irmu.com
Irmu
API and MCP server for inbound-marketing automation: AI agents find prospects, manage leads and book calendar appointments.
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irmu.com
API and MCP server for inbound-marketing automation: AI agents find prospects, manage leads and book calendar appointments.
Submitted URLs are declarations until checked. Verification inspects published content and does not execute third-party tools.
1 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
How this score is calculated
round(94.91 ÷ 100 × 100) = 95/100
94.91 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: Irmu; Core pages; Products; Developers; Free tools; Solutions. Derived from headings; source checked 2026-11-03.
llms-full.txt: Documentation sections: Irmu — full content; Irmu MCP server; Key facts; Tools; Example prompts; Using an API key instead of OAuth. Derived from headings; source checked 2026-11-03.
Listing updated: . Machine-readable profile (JSON)
{
"schemaVersion": "1.0",
"name": "Irmu",
"slug": "irmu",
"website": "https://irmu.com",
"category": "ai",
"description": "API and MCP server for inbound-marketing automation: AI agents find prospects, manage leads and book calendar appointments.",
"capabilities": [
"llmsTxt documentation",
"llmsFullTxt documentation"
],
"aiResources": {
"llmsTxt": {
"type": "llmsTxt",
"url": "https://irmu.com/llms.txt",
"status": "verified",
"available": true,
"httpStatus": 200,
"checkedAt": "2026-11-03T22:21:21.623Z",
"lastSuccessfulAt": "2026-11-03T22:21:21.623Z",
"contentType": "text/plain; charset=utf-8",
"contentSize": 20056,
"estimatedTokens": 5003,
"tokenMethod": "UTF-16 characters / 4 (approximation)",
"contentHash": "25c8aab5909408f609cbd7b6729819224cc65c84d5b5b20a82d34fbab01d91d8",
"internalLinks": 140,
"externalLinks": 0,
"document": {
"h1Count": 1,
"firstBlockIsH1": true,
"title": "Irmu",
"usefulTitle": true,
"headingCount": 11,
"uniqueHeadingCount": 11,
"hasSections": true,
"orderedHeadings": true,
"sectionWithContent": true,
"fileListLinks": 141,
"summaryPresent": true,
"contextPresent": false,
"validLinks": 141,
"invalidLinks": 0,
"duplicateLinks": 1,
"descriptiveLinks": 140,
"annotatedLinks": 137
},
"linkHealth": {
"eligibleCount": 140,
"selectedCount": 5,
"sampledCount": 5,
"working": 2,
"broken": 0,
"unknown": 3,
"checkedAt": "2026-11-03T22:21:24.015Z",
"sourceHash": "25c8aab5909408f609cbd7b6729819224cc65c84d5b5b20a82d34fbab01d91d8",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://irmu.com/llms-full.txt",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:21:24.015Z"
},
{
"url": "https://irmu.com/solutions/market-research",
"status": "unknown",
"httpStatus": null,
"reason": "timeout",
"attempted": true,
"checkedAt": "2026-11-03T22:21:24.015Z"
},
{
"url": "https://irmu.com/docs/dashboard.md",
"httpStatus": 200,
"checkedAt": "2026-11-03T22:21:24.015Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://irmu.com/blog/extract-ein-from-websites",
"httpStatus": 200,
"checkedAt": "2026-11-03T22:21:24.015Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://irmu.com/blog/ai-overview-tracker",
"status": "unknown",
"httpStatus": null,
"reason": "timeout",
"attempted": true,
"checkedAt": "2026-11-03T22:21:24.015Z"
}
]
},
"headings": [
"Irmu",
"Core pages",
"Products",
"Developers",
"Free tools",
"Solutions",
"Integrations",
"Comparisons",
"Blog",
"Optional",
"Machine-readable"
],
"warnings": [
"1 duplicate documentation links"
],
"summary": "Documentation sections: Irmu; Core pages; Products; Developers; Free tools; Solutions.",
"summarySourceHash": "25c8aab5909408f609cbd7b6729819224cc65c84d5b5b20a82d34fbab01d91d8",
"processingVersion": "2.0",
"method": "markdown-ast-analysis"
},
"llmsFullTxt": {
"type": "llmsFullTxt",
"url": "https://irmu.com/llms-full.txt",
"status": "verified",
"available": true,
"httpStatus": 200,
"checkedAt": "2026-11-03T22:21:22.897Z",
"lastSuccessfulAt": "2026-11-03T22:21:22.897Z",
"contentType": "text/plain; charset=utf-8",
"contentSize": 275533,
"estimatedTokens": 68687,
"tokenMethod": "UTF-16 characters / 4 (approximation)",
"contentHash": "6ad79ef033689feab9780714489e11e1f2bbea4b29dc2f0a4d2343293d60b68c",
"internalLinks": 8,
"externalLinks": 0,
"document": {
"h1Count": 1,
"firstBlockIsH1": true,
"title": "Irmu — full content",
"usefulTitle": true,
"headingCount": 255,
"uniqueHeadingCount": 238,
"hasSections": true,
"orderedHeadings": true,
"sectionWithContent": true,
"fileListLinks": 0,
"summaryPresent": true,
"contextPresent": true,
"validLinks": 8,
"invalidLinks": 0,
"duplicateLinks": 0,
"descriptiveLinks": 8,
"annotatedLinks": 0
},
"headings": [
"Irmu — full content",
"Irmu MCP server",
"Key facts",
"Tools",
"Example prompts",
"Using an API key instead of OAuth",
"Setup",
"Claude Code (CLI)",
"Claude (web and desktop)",
"ChatGPT",
"Cursor",
"VS Code (Copilot agent mode)"
],
"warnings": [],
"summary": "Documentation sections: Irmu — full content; Irmu MCP server; Key facts; Tools; Example prompts; Using an API key instead of OAuth.",
"summarySourceHash": "6ad79ef033689feab9780714489e11e1f2bbea4b29dc2f0a4d2343293d60b68c",
"processingVersion": "2.0",
"method": "markdown-ast-analysis"
},
"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": "141 valid link occurrence(s) inside Markdown lists.",
"points": 5
},
{
"id": "heading_uniqueness",
"label": "Non-repeated headings",
"weight": 5,
"observation": "11 unique heading(s) out of 11; 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": 24.91,
"rules": [
{
"id": "link_syntax",
"label": "Resolvable HTTP(S) link syntax",
"weight": 5,
"observation": "141 valid URL occurrence(s), 0 malformed, unsupported or unresolved.",
"points": 5
},
{
"id": "link_uniqueness",
"label": "Unique documentation destinations",
"weight": 5,
"observation": "140 unique destination(s) from 141 valid occurrence(s).",
"points": 4.96
},
{
"id": "link_labels",
"label": "Descriptive link labels",
"weight": 2.5,
"observation": "140 of 140 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": "137 of 140 unique links have notes beside a Markdown list link.",
"points": 2.45
},
{
"id": "link_health",
"label": "Sampled destination accessibility",
"weight": 10,
"observation": "5 of 140 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: 4.96/5. Descriptive link labels: 2.5/2.5. Context beside file links: 2.45/2.5. 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: 2026-11-03T22:21:21.623Z. 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": 94.91,
"assessedWeight": 100,
"availableWeight": 100,
"provisional": false,
"calculatedAt": "2026-11-03T22:21:41.750Z",
"lastVerifiedAt": "2026-11-03T22:21:21.623Z",
"evidence": {
"sourceUrl": "https://irmu.com/llms.txt",
"contentHash": "25c8aab5909408f609cbd7b6729819224cc65c84d5b5b20a82d34fbab01d91d8",
"processingVersion": "2.0",
"retrievedAt": "2026-11-03T22:21:21.623Z"
},
"linkSampling": {
"eligibleCount": 140,
"selectedCount": 5,
"sampledCount": 5,
"working": 2,
"broken": 0,
"unknown": 3,
"checkedAt": "2026-11-03T22:21:24.015Z",
"sourceHash": "25c8aab5909408f609cbd7b6729819224cc65c84d5b5b20a82d34fbab01d91d8",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://irmu.com/llms-full.txt",
"status": "unknown",
"httpStatus": null,
"reason": "oversized",
"attempted": true,
"checkedAt": "2026-11-03T22:21:24.015Z"
},
{
"url": "https://irmu.com/solutions/market-research",
"status": "unknown",
"httpStatus": null,
"reason": "timeout",
"attempted": true,
"checkedAt": "2026-11-03T22:21:24.015Z"
},
{
"url": "https://irmu.com/docs/dashboard.md",
"httpStatus": 200,
"checkedAt": "2026-11-03T22:21:24.015Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://irmu.com/blog/extract-ein-from-websites",
"httpStatus": 200,
"checkedAt": "2026-11-03T22:21:24.015Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://irmu.com/blog/ai-overview-tracker",
"status": "unknown",
"httpStatus": null,
"reason": "timeout",
"attempted": true,
"checkedAt": "2026-11-03T22:21:24.015Z"
}
]
},
"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 140 unique links, not the entire website."
]
},
"updatedAt": "2026-11-03T22:21:41.750Z"
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Confidence: medium
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.
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141 valid URL occurrence(s), 0 malformed, unsupported or unresolved.
140 unique destination(s) from 141 valid occurrence(s).
140 of 140 unique links have non-placeholder labels. This is a text heuristic, not a semantic guarantee.
137 of 140 unique links have notes beside a Markdown list link.
5 of 140 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: 2026-11-03T22:21:21.623Z. 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.
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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 22:21:41 UTC.
5 of 140 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: 2026-11-03 22:21:24 UTC · Source snapshot: 25c8aab59094
Response exceeded the sample size limit
Check timed out; not classified as broken
Destination responded successfully
Last verified: 2026-11-03.
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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 140 unique links, not the entire website.
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Destination responded successfully
Check timed out; not classified as broken
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.