_check or keyword_research by focusing on SERP appearance.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies usage for previewing search results and checking lengths, but it does not explicitly state when to use this tool over alternatives or provide exclusion criteria. The context of sibling tools helps, but guidance is minimal.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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