Social presence not yet detected — Echo will look for it on next scan.
Reviews not yet detected — Echo will look for them on next scan.
Recover $1,600/mo and lift your score by +15.6 pts if all are resolved.
All four scanners ran clean. No protocol-layer endpoints detected yet.
Crawlers are unblocked, but engines aren't yet citing you. We'll fix that.
Two layers flagged orange: citation density and off-site authority.
2 fixes ready to ship the moment you activate. No LLM call needed — these are deterministic drafts from your scan signals.
# Blog, lucebox
> Blog, lucebox — Engineering blog from lucebox, custom CUDA kernels, local AI inference, and hardware optimization. on lucebox.com
This file helps AI agents (ChatGPT, Claude, Perplexity, Gemini) find the most important content on Blog, lucebox. Generated by AISO Nova — see https://llmstxt.org for the spec.
## Important pages
- [Home](/): primary landing page — replace with a one-line description
## Optional
- [Blog](/blog): supplementary content not required for primary tasks
## Pricing & about
- [Pricing](/pricing): plans and pricing — replace with the canonical pricing URL
Generated minimum-viable llms.txt per llmstxt.org spec using the brand profile's oneLiner as the tagline. Replace placeholder bullets with real top-page descriptions.
AI engines weight five trust layers when deciding whether to cite you. Lift the weakest layer first; the composite score and grade move fastest there.
Citation-crawl observations weren't recorded on this scan (likely missing PERPLEXITY_API_KEY / GOOGLE_AI_API_KEY). Once citation-crawl runs you'll see per-platform rate sparklines here on every re-scan.
Each finding maps to a specific agent and a fix path.
| # | SEV | CODE | FINDING | LEAK / MO | EFFORT | ACTION |
|---|---|---|---|---|---|---|
| 01 | LOW | entity | No named author or byline visible | −$160 | — | |
| 02 | MED | entity | No clear self-identification in the opening paragraph | −$200 | — | |
| 03 | HIGH | crawler | No robots.txt found | −$1,000 | — | |
| 04 | LOW | template_coverage | Template coverage is limited in homepage-only scans | −$95 | — | |
| 05 | MED | content_gaps | 2 high-impact content gaps detected | −$200 | — | |
| 06 | LOW | content_gaps | 4 entity page gaps detected | −$160 | — | |
| 07 | HIGH | structure | No definition-lead opener in the first 150 tokens | −$325 | — | |
| 08 | MED | structure | No 2–4 sentence summary paragraph above the fold | −$250 | — | |
| 09 | HIGH | structure | No FAQ section detected | −$325 | — | |
| 10 | HIGH | citations | Homepage has zero external citations | −$500 | — | |
| 11 | HIGH | citations | Statistical claims are unsourced | −$413 | — | |
| 12 | HIGH | schema | No valid Organization JSON-LD | −$400 | — | |
| 13 | LOW | schema | Core meta tags are incomplete | −$225 | — | |
| 14 | HIGH | llmstxt | No /llms.txt file found | −$300 | — | |
| 15 | MED | entity | No /about or /team page with credentials | −$200 | — | |
| 16 | LOW | entity | Organization JSON-LD missing founder | −$160 | — | |
| 17 | LOW | offsite | No social/authority footprint linked from header or footer | −$95 | — | |
| 18 | HIGH | agent_readiness | No API or OpenAPI entrypoint detected | −$500 | — | |
| 19 | MED | agent_readiness | No MCP entrypoint detected | −$400 | — | |
| 20 | LOW | agent_readiness | No CLI or command-line workflow detected | −$320 | — | |
| 21 | LOW | agent_readiness | No WebMCP access signal detected | −$320 | — | |
| 22 | LOW | agent_readiness | No Portal visit layer detected | −$320 | — | |
| 23 | LOW | agent_readiness | No x402 payment support detected | −$320 | — | |
| 24 | MED | agent_readiness | No agent skills or action manifest detected | −$400 | — | |
| 25 | LOW | agent_readiness | No integration-safety docs detected | −$320 | — | |
| 26 | LOW | content_decay | Volatile content lacks update signals | −$225 | — | |
| 27 | MED | ai-discovery | No /.well-known/ai.txt published | −$125 | — | |
| 28 | MED | ai-discovery | No /ai/summary.json published | −$125 | — | |
| 29 | LOW | ai-discovery | No /ai/faq.json published | −$95 | — | |
| 30 | LOW | ai-discovery | No /ai/service.json published | −$95 | — | |
| 31 | LOW | ai-discovery | No /.well-known/agent.json manifest | −$95 | — | |
| 32 | LOW | hreflang | Site is single-locale; hreflang not applicable | −$95 | — | |
| 33 | HIGH | csp-audit | Add a Content-Security-Policy to enable directive-level audit | −$163 | — | |
| 34 | HIGH | answer-extractability | No definition / TL;DR / direct-answer pattern at the top of any sampled page | −$163 | — | |
| 35 | HIGH | answer-extractability | Only 0 bolds per 800 words — key facts blend in | −$163 | — | |
| 36 | HIGH | answer-extractability | Only 0 list items per page — content lacks scannable structure | −$163 | — | |
| 37 | HIGH | definition-authority | No glossary page or DefinedTerm schema found | −$200 | — | |
| 38 | HIGH | definition-authority | No inline definition patterns found in content | −$200 | — | |
| 39 | LOW | definition-authority | Improvement: Wrap term/definition pairs in <dl><dt>term</dt><dd>def</dd></dl> markup | −$95 | — | |
| 40 | HIGH | comparison-coverage | No dedicated /vs/ or /comparison/ URL | −$200 | — | |
| 41 | HIGH | comparison-coverage | No 'X vs Y' heading patterns found | −$200 | — | |
| 42 | HIGH | comparison-coverage | No pros/cons or advantages/disadvantages sections | −$200 | — | |
| 43 | HIGH | comparison-coverage | No feature comparison tables found | −$200 | — | |
| 44 | LOW | comparison-coverage | Improvement: Add ItemList JSON-LD schema to comparison pages | −$95 | — | |
| 45 | LOW | comparison-coverage | Improvement: Mention 2-3 explicit competitors with comparison points | −$95 | — | |
| 46 | HIGH | internal-link-graph | Not enough data to build a link graph (single page sampled) | −$200 | — | |
| 47 | LOW | patent-news-mentions | Patent + news APIs unreachable — could not measure citation footprint | −$95 | — | |
| 48 | HIGH | delegate_economy | No JSON-LD structured data on homepage | −$200 | — | |
| 49 | MED | citability | Only 0/5 sections in 134-167 word citable range | −$125 | — | |
| 50 | MED | citability | Only 0% of sections have source-attribution hooks | −$125 | — | |
| 51 | HIGH | brand_extraction | 'Lucebox' is never mentioned by name in homepage prose | −$163 | — | |
| 52 | HIGH | audience_reviews | No JSON-LD blocks on homepage — audience/review signals impossible | −$163 | — | |
| 53 | LOW | webmcp_readiness | No WebMCP manifest detected | −$95 | — | |
| 54 | LOW | image_alt_text | 1 image has keyword-stuffed alt (12+ words) | −$95 | — | |
| 55 | HIGH | faq-coverage | No FAQPage JSON-LD detected on homepage or sampled pages. | −$200 | — | |
| 56 | HIGH | faq-coverage | No /faq, /help, or /support route surfaced. | −$200 | — | |
| 57 | HIGH | faq-coverage | No question-style subheadings found. | −$200 | — | |
| 58 | HIGH | entity-disambiguation | No Organization JSON-LD detected. | −$200 | — | |
| 59 | HIGH | entity-disambiguation | No founding-year or location anchor in homepage prose. | −$200 | — | |
| 60 | HIGH | entity-disambiguation | Brand "Lucebox" never appears with a disambiguating descriptor (e.g., 'is an X platform'). | −$200 | — | |
| 61 | HIGH | trust_stack | Identity trust layer is weak: 13/100 (lowest contributor: entity at 0) | −$163 | — | |
| 62 | HIGH | trust_stack | Safety trust layer is weak: 22/100 (lowest contributor: negative_signals at 10) | −$163 | — | |
| 63 | HIGH | trust_stack | Authority trust layer is weak: 25/100 (lowest contributor: offsite at 0) | −$163 | — | |
| 64 | HIGH | trust_stack | Technical trust layer is weak: 34/100 (lowest contributor: schema at 0) | −$163 | — | |
| 65 | LOW | platform_profiles | Chatgpt readiness is underdeveloped | −$95 | — | |
| 66 | LOW | platform_profiles | Perplexity readiness is underdeveloped | −$95 | — | |
| 67 | LOW | platform_profiles | Google ai readiness is underdeveloped | −$95 | — | |
| 68 | LOW | platform_profiles | Claude readiness is underdeveloped | −$95 | — |
Estimated total recovered: $870/mo.$870/mo TOTAL RECOVERABLE
Weak JSON-LD for product p… — $225
+$225 RECOVERED
3 high-impact content gaps … — $260
4 entity page gaps detected — $100
+$360 RECOVERED
Only direct HTTP certificate… — $95
+$95 RECOVERED
Q3 2026 · early signal — we recommend you ship the missing endpoints now.
The next layer is AI agents that book, buy & transact on behalf of users. Protocols like MCP, x402 and agent-skills turn your site into something agents can actually use — not just read. You’re missing all of them.
| PROTOCOL | WHAT IT DOES | PROBE | STATUS | FIX |
|---|---|---|---|---|
MCP Required | Model Context Protocol Lets agents call your tools & data directly. | GET /mcp.json → 404 | MISSING | 4h · Echo |
x402 Required | Agent Payment Protocol Per-call micropayments — agents pay to reach you. | Accept-Payment header → not advertised | MISSING | 3h · Atlas |
CLI Recommended | CLI / Programmatic access CLI exists, no docs or API spec exposed. | OpenAPI spec → not found · loading API by header | PARTIAL | 3h · Echo |
SKILLS Recommended | Agent Skills manifest Discovered verbs agents can invoke — "book room", "check rates". | GET /agent.json → 404 | MISSING | 3h · Orbit |
6 questions. Sharpens the $ estimate below — no data leaves this device.
Four agents. Four tiers. Grow starts with the first month free. Your team is 3 minutes away.
Join waitlist →Template coverage is limit… — $95
Safety trust layer is weak — $95
+$190 RECOVERED