sagbot.app
SagBot
SagBot - Free AI readiness checker
Two scores, every check explained, and fixes you can paste straight into a coding agent.
Free AI-readiness checker. Enter a domain and get two scores, Agent-ready and Answer-ready (SEO, GEO, AEO), plus ranked copy-paste fixes for a coding agent.
Submitted URLs are declarations until checked. Verification inspects published content and does not execute third-party tools.
The score measures observable documentation quality. Each component below lists its earned points, exact checks, and source observations. It is not a prediction of AI rankings or citations.
Overall readiness
Confidence: medium· V2
How this score is calculated
round(95 ÷ 100 × 100) = 95/100
95 points earned out of 100 assessed. All 100 available points were assessed. The checks below show each result. Optional integrations and file size earn no extra points.
Full scoring rules and worked exampleCurrent usable primary file: 25/25.
Current llms.txt retrieval succeeded (HTTP 200); usable text verified.
llms.txt: Documentation sections: SagBot; Pages; Who it's for; Guides; Free tools. Derived from headings; source checked 2026-11-10.
Listing updated: . Machine-readable profile (JSON)
{
"schemaVersion": "1.0",
"name": "SagBot",
"slug": "sagbot",
"website": "https://sagbot.app",
"category": "ai-tools",
"description": "Free AI-readiness checker. Enter a domain and get two scores, Agent-ready and Answer-ready (SEO, GEO, AEO), plus ranked copy-paste fixes for a coding agent.",
"capabilities": [
"llmsTxt documentation"
],
"aiResources": {
"llmsTxt": {
"type": "llmsTxt",
"url": "https://sagbot.app/llms.txt",
"status": "verified",
"available": true,
"httpStatus": 200,
"checkedAt": "2026-11-10T22:25:44.011Z",
"lastSuccessfulAt": "2026-11-10T22:25:44.011Z",
"contentType": "text/plain",
"contentSize": 4638,
"estimatedTokens": 1160,
"tokenMethod": "UTF-16 characters / 4 (approximation)",
"contentHash": "230e773c8476c856f24d0c3054deda6bf91fefbfe1d5a05af8a5ef423590c6a9",
"internalLinks": 29,
"externalLinks": 0,
"document": {
"h1Count": 1,
"firstBlockIsH1": true,
"title": "SagBot",
"usefulTitle": true,
"headingCount": 5,
"uniqueHeadingCount": 5,
"hasSections": true,
"orderedHeadings": true,
"sectionWithContent": true,
"fileListLinks": 29,
"summaryPresent": true,
"contextPresent": false,
"validLinks": 29,
"invalidLinks": 0,
"duplicateLinks": 0,
"descriptiveLinks": 29,
"annotatedLinks": 29
},
"linkHealth": {
"eligibleCount": 29,
"selectedCount": 5,
"sampledCount": 5,
"working": 2,
"broken": 0,
"unknown": 3,
"checkedAt": "2026-11-10T22:25:44.251Z",
"sourceHash": "230e773c8476c856f24d0c3054deda6bf91fefbfe1d5a05af8a5ef423590c6a9",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://sagbot.app/guides/ai-visibility",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:25:44.251Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://sagbot.app/tools/json-ld-visualizer",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-10T22:25:44.251Z"
},
{
"url": "https://sagbot.app/for/shops",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-10T22:25:44.251Z"
},
{
"url": "https://sagbot.app/privacy",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:25:44.251Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://sagbot.app/for/marketing",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-10T22:25:44.251Z"
}
]
},
"headings": [
"SagBot",
"Pages",
"Who it's for",
"Guides",
"Free tools"
],
"warnings": [],
"summary": "Documentation sections: SagBot; Pages; Who it's for; Guides; Free tools.",
"summarySourceHash": "230e773c8476c856f24d0c3054deda6bf91fefbfe1d5a05af8a5ef423590c6a9",
"processingVersion": "2.0",
"method": "markdown-ast-analysis"
},
"llmsFullTxt": null,
"webmcp": null
},
"readiness": {
"score": 95,
"version": "2.0",
"confidence": "medium",
"components": [
{
"name": "availability",
"weight": 25,
"assessedWeight": 25,
"points": 25,
"rules": [
{
"id": "current_access",
"label": "Current usable primary file",
"weight": 25,
"observation": "Current llms.txt retrieval succeeded (HTTP 200); usable text verified.",
"points": 25
}
],
"explanation": "Current usable primary file: 25/25."
},
{
"name": "structure",
"weight": 25,
"assessedWeight": 25,
"points": 25,
"rules": [
{
"id": "title",
"label": "One project H1 at the beginning",
"weight": 10,
"observation": "1 H1 heading(s); starts with H1: yes.",
"points": 10
},
{
"id": "sections",
"label": "Coherent content sections",
"weight": 5,
"observation": "H2 with content: yes; no heading-level jumps: yes.",
"points": 5
},
{
"id": "file_lists",
"label": "Documentation links organized in lists",
"weight": 5,
"observation": "29 valid link occurrence(s) inside Markdown lists.",
"points": 5
},
{
"id": "heading_uniqueness",
"label": "Non-repeated headings",
"weight": 5,
"observation": "5 unique heading(s) out of 5; code examples are excluded.",
"points": 5
}
],
"explanation": "One project H1 at the beginning: 10/10. Coherent content sections: 5/5. Documentation links organized in lists: 5/5. Non-repeated headings: 5/5."
},
{
"name": "links",
"weight": 25,
"assessedWeight": 25,
"points": 25,
"rules": [
{
"id": "link_syntax",
"label": "Resolvable HTTP(S) link syntax",
"weight": 5,
"observation": "29 valid URL occurrence(s), 0 malformed, unsupported or unresolved.",
"points": 5
},
{
"id": "link_uniqueness",
"label": "Unique documentation destinations",
"weight": 5,
"observation": "29 unique destination(s) from 29 valid occurrence(s).",
"points": 5
},
{
"id": "link_labels",
"label": "Descriptive link labels",
"weight": 2.5,
"observation": "29 of 29 unique links have non-placeholder labels. This is a text heuristic, not a semantic guarantee.",
"points": 2.5
},
{
"id": "link_notes",
"label": "Context beside file links",
"weight": 2.5,
"observation": "29 of 29 unique links have notes beside a Markdown list link.",
"points": 2.5
},
{
"id": "link_health",
"label": "Sampled destination accessibility",
"weight": 10,
"observation": "5 of 29 destinations sampled: 2 working, 0 confirmed 404/410, 3 unknown. Only working and confirmed-broken results enter this fraction.",
"points": 10
}
],
"explanation": "Resolvable HTTP(S) link syntax: 5/5. Unique documentation destinations: 5/5. Descriptive link labels: 2.5/2.5. Context beside file links: 2.5/2.5. Sampled destination accessibility: 10/10."
},
{
"name": "confidence",
"weight": 15,
"assessedWeight": 15,
"points": 15,
"rules": [
{
"id": "verification_age",
"label": "Age of last successful verification",
"weight": 10,
"observation": "Last success: 2026-11-10T22:25:44.011Z. Full points through day 8 (7-day schedule plus 1-day grace), 60% through day 30, 20% thereafter or for an unknown date.",
"points": 10
},
{
"id": "latest_success",
"label": "Latest primary check succeeded",
"weight": 5,
"observation": "Latest primary verification succeeded.",
"points": 5
}
],
"explanation": "Age of last successful verification: 10/10. Latest primary check succeeded: 5/5."
},
{
"name": "metadata",
"weight": 10,
"assessedWeight": 10,
"points": 5,
"rules": [
{
"id": "summary",
"label": "Useful summary blockquote",
"weight": 5,
"observation": "A blockquote before the first H2 with at least 20 non-whitespace characters and no placeholder-only text.",
"points": 5
},
{
"id": "context",
"label": "Useful introductory context",
"weight": 5,
"observation": "An introductory paragraph before the first H2 with at least 20 non-whitespace characters and no placeholder-only text. Listing form fields do not earn these points.",
"points": 0
}
],
"explanation": "Useful summary blockquote: 5/5. Useful introductory context: 0/5."
}
],
"earnedPoints": 95,
"assessedWeight": 100,
"availableWeight": 100,
"provisional": false,
"calculatedAt": "2026-11-10T22:25:46.022Z",
"lastVerifiedAt": "2026-11-10T22:25:44.011Z",
"evidence": {
"sourceUrl": "https://sagbot.app/llms.txt",
"contentHash": "230e773c8476c856f24d0c3054deda6bf91fefbfe1d5a05af8a5ef423590c6a9",
"processingVersion": "2.0",
"retrievedAt": "2026-11-10T22:25:44.011Z"
},
"linkSampling": {
"eligibleCount": 29,
"selectedCount": 5,
"sampledCount": 5,
"working": 2,
"broken": 0,
"unknown": 3,
"checkedAt": "2026-11-10T22:25:44.251Z",
"sourceHash": "230e773c8476c856f24d0c3054deda6bf91fefbfe1d5a05af8a5ef423590c6a9",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://sagbot.app/guides/ai-visibility",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:25:44.251Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://sagbot.app/tools/json-ld-visualizer",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-10T22:25:44.251Z"
},
{
"url": "https://sagbot.app/for/shops",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-10T22:25:44.251Z"
},
{
"url": "https://sagbot.app/privacy",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:25:44.251Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://sagbot.app/for/marketing",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-10T22:25:44.251Z"
}
]
},
"warnings": [
"This measures observable documentation, not model rankings or citation probability.",
"H1 is the only required section in the llms.txt proposal. Other checks are LLMSList quality preferences; missing optional sections do not make usable text invalid.",
"Destination accessibility covers a sample of 5 out of 29 unique links, not the entire website."
]
},
"updatedAt": "2026-11-10T22:25:46.022Z"
}Related listings based on category, resource types, and description keywords
preferly.ai
Preferly is a one-time AI visibility audit for businesses. It asks 10 leading AI models the questions customers ask, shows which competitors they recommend instead and where AI contradicts your website, and gives a paste-ready fix plan. Free check across 3 models; full report $99 once.
One project H1 at the beginning: 10/10. Coherent content sections: 5/5. Documentation links organized in lists: 5/5. Non-repeated headings: 5/5.
1 H1 heading(s); starts with H1: yes.
H2 with content: yes; no heading-level jumps: yes.
29 valid link occurrence(s) inside Markdown lists.
5 unique heading(s) out of 5; code examples are excluded.
Resolvable HTTP(S) link syntax: 5/5. Unique documentation destinations: 5/5. Descriptive link labels: 2.5/2.5. Context beside file links: 2.5/2.5. Sampled destination accessibility: 10/10.
29 valid URL occurrence(s), 0 malformed, unsupported or unresolved.
29 unique destination(s) from 29 valid occurrence(s).
29 of 29 unique links have non-placeholder labels. This is a text heuristic, not a semantic guarantee.
29 of 29 unique links have notes beside a Markdown list link.
5 of 29 destinations sampled: 2 working, 0 confirmed 404/410, 3 unknown. Only working and confirmed-broken results enter this fraction.
Age of last successful verification: 10/10. Latest primary check succeeded: 5/5.
Last success: 2026-11-10T22:25:44.011Z. Full points through day 8 (7-day schedule plus 1-day grace), 60% through day 30, 20% thereafter or for an unknown date.
Latest primary verification succeeded.
Useful summary blockquote: 5/5. Useful introductory context: 0/5.
A blockquote before the first H2 with at least 20 non-whitespace characters and no placeholder-only text.
An introductory paragraph before the first H2 with at least 20 non-whitespace characters and no placeholder-only text. Listing form fields do not earn these points.
How to improve: Add a useful > summary and a separate introductory paragraph before the first ## section in the file itself. Each must contain at least 20 non-whitespace characters and not consist only of placeholder text. Each earns five default points. Editing listing form fields alone does not improve this component.
80–100%50–79%0–49%Gray: not assessed
Component colors use earned points ÷ assessed points. Unmeasured checks are excluded from the assessed maximum. Model v2.0. Calculated 2026-11-10 22:25:46 UTC.
5 of 29 unique destinations checked: 2 working, 0 confirmed broken, 3 unknown. We check up to five destinations, not every page. A successful HTTP response does not prove that a page is relevant or factually correct.
Sample checked: 2026-11-10 22:25:44 UTC · Source snapshot: 230e773c8476
Destination responded successfully
Response exceeded the sample size limit
Response exceeded the sample size limit
Destination responded successfully
Last verified: 2026-11-10.
This measures observable documentation, not model rankings or citation probability.
H1 is the only required section in the llms.txt proposal. Other checks are LLMSList quality preferences; missing optional sections do not make usable text invalid.
Destination accessibility covers a sample of 5 out of 29 unique links, not the entire website.
AI Resource Readiness
Confidence: high· V2
faceshapehaircut.com
Face Shape Haircut AI is a face shape detector and AI haircut try-on. Its llms.txt lists the free detector, the haircuts-by-face-shape guides, pricing and photo-privacy rules, so assistants can answer 'what haircut suits me' questions with the real pages. Upload one selfie, get your face shape free, then preview cuts on your own photo.
AI Resource Readiness
Confidence: medium· V2 · provisional
whisperinput.ai
Whisperinput.ai is a desktop dictation tool for coding and AI prompts built only for macOS. It cleans up dictated speech into readable text before inserting it. It is useful for long AI prompts, where speaking is faster than typing. Busy professionals use it to answer chat messages quickly. Freemium pricing with subscription plans.
AI Resource Readiness
Confidence: high· V2
accuratescribe.ai
AccurateScribe.ai is a video to text transcription for creators, researchers and business teams who need clean, searchable text from recorded speech. It labels each speaker and adds timestamps, which makes long interviews and panel recordings easier to review. A built-in converter extracts MP3 audio from video files before transcription. Content creators use it to repurpose video and podcast audio into blog posts and captions. Start with the free tier; paid plans add capacity.
AI Resource Readiness
Confidence: medium· V2 · provisional
aibeatvideo.com
AI rap music video generator: turn a performer photo plus your track or lyrics into a beat-synced MP4 with lip-sync and captions. Free rap lyrics, rhyme and rap name generators, no sign-up.
AI Resource Readiness
Confidence: medium· V2
magentlab.com
844 cited clinical calculators and medical code lookup tools for AI agents (842 published-formula calculators such as CKD-EPI 2021 eGFR, plus 2 code-lookup routes for ICD-10-CM, RxNorm and LOINC). Calculator results include the formula and its citation. $0.005 USDC per call on Base (eip155:8453) via x402 v2; no API keys or accounts. Discovery: api.magentlab.com/.well-known/x402, /openapi.json, /v1/catalog, /llms.txt. Not a medical device and not a treatment recommendation.
AI Resource Readiness
Confidence: medium· V2
Response exceeded the sample size limit
Only HTTP 404/410 is classified as confirmed broken. HTTP 403/429, timeouts and incomplete checks remain unknown. If all sample outcomes are unknown, the link-health check is excluded from the assessed maximum and the score is marked provisional.