robottraining.jobs
RobotTraining.jobs
Free job board for paid robot-training work (teleoperation, demonstration recording, AV and drone test operation), with an open CC BY 4.0 data API and a remote MCP server.
robottraining.jobs
Free job board for paid robot-training work (teleoperation, demonstration recording, AV and drone test operation), with an open CC BY 4.0 data API and a remote MCP server.
Submitted URLs are declarations until checked. Verification inspects published content and does not execute third-party tools.
4 duplicate documentation links
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 · provisional
How this score is calculated
round(89.74 ÷ 90 × 100) = 100/100
89.74 points earned out of 90 assessed. 10 unmeasured points are excluded; this score is provisional. 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: RobotTraining.jobs; Is there one site with every robot training job?; On this site; Pay per robot job type (medians from today's postings; employer-stated ranges where too few postings give a rate; as of ; Main pages; For robotics companies (robotics labs, robot makers, and self-driving and drone companies). Derived from headings; source checked 2026-11-03.
Listing updated: . Machine-readable profile (JSON)
{
"schemaVersion": "1.0",
"name": "RobotTraining.jobs",
"slug": "robottraining-jobs",
"website": "https://robottraining.jobs",
"category": "other",
"description": "Free job board for paid robot-training work (teleoperation, demonstration recording, AV and drone test operation), with an open CC BY 4.0 data API and a remote MCP server.",
"capabilities": [
"llmsTxt documentation"
],
"aiResources": {
"llmsTxt": {
"type": "llmsTxt",
"url": "https://robottraining.jobs/llms.txt",
"status": "verified",
"available": true,
"httpStatus": 200,
"checkedAt": "2026-11-03T22:17:30.518Z",
"lastSuccessfulAt": "2026-11-03T22:17:30.518Z",
"contentType": "text/plain; charset=utf-8",
"contentSize": 166280,
"estimatedTokens": 41507,
"tokenMethod": "UTF-16 characters / 4 (approximation)",
"contentHash": "b0114b39699a451f5d9dc5ab03d5477a24b15fcc491f79a30543c9219938da40",
"internalLinks": 618,
"externalLinks": 0,
"document": {
"h1Count": 1,
"firstBlockIsH1": true,
"title": "RobotTraining.jobs",
"usefulTitle": true,
"headingCount": 20,
"uniqueHeadingCount": 20,
"hasSections": true,
"orderedHeadings": true,
"sectionWithContent": true,
"fileListLinks": 621,
"summaryPresent": true,
"contextPresent": true,
"validLinks": 622,
"invalidLinks": 0,
"duplicateLinks": 4,
"descriptiveLinks": 618,
"annotatedLinks": 562
},
"linkHealth": {
"eligibleCount": 618,
"selectedCount": 5,
"sampledCount": 5,
"working": 0,
"broken": 0,
"unknown": 5,
"checkedAt": "2026-11-03T22:17:31.762Z",
"sourceHash": "b0114b39699a451f5d9dc5ab03d5477a24b15fcc491f79a30543c9219938da40",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://robottraining.jobs/research/nimble-robotics-hiring-data",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:17:31.762Z"
},
{
"url": "https://robottraining.jobs/platforms/hireart",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:17:31.762Z"
},
{
"url": "https://robottraining.jobs/compare/physical-intelligence-vs-tesla-optimus",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:17:31.762Z"
},
{
"url": "https://robottraining.jobs/research/monthly",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:17:31.762Z"
},
{
"url": "https://robottraining.jobs/platforms/dexory",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:17:31.762Z"
}
]
},
"headings": [
"RobotTraining.jobs",
"Is there one site with every robot training job?",
"On this site",
"Pay per robot job type (medians from today's postings; employer-stated ranges where too few postings give a rate; as of ",
"Main pages",
"For robotics companies (robotics labs, robot makers, and self-driving and drone companies)",
"For investors and strategy teams: Robot hiring radar, robot-training job market data",
"Job lists for common searches (read again every day)",
"Per employer: its pay, whether it is legitimate, and how to apply (a page for each question)",
"Robot training jobs per country (openings that accept applicants living there)",
"Robot jobs per city (on-site openings based in each city)",
"Employer programs (every open job in one employer's program, pay by place, shifts, requirements)"
],
"warnings": [
"4 duplicate documentation links"
],
"summary": "Documentation sections: RobotTraining.jobs; Is there one site with every robot training job?; On this site; Pay per robot job type (medians from today's postings; employer-stated ranges where too few postings give a rate; as of ; Main pages; For robotics companies (robotics labs, robot makers, and self-driving and drone companies).",
"summarySourceHash": "b0114b39699a451f5d9dc5ab03d5477a24b15fcc491f79a30543c9219938da40",
"processingVersion": "2.0",
"method": "markdown-ast-analysis"
},
"llmsFullTxt": null,
"webmcp": null
},
"readiness": {
"score": 100,
"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": "621 valid link occurrence(s) inside Markdown lists.",
"points": 5
},
{
"id": "heading_uniqueness",
"label": "Non-repeated headings",
"weight": 5,
"observation": "20 unique heading(s) out of 20; 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": 15,
"points": 14.74,
"rules": [
{
"id": "link_syntax",
"label": "Resolvable HTTP(S) link syntax",
"weight": 5,
"observation": "622 valid URL occurrence(s), 0 malformed, unsupported or unresolved.",
"points": 5
},
{
"id": "link_uniqueness",
"label": "Unique documentation destinations",
"weight": 5,
"observation": "618 unique destination(s) from 622 valid occurrence(s).",
"points": 4.97
},
{
"id": "link_labels",
"label": "Descriptive link labels",
"weight": 2.5,
"observation": "618 of 618 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": "562 of 618 unique links have notes beside a Markdown list link.",
"points": 2.27
},
{
"id": "link_health",
"label": "Sampled destination accessibility",
"weight": 10,
"observation": "5 of 618 destinations sampled: 0 working, 0 confirmed 404/410, 5 unknown. No decisive result: these 10 points are excluded from the assessed maximum.",
"points": null
}
],
"explanation": "Resolvable HTTP(S) link syntax: 5/5. Unique documentation destinations: 4.97/5. Descriptive link labels: 2.5/2.5. Context beside file links: 2.27/2.5. Sampled destination accessibility: not measured."
},
{
"name": "confidence",
"weight": 15,
"assessedWeight": 15,
"points": 15,
"rules": [
{
"id": "verification_age",
"label": "Age of last successful verification",
"weight": 10,
"observation": "Last success: 2026-11-03T22:17:30.518Z. 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": 10,
"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": 5
}
],
"explanation": "Useful summary blockquote: 5/5. Useful introductory context: 5/5."
}
],
"earnedPoints": 89.74,
"assessedWeight": 90,
"availableWeight": 100,
"provisional": true,
"calculatedAt": "2026-11-03T22:17:37.308Z",
"lastVerifiedAt": "2026-11-03T22:17:30.518Z",
"evidence": {
"sourceUrl": "https://robottraining.jobs/llms.txt",
"contentHash": "b0114b39699a451f5d9dc5ab03d5477a24b15fcc491f79a30543c9219938da40",
"processingVersion": "2.0",
"retrievedAt": "2026-11-03T22:17:30.518Z"
},
"linkSampling": {
"eligibleCount": 618,
"selectedCount": 5,
"sampledCount": 5,
"working": 0,
"broken": 0,
"unknown": 5,
"checkedAt": "2026-11-03T22:17:31.762Z",
"sourceHash": "b0114b39699a451f5d9dc5ab03d5477a24b15fcc491f79a30543c9219938da40",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://robottraining.jobs/research/nimble-robotics-hiring-data",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:17:31.762Z"
},
{
"url": "https://robottraining.jobs/platforms/hireart",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:17:31.762Z"
},
{
"url": "https://robottraining.jobs/compare/physical-intelligence-vs-tesla-optimus",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:17:31.762Z"
},
{
"url": "https://robottraining.jobs/research/monthly",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:17:31.762Z"
},
{
"url": "https://robottraining.jobs/platforms/dexory",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:17:31.762Z"
}
]
},
"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.",
"Provisional score: 10 unmeasured points excluded. Unknown destinations are not classified as broken.",
"Destination accessibility covers a sample of 5 out of 618 unique links, not the entire website."
]
},
"updatedAt": "2026-11-03T22:17:37.308Z"
}Related listings based on category, resource types, and description keywords
dishdirectory.com
Dish Directory lists restaurants by city with dishes, prices, and hours. Search by place and cuisine, open any listing for contact facts, and query the same data through a free API and MCP endpoint.
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.
621 valid link occurrence(s) inside Markdown lists.
20 unique heading(s) out of 20; code examples are excluded.
Resolvable HTTP(S) link syntax: 5/5. Unique documentation destinations: 4.97/5. Descriptive link labels: 2.5/2.5. Context beside file links: 2.27/2.5. Sampled destination accessibility: not measured.
622 valid URL occurrence(s), 0 malformed, unsupported or unresolved.
618 unique destination(s) from 622 valid occurrence(s).
618 of 618 unique links have non-placeholder labels. This is a text heuristic, not a semantic guarantee.
562 of 618 unique links have notes beside a Markdown list link.
5 of 618 destinations sampled: 0 working, 0 confirmed 404/410, 5 unknown. No decisive result: these 10 points are excluded from the assessed maximum.
Use unique HTTP(S) documentation links with descriptive labels and short notes beside list links. Fix confirmed HTTP 404/410 destinations in the sample below. Access-denied, rate-limited or timed-out checks are unknown, not confirmed broken. Request a recheck after changes; more links alone earn no extra points.
Age of last successful verification: 10/10. Latest primary check succeeded: 5/5.
Last success: 2026-11-03T22:17:30.518Z. 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: 5/5.
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.
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 2026-11-03 22:17:37 UTC.
5 of 618 unique destinations checked: 0 working, 0 confirmed broken, 5 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: 2026-11-03 22:17:31 UTC · Source snapshot: b0114b39699a
Response exceeded the sample size limit
Response exceeded the sample size limit
Response exceeded the sample size limit
Last verified: 2026-11-03.
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.
Provisional score: 10 unmeasured points excluded. Unknown destinations are not classified as broken.
Destination accessibility covers a sample of 5 out of 618 unique links, not the entire website.
AI Resource Readiness
Confidence: high· V2
studiofinder.fyi
Studiofinder lists yoga, pilates, barre, aerial, hoop and pole studios in Canada by city, with class types, levels and hours for each, and has a free REST API and MCP server.
AI Resource Readiness
Confidence: high· V2
sleepstudies.fyi
SleepStudies lists US sleep disorder diagnostic clinics and sleep medicine specialists from the CMS NPI Registry. Find a sleep lab or home sleep test by place, or query the same data through a free API and MCP endpoint.
AI Resource Readiness
Confidence: high· V2
luxurygaragebuilders.fyi
LuxuryGarageBuilders lists collector and showroom garage builders, car lift installers, garage flooring and cabinetry firms and climate-controlled car storage. Find one by place, or query the data through a free API and MCP endpoint.
AI Resource Readiness
Confidence: high· V2
marriagelicense.fyi
MarriageLicense.fyi lists marriage licence offices country by country: where to give notice, register offices, and county clerks, with addresses and sources. Free to browse, with an API and MCP endpoint.
AI Resource Readiness
Confidence: high· V2
memorycarehomes.fyi
MemoryCareHomes lists memory care homes checkable against the public register, with addresses and contact facts. Compare homes by place, or query listings through the free API and MCP endpoint.
AI Resource Readiness
Confidence: high· V2
Response exceeded the sample size limit
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.