developer.tryfinch.com
Finch
Universal API for employment systems: payroll, HRIS, and benefits.
Loading product details…
developer.tryfinch.com
Universal API for employment systems: payroll, HRIS, and benefits.
Submitted URLs are declarations until checked. Verification inspects published content and does not execute third-party tools.
Quality suggestion: add a short summary blockquote before the file sections.
1 unsupported, malformed or unresolved 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: high· V2
How this score is calculated
round(89.61 ÷ 100 × 100) = 90/100
89.61 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 304); usable text verified.
llms.txt: Documentation sections: Finch; OpenAPI Specs; Optional. Derived from headings; source checked 2026-11-10.
Listing updated: . Machine-readable profile (JSON)
{
"schemaVersion": "1.0",
"name": "Finch",
"slug": "finch",
"website": "https://developer.tryfinch.com",
"category": "finance",
"description": "Universal API for employment systems: payroll, HRIS, and benefits.",
"capabilities": [
"llmsTxt documentation"
],
"aiResources": {
"llmsTxt": {
"type": "llmsTxt",
"url": "https://developer.tryfinch.com/llms.txt",
"status": "verified",
"available": true,
"httpStatus": 304,
"checkedAt": "2026-11-10T22:16:42.396Z",
"lastSuccessfulAt": "2026-11-10T22:16:42.396Z",
"contentType": "text/plain; charset=utf-8",
"contentSize": 24514,
"estimatedTokens": 6123,
"tokenMethod": "UTF-16 characters / 4 (approximation)",
"contentHash": "bbbcdc6c8be6af42556c69e0f0442e79a7dc281280f1d3bee5229406b14f533d",
"internalLinks": 119,
"externalLinks": 1,
"document": {
"h1Count": 1,
"firstBlockIsH1": true,
"title": "Finch",
"usefulTitle": true,
"headingCount": 3,
"uniqueHeadingCount": 3,
"hasSections": true,
"orderedHeadings": true,
"sectionWithContent": true,
"fileListLinks": 120,
"summaryPresent": false,
"contextPresent": false,
"validLinks": 120,
"invalidLinks": 1,
"duplicateLinks": 0,
"descriptiveLinks": 120,
"annotatedLinks": 103
},
"linkHealth": {
"eligibleCount": 120,
"selectedCount": 5,
"sampledCount": 5,
"working": 5,
"broken": 0,
"unknown": 0,
"checkedAt": "2026-11-10T22:16:42.549Z",
"sourceHash": "bbbcdc6c8be6af42556c69e0f0442e79a7dc281280f1d3bee5229406b14f533d",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://developer.tryfinch.com/products/benefits/Overview.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:16:42.549Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://developer.tryfinch.com/developer-resources/Reconcile-Employees.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:16:42.549Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://developer.tryfinch.com/developer-resources/Pay-Statement-Items-Rules.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:16:42.549Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://developer.tryfinch.com/api-reference/organization/directory.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:16:42.549Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://developer.tryfinch.com/implementation-guide/Integration-Preparation/Configure-Auth-Methods.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:16:42.549Z",
"attempted": true,
"status": "working",
"reason": "http_success"
}
]
},
"headings": [
"Finch",
"OpenAPI Specs",
"Optional"
],
"warnings": [
"Quality suggestion: add a short summary blockquote before the file sections.",
"1 unsupported, malformed or unresolved links"
],
"summary": "Documentation sections: Finch; OpenAPI Specs; Optional.",
"summarySourceHash": "bbbcdc6c8be6af42556c69e0f0442e79a7dc281280f1d3bee5229406b14f533d",
"processingVersion": "2.0",
"method": "markdown-ast-analysis"
},
"llmsFullTxt": null,
"webmcp": null
},
"readiness": {
"score": 90,
"version": "2.0",
"confidence": "high",
"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 304); 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": "120 valid link occurrence(s) inside Markdown lists.",
"points": 5
},
{
"id": "heading_uniqueness",
"label": "Non-repeated headings",
"weight": 5,
"observation": "3 unique heading(s) out of 3; 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": 24.61,
"rules": [
{
"id": "link_syntax",
"label": "Resolvable HTTP(S) link syntax",
"weight": 5,
"observation": "120 valid URL occurrence(s), 1 malformed, unsupported or unresolved.",
"points": 4.96
},
{
"id": "link_uniqueness",
"label": "Unique documentation destinations",
"weight": 5,
"observation": "120 unique destination(s) from 120 valid occurrence(s).",
"points": 5
},
{
"id": "link_labels",
"label": "Descriptive link labels",
"weight": 2.5,
"observation": "120 of 120 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": "103 of 120 unique links have notes beside a Markdown list link.",
"points": 2.15
},
{
"id": "link_health",
"label": "Sampled destination accessibility",
"weight": 10,
"observation": "5 of 120 destinations sampled: 5 working, 0 confirmed 404/410, 0 unknown. Only working and confirmed-broken results enter this fraction.",
"points": 10
}
],
"explanation": "Resolvable HTTP(S) link syntax: 4.96/5. Unique documentation destinations: 5/5. Descriptive link labels: 2.5/2.5. Context beside file links: 2.15/2.5. 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: 2026-11-10T22:16:42.396Z. 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": 0,
"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": 0
},
{
"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: 0/5. Useful introductory context: 0/5."
}
],
"earnedPoints": 89.61,
"assessedWeight": 100,
"availableWeight": 100,
"provisional": false,
"calculatedAt": "2026-11-10T22:16:44.856Z",
"lastVerifiedAt": "2026-11-10T22:16:42.396Z",
"evidence": {
"sourceUrl": "https://developer.tryfinch.com/llms.txt",
"contentHash": "bbbcdc6c8be6af42556c69e0f0442e79a7dc281280f1d3bee5229406b14f533d",
"processingVersion": "2.0",
"retrievedAt": "2026-11-10T22:16:42.396Z"
},
"linkSampling": {
"eligibleCount": 120,
"selectedCount": 5,
"sampledCount": 5,
"working": 5,
"broken": 0,
"unknown": 0,
"checkedAt": "2026-11-10T22:16:42.549Z",
"sourceHash": "bbbcdc6c8be6af42556c69e0f0442e79a7dc281280f1d3bee5229406b14f533d",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://developer.tryfinch.com/products/benefits/Overview.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:16:42.549Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://developer.tryfinch.com/developer-resources/Reconcile-Employees.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:16:42.549Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://developer.tryfinch.com/developer-resources/Pay-Statement-Items-Rules.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:16:42.549Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://developer.tryfinch.com/api-reference/organization/directory.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:16:42.549Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://developer.tryfinch.com/implementation-guide/Integration-Preparation/Configure-Auth-Methods.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:16:42.549Z",
"attempted": true,
"status": "working",
"reason": "http_success"
}
]
},
"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 120 unique links, not the entire website."
]
},
"updatedAt": "2026-11-10T22:16:44.856Z"
}Related listings based on category, resource types, and description keywords
agentpad-base.surge.sh
Made by AI, for AI. Token launchpad on Base where AI agents launch tokens on bonding curves (milestone-locked creator allocations, LP locked at graduation). REST API and remote MCP return unsigned transactions. Unaudited.
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.
120 valid link occurrence(s) inside Markdown lists.
3 unique heading(s) out of 3; code examples are excluded.
Resolvable HTTP(S) link syntax: 4.96/5. Unique documentation destinations: 5/5. Descriptive link labels: 2.5/2.5. Context beside file links: 2.15/2.5. Sampled destination accessibility: 10/10.
120 valid URL occurrence(s), 1 malformed, unsupported or unresolved.
120 unique destination(s) from 120 valid occurrence(s).
120 of 120 unique links have non-placeholder labels. This is a text heuristic, not a semantic guarantee.
103 of 120 unique links have notes beside a Markdown list link.
5 of 120 destinations sampled: 5 working, 0 confirmed 404/410, 0 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: 2026-11-10T22:16:42.396Z. 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: 0/5. 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 22:16:44 UTC.
5 of 120 unique destinations checked: 5 working, 0 confirmed broken, 0 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 22:16:42 UTC · Source snapshot: bbbcdc6c8be6
Destination responded successfully
Destination responded successfully
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 120 unique links, not the entire website.
AI Resource Readiness
Confidence: high· V2
blazephoenix.xyz
BlazePhoenix is a fully on-chain DEX aggregator: the route is computed inside the transaction that executes it. Free SDK, keyless API and MCP server for agents; every article has a clean markdown twin.
AI Resource Readiness
Confidence: medium· V2
agentwalletindex.fyi
Agent Wallet Index lists agent wallets and payment rails with source-linked facts about custody, fees, protocols and spend controls. Browse by category or query the free API and MCP endpoint.
AI Resource Readiness
Confidence: medium· V2
docs.cdp.coinbase.com
APIs and tools for building onchain apps with Coinbase.
AI Resource Readiness
Confidence: high· V2
creditunions.fyi
CreditUnions lists federally insured credit unions from the NCUA register. Each listing shows charter, field of membership, assets and members. Browse by city or query the free API and MCP endpoint.
AI Resource Readiness
Confidence: high· V2
docs.dynamic.xyz
Wallet-based authentication and onboarding for web3 apps.
AI Resource Readiness
Confidence: high· V2
Destination responded successfully
Destination responded successfully
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.