Public MCP server for the LLM Search Engine
| Endpoint | https://llmse.ai/mcp (streamable-http) |
|---|---|
| Registry version | 1.3.12 |
| Now | 10 tools · grade F (30) · pin ts_e51474a0b3ab639e369e21c409cb07aa · protocol 2025-06-18 |
| First / last listed | 2026-10-24 22:24 UTC / 2026-10-24 22:24 UTC |
| Grade over time | 2026-10-24: F (30), 10 tools |
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Tools: classify_url select_advertiser analyze_seo analyze_eeat analyze_aeo analyze_wcag analyze_garm analyze_readability audit find_similar_sites
classify_url | Classify a website URL into category, subcategory, language, and sentiment.
Fetches the URL content and uses AI for classification.
Results are cached for fast subsequent lookups.
Rate limited to 1 request per minute per domain.
Args:
url: The website URL to classify (e.g., "https://example.com").
Returns:
Classification result with:
- url: The normal params: url* |
select_advertiser | Select the best advertisers based on website demographics.
Matches advertisers to website content based on classification demographics.
Provide either a URL (classification will be fetched) or demographics directly.
Rate limited to 1 request per minute per domain when using URL.
Scoring weights:
- Category match: +10 points
- Age match: +5 points
- Gender match: +3 po params: url, category, subcategory, age, gender, sentiment, limit, min_cpm, max_cpm |
analyze_seo | Analyze a website URL for SEO optimizations.
Fetches the URL content and analyzes HTML for possible SEO improvements.
Results are cached for fast subsequent lookups.
Rate limited to 1 request per minute per domain.
Args:
url: The website URL to analyze (e.g., "https://example.com").
Returns:
SEO analysis result with:
- url: The analyzed URL
- params: url* |
analyze_eeat | Analyze a website URL for E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness).
Evaluates content quality signals based on Google's Search Quality Rater Guidelines
and "Creating helpful content" documentation. Detects EEAT signals including:
- Experience: First-person language, case studies, testimonials, years of experience
- Expertise: Author credentials, certific params: url* |
analyze_aeo | Analyze how well content is optimized for AI answer engines.
Evaluates content for AI answer engines (ChatGPT, Perplexity, Gemini, Claude).
Combines Q&A pattern detection, snippet extractability, and entity clarity
analysis with a full Citation Readiness assessment.
AEO Scoring Framework (100 points):
- Answer Format Detection: 30 points (Q&A extractability patterns)
- FA params: url* |
analyze_wcag | Analyze a website URL for WCAG 2.1 Level A accessibility issues.
Automated static HTML analysis covering approximately 30-40% of WCAG 2.1
Level A criteria. Checks include: image alt text, form labels, heading
hierarchy, page title, html lang, empty links/buttons, ARIA labels,
duplicate IDs, skip navigation, table headers, landmarks, viewport zoom,
autoplay media, and tabindex params: url* |
analyze_garm | Compute GARM brand safety score for a website or category.
Based on the GARM (Global Alliance for Responsible Media) Brand Suitability
Framework. Maps content categories to 11 GARM sensitive content categories
with risk levels (Floor, High, Medium, Low).
Can either:
1. Provide a URL - classification will be fetched and mapped to GARM
2. Provide category and sentiment dire params: category, sentiment, url |
analyze_readability | Analyze a website URL for content readability using Flesch Reading Ease.
Extracts plain text from HTML and computes readability metrics including
Flesch Reading Ease score, Flesch-Kincaid grade level, reading time,
and word/sentence statistics.
Grade Scale (web-optimized):
- A (60-100): Easy, 6th-8th grade — ideal for web content
- B (50-59): Fairly easy, some high school params: url* |
audit | Perform comprehensive audit of a website URL.
Fetches the URL content ONCE and provides a combined report with:
- Classification: category, subcategory, language, sentiment, demographics
- SEO Analysis: score, grade, issues, recommendations
- EEAT Analysis: experience, expertise, authoritativeness, trustworthiness scores
- AEO Analysis: AI answer engine optimization score, met params: url* |
find_similar_sites | Find similar or competitor websites based on classification.
Takes a URL, classifies it (or uses cached classification), and returns
other websites from the same category and subcategory. Useful for
competitive analysis and discovering related content.
Rate limited to 1 request per minute per domain.
Args:
url: The website URL to find similar sites for.
limit: params: url*, limit |
Entries describe changes in tool definitions. They are not statements about a server, its quality or its author. The grade measures how the tool definitions fit model providers (token cost, schema compatibility, confusable names) as scored by the ToolFit engine at the time of the listing. JSON: append .json. Opt-out: how or hello@youraitools.co.