AARF Utility Network
Paid AI utilities for web comparison, code checks, document extraction, security, and research.
사용해야 할까요
품질 및 안전성
A
발견 사항 (2)
- LOWTool 'document_table_extractor' description lacks action verbdocument_table_extractor에서
- LOWTool 'invoice_receipt_matcher' description lacks action verbinvoice_receipt_matcher에서
도구 정의와 프로토콜 준수에 대한 자동 분석을 기반으로 합니다.
컨텍스트 비용
~5,514토큰 (도구 정의)
~3.3 KB일반적인 응답 크기
상당한 주의 영향 (128k 컨텍스트의 4.31%)
이는 서버의 도구가 모델의 컨텍스트에 로드될 때마다 소비되는 대략적인 토큰 수입니다. 수치가 높을수록 다른 작업에 사용할 수 있는 주의가 줄어듭니다.
설치
원클릭 설치
`claude_desktop_config.json` 파일에 다음을 추가하세요:
{
"mcpServers": {
"aarf-utility-network": {
"url": "https://mcp.qolapps.org/mcp"
}
}
}원격 엔드포인트
https://mcp.qolapps.org/mcpstreamable-http할 수 있는 일
도구 목록
도구 (15)
🟢 읽기 전용🟡 쓰기🔴 삭제⚪ 알 수 없음
🟢semantic_web_diff
Compare two webpage versions and return only meaningful content changes as structured JSON. Filters cosmetic DOM churn, tracking IDs, timestamps, and other noise. Use when you need to distinguish meaningful webpage changes from layout noise. Price: $0.02 per comparison.
입력 스키마
{
"type": "object",
"properties": {}
}출력 스키마
{
"type": "object",
"properties": {
"meaningfulChange": {
"type": "boolean"
},
"severity": {
"type": "string",
"enum": [
"none",
"low",
"medium",
"high",
"critical"
]
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"summary": {
"type": "string"
},
"changes": {
"type": "array",
"items": {
"type": "object",
"properties": {
"category": {
"type": "string"
},
"severity": {
"type": "string",
"enum": [
"low",
"medium",
"high",
"critical"
]
},
"oldValue": {
"type": "string"
},
"newValue": {
"type": "string"
},
"evidenceOld": {
"type": "string"
},
"evidenceNew": {
"type": "string"
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"required": [
"category",
"severity",
"oldValue",
"newValue",
"evidenceOld",
"evidenceNew",
"confidence"
],
"additionalProperties": false
}
},
"ignoredNoise": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"meaningfulChange",
"severity",
"confidence",
"summary",
"changes",
"ignoredNoise"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢migration_safety_auditor(dialect, migration, context)
Analyze Postgres, Supabase Postgres, or Prisma/Postgres migration SQL for destructive operations, lock/data-loss risk, backwards-compatibility hazards, rollback issues, and safer sequencing. Returns structured findings with evidence and confidence. Use before applying a database migration to identify destructive or risky steps. Price: $0.25 per migration.
입력 스키마
{
"type": "object",
"properties": {
"dialect": {
"type": "string",
"enum": [
"postgres",
"supabase-postgres",
"prisma-postgres"
]
},
"migration": {
"type": "string"
},
"context": {
"type": "object",
"properties": {
"tableSizes": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {
"type": "number"
}
},
"postgresVersion": {
"type": "string"
},
"applicationCompatibilityNotes": {
"type": "string"
}
}
}
},
"required": [
"dialect",
"migration"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"risk": {
"type": "string",
"enum": [
"low",
"medium",
"high",
"critical"
]
},
"score": {
"type": "number",
"minimum": 0,
"maximum": 100
},
"findings": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"severity": {
"type": "string",
"enum": [
"low",
"medium",
"high",
"critical"
]
},
"statement": {
"type": "string"
},
"risk": {
"type": "string"
},
"evidence": {
"type": "string"
},
"recommendation": {
"type": "string"
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"required": [
"id",
"severity",
"statement",
"risk",
"evidence",
"recommendation",
"confidence"
],
"additionalProperties": false
}
},
"safeSequence": {
"type": "array",
"items": {
"type": "string"
}
},
"rollbackNotes": {
"type": "array",
"items": {
"type": "string"
}
},
"unknowns": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"risk",
"score",
"findings",
"safeSequence",
"rollbackNotes",
"unknowns"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢document_structured_extractor(profile, source, fields)
Extract structured fields and source evidence from supported documents using task-specific profiles such as tenders, invoices, contract dates, and privacy policies. Returns schema-validated JSON with confidence and page/source references. Use when you need named fields extracted from an invoice or other document with evidence. Price: $0.05 per document.
입력 스키마
{
"type": "object",
"properties": {
"profile": {
"type": "string",
"enum": [
"tender",
"invoice",
"contract-dates",
"privacy-policy",
"generic-key-values"
]
},
"source": {
"anyOf": [
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "url"
},
"url": {
"type": "string",
"format": "uri"
}
},
"required": [
"type",
"url"
]
},
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "text"
},
"text": {
"type": "string"
}
},
"required": [
"type",
"text"
]
},
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "base64"
},
"data": {
"type": "string"
},
"mimeType": {
"type": "string"
}
},
"required": [
"type",
"data",
"mimeType"
]
}
]
},
"fields": {
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"description": {
"type": "string"
},
"type": {
"type": "string"
}
},
"required": [
"name"
]
}
}
},
"required": [
"profile",
"source"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"profile": {
"type": "string"
},
"fields": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {
"type": "object",
"properties": {
"value": {
"anyOf": [
{
"type": "string"
},
{
"type": "number"
},
{
"type": "boolean"
},
{
"type": "null"
}
]
},
"sourceText": {
"type": "string"
},
"page": {
"type": "integer",
"exclusiveMinimum": 0,
"maximum": 9007199254740991
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"unknownReason": {
"type": "string"
}
},
"required": [
"value",
"confidence"
],
"additionalProperties": false
}
},
"evidenceRequired": {
"type": "boolean"
},
"warnings": {
"type": "array",
"items": {
"type": "string"
}
},
"truncatedByBudget": {
"type": "boolean"
}
},
"required": [
"profile",
"fields",
"evidenceRequired",
"warnings",
"truncatedByBudget"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢url_to_agent_markdown(url)
Fetch a public webpage and return compact agent-ready Markdown, canonical metadata, tables, and important links while removing navigation, scripts, cookie UI, and layout clutter. Use when you need readable content from a public webpage without navigation or page clutter. Price: $0.01 per page.
입력 스키마
{
"type": "object",
"properties": {
"url": {
"type": "string",
"format": "uri"
}
},
"required": [
"url"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"url": {
"type": "string"
},
"canonicalUrl": {
"type": "string"
},
"title": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"author": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"publishedAt": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"markdown": {
"type": "string"
},
"links": {
"type": "array",
"items": {
"type": "string"
}
},
"tables": {
"type": "array",
"items": {
"type": "array",
"items": {
"type": "string"
}
}
},
"metadata": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {}
},
"quality": {
"type": "object",
"properties": {
"score": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"method": {
"type": "string"
}
},
"required": [
"score",
"method"
],
"additionalProperties": false
}
},
"required": [
"url",
"canonicalUrl",
"title",
"author",
"publishedAt",
"markdown",
"links",
"tables",
"metadata",
"quality"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢code_diff_verifier(diff, language, framework, testOutput, context, ...)
Review a source-code diff for likely bugs, missing tests, compatibility problems, unsafe migrations, and security-relevant mistakes. Returns structured findings with file/line evidence and confidence. Use before merging a patch when you want a quick static check for bugs, security, and missing tests. Price: $0.25 per diff.
입력 스키마
{
"type": "object",
"properties": {
"diff": {
"type": "string"
},
"language": {
"type": "string"
},
"framework": {
"type": "string"
},
"testOutput": {
"type": "string"
},
"context": {
"type": "string"
},
"focus": {
"type": "array",
"items": {
"type": "string",
"enum": [
"bugs",
"security",
"compatibility",
"tests",
"performance",
"migration"
]
}
}
},
"required": [
"diff"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"verdict": {
"type": "string",
"enum": [
"pass",
"changes_requested",
"needs_review"
]
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"findings": {
"type": "array",
"items": {
"type": "object",
"properties": {
"severity": {
"type": "string",
"enum": [
"low",
"medium",
"high",
"critical"
]
},
"category": {
"type": "string"
},
"file": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"line": {
"anyOf": [
{
"type": "integer",
"exclusiveMinimum": 0,
"maximum": 9007199254740991
},
{
"type": "null"
}
]
},
"title": {
"type": "string"
},
"explanation": {
"type": "string"
},
"suggestedTest": {
"type": "string"
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"required": [
"severity",
"category",
"file",
"line",
"title",
"explanation",
"suggestedTest",
"confidence"
],
"additionalProperties": false
}
},
"missingTests": {
"type": "array",
"items": {
"type": "string"
}
},
"positiveNotes": {
"type": "array",
"items": {
"type": "string"
}
},
"limitation": {
"type": "string"
}
},
"required": [
"verdict",
"confidence",
"findings",
"missingTests",
"positiveNotes",
"limitation"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢pii_secret_redactor(text, format, redactionStyle)
Detect and redact common personal data and credentials from text, JSON, and source code without sending content to a model. Use before sharing logs, documents, tickets, or code that may contain personal data or secrets. Price: $0.15 per text.
입력 스키마
{
"type": "object",
"properties": {
"text": {
"type": "string"
},
"format": {
"default": "text",
"type": "string",
"enum": [
"text",
"json",
"code"
]
},
"redactionStyle": {
"default": "label",
"type": "string",
"enum": [
"label",
"mask",
"hash"
]
}
},
"required": [
"text"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"redacted": {
"type": "string"
},
"findings": {
"type": "array",
"items": {
"type": "object",
"properties": {
"type": {
"type": "string"
},
"start": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"end": {
"type": "integer",
"exclusiveMinimum": 0,
"maximum": 9007199254740991
},
"replacement": {
"type": "string"
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"required": [
"type",
"start",
"end",
"replacement",
"confidence"
],
"additionalProperties": false
}
},
"count": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"types": {
"type": "array",
"items": {
"type": "string"
}
},
"limitation": {
"type": "string"
}
},
"required": [
"redacted",
"findings",
"count",
"types",
"limitation"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢openapi_agent_auditor(spec, baseUrl)
Audit an OpenAPI document for complete schemas, useful examples, stable operation IDs, clear descriptions, and payment/authentication discoverability. Use before publishing an API to find missing schemas, examples, operation IDs, and agent-facing guidance. Price: $0.20 per API specification.
입력 스키마
{
"type": "object",
"properties": {
"spec": {
"anyOf": [
{
"type": "string"
},
{
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {}
}
]
},
"baseUrl": {
"type": "string",
"format": "uri"
}
},
"required": [
"spec"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"valid": {
"type": "boolean"
},
"score": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"format": {
"type": "string",
"enum": [
"openapi",
"swagger",
"invalid"
]
},
"issues": {
"type": "array",
"items": {
"type": "object",
"properties": {
"path": {
"type": "string"
},
"severity": {
"type": "string",
"enum": [
"error",
"warning"
]
},
"message": {
"type": "string"
},
"fix": {
"type": "string"
}
},
"required": [
"path",
"severity",
"message",
"fix"
],
"additionalProperties": false
}
},
"operations": {
"type": "array",
"items": {
"type": "object",
"properties": {
"method": {
"type": "string"
},
"path": {
"type": "string"
},
"operationId": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"score": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"issues": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"method",
"path",
"operationId",
"score",
"issues"
],
"additionalProperties": false
}
},
"agentReadiness": {
"type": "array",
"items": {
"type": "string"
}
},
"limitation": {
"type": "string"
}
},
"required": [
"valid",
"score",
"format",
"issues",
"operations",
"agentReadiness",
"limitation"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢document_validator(profile, text, requiredFields)
Check invoices, contracts, tenders, and text documents for required fields and source evidence before downstream automation. Use when a text document must be checked against a known profile such as an invoice. Price: $0.25 per document.
입력 스키마
{
"type": "object",
"properties": {
"profile": {
"type": "string",
"enum": [
"invoice",
"contract",
"tender",
"generic"
]
},
"text": {
"type": "string"
},
"requiredFields": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"profile",
"text"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"valid": {
"type": "boolean"
},
"profile": {
"type": "string"
},
"checks": {
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"present": {
"type": "boolean"
},
"value": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"required": [
"name",
"present",
"value",
"confidence"
],
"additionalProperties": false
}
},
"missingFields": {
"type": "array",
"items": {
"type": "string"
}
},
"warnings": {
"type": "array",
"items": {
"type": "string"
}
},
"limitation": {
"type": "string"
}
},
"required": [
"valid",
"profile",
"checks",
"missingFields",
"warnings",
"limitation"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢document_table_extractor(document, format, headerRow)
Extract Markdown, CSV, and plain-text tables into clean structured rows for agents and business workflows. Use when a text or Markdown document contains tables that an agent needs as structured rows. Price: $0.15 per document.
입력 스키마
{
"type": "object",
"properties": {
"document": {
"type": "string"
},
"format": {
"default": "auto",
"type": "string",
"enum": [
"auto",
"markdown",
"csv",
"text"
]
},
"headerRow": {
"default": true,
"type": "boolean"
}
},
"required": [
"document"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"tables": {
"type": "array",
"items": {
"type": "object",
"properties": {
"headers": {
"type": "array",
"items": {
"type": "string"
}
},
"rows": {
"type": "array",
"items": {
"type": "array",
"items": {
"type": "string"
}
}
},
"rowCount": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
}
},
"required": [
"headers",
"rows",
"rowCount"
],
"additionalProperties": false
}
},
"totalRows": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"warnings": {
"type": "array",
"items": {
"type": "string"
}
},
"limitation": {
"type": "string"
}
},
"required": [
"tables",
"totalRows",
"warnings",
"limitation"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢data_cleaner(format, data, requiredColumns, deduplicateBy)
Normalize, trim, validate, and deduplicate tabular CSV or JSON data for reliable agent workflows. Use when JSON or CSV-like data needs normalization, trimming, or duplicate removal. Price: $0.08 per dataset.
입력 스키마
{
"type": "object",
"properties": {
"format": {
"type": "string",
"enum": [
"csv",
"json"
]
},
"data": {
"type": "string"
},
"requiredColumns": {
"type": "array",
"items": {
"type": "string"
}
},
"deduplicateBy": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"format",
"data"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"format": {
"type": "string",
"enum": [
"csv",
"json"
]
},
"data": {
"type": "string"
},
"rowsIn": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"rowsOut": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"changes": {
"type": "array",
"items": {
"type": "string"
}
},
"warnings": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"format",
"data",
"rowsIn",
"rowsOut",
"changes",
"warnings"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢dependency_risk_scanner(ecosystem, files, allowedLicenses)
Inspect dependency manifests for missing versions, risky install scripts, unknown licenses, and policy issues without claiming to replace a live CVE database. Use when a manifest needs static checks for dependency, license, and policy risk. Price: $0.35 per dependency manifest.
입력 스키마
{
"type": "object",
"properties": {
"ecosystem": {
"default": "auto",
"type": "string",
"enum": [
"auto",
"npm",
"python",
"go"
]
},
"files": {
"minItems": 1,
"maxItems": 10,
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"content": {
"type": "string"
}
},
"required": [
"name",
"content"
]
}
},
"allowedLicenses": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"files"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"ecosystem": {
"type": "string"
},
"dependencies": {
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"version": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"source": {
"type": "string"
},
"riskFlags": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"name",
"version",
"source",
"riskFlags"
],
"additionalProperties": false
}
},
"findings": {
"type": "array",
"items": {
"type": "object",
"properties": {
"severity": {
"type": "string",
"enum": [
"low",
"medium",
"high"
]
},
"category": {
"type": "string"
},
"message": {
"type": "string"
},
"evidence": {
"type": "string"
}
},
"required": [
"severity",
"category",
"message",
"evidence"
],
"additionalProperties": false
}
},
"score": {
"type": "number",
"minimum": 0,
"maximum": 100
},
"limitation": {
"type": "string"
}
},
"required": [
"ecosystem",
"dependencies",
"findings",
"score",
"limitation"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢website_change_monitor(url, previousContent, baselineKey, saveBaseline, focusTerms)
Fetch a public webpage, normalize its readable text, and report whether it changed against a caller-supplied baseline. Use when an agent needs to fetch a public page and compare it with a previous baseline. Price: $0.03 per page check.
입력 스키마
{
"type": "object",
"properties": {
"url": {
"type": "string",
"format": "uri"
},
"previousContent": {
"type": "string"
},
"baselineKey": {
"type": "string",
"maxLength": 160,
"pattern": "^[a-zA-Z0-9._/-]+$"
},
"saveBaseline": {
"type": "boolean"
},
"focusTerms": {
"maxItems": 20,
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"url"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"url": {
"type": "string"
},
"currentHash": {
"type": "string"
},
"changed": {
"type": "boolean"
},
"summary": {
"type": "string"
},
"matchedTerms": {
"type": "array",
"items": {
"type": "string"
}
},
"contentPreview": {
"type": "string"
},
"fetchedBytes": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
}
},
"required": [
"url",
"currentHash",
"changed",
"summary",
"matchedTerms",
"contentPreview",
"fetchedBytes"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢website_accessibility_auditor(source)
Check public HTML for common accessibility failures including missing image text, labels, page language, headings, and link names. Use when HTML needs a fast heuristic accessibility review before publishing. Price: $0.20 per page audit.
입력 스키마
{
"type": "object",
"properties": {
"source": {
"anyOf": [
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "url"
},
"url": {
"type": "string",
"format": "uri"
}
},
"required": [
"type",
"url"
]
},
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "html"
},
"html": {
"type": "string"
}
},
"required": [
"type",
"html"
]
}
]
}
},
"required": [
"source"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"score": {
"type": "number",
"minimum": 0,
"maximum": 100
},
"issues": {
"type": "array",
"items": {
"type": "object",
"properties": {
"rule": {
"type": "string"
},
"severity": {
"type": "string",
"enum": [
"low",
"medium",
"high"
]
},
"message": {
"type": "string"
},
"evidence": {
"type": "string"
},
"fix": {
"type": "string"
}
},
"required": [
"rule",
"severity",
"message",
"evidence",
"fix"
],
"additionalProperties": false
}
},
"checksRun": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
},
"limitation": {
"type": "string"
}
},
"required": [
"score",
"issues",
"checksRun",
"limitation"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢invoice_receipt_matcher(invoiceText, receiptText, amountTolerance)
Compare invoice and receipt text for matching document numbers and totals with a configurable amount tolerance. Use when an invoice and receipt must be compared for amount and identifier mismatches. Price: $0.20 per match.
입력 스키마
{
"type": "object",
"properties": {
"invoiceText": {
"type": "string"
},
"receiptText": {
"type": "string"
},
"amountTolerance": {
"default": 0.01,
"type": "number",
"minimum": 0
}
},
"required": [
"invoiceText",
"receiptText"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"matched": {
"type": "boolean"
},
"score": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"invoiceNumber": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"invoiceTotal": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"receiptTotal": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"differences": {
"type": "array",
"items": {
"type": "object",
"properties": {
"field": {
"type": "string"
},
"invoice": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"receipt": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"message": {
"type": "string"
}
},
"required": [
"field",
"invoice",
"receipt",
"message"
],
"additionalProperties": false
}
},
"limitation": {
"type": "string"
}
},
"required": [
"matched",
"score",
"invoiceNumber",
"invoiceTotal",
"receiptTotal",
"differences",
"limitation"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}🟢citation_research_pack(question, sources)
Collect relevant evidence from supplied public sources and return source-linked snippets that agents can cite and verify. Use when an agent needs evidence-ranked excerpts from supplied public sources. Price: $0.35 per research pack.
입력 스키마
{
"type": "object",
"properties": {
"question": {
"type": "string",
"minLength": 3
},
"sources": {
"minItems": 1,
"maxItems": 5,
"type": "array",
"items": {
"type": "object",
"properties": {
"url": {
"type": "string",
"format": "uri"
},
"excerpt": {
"type": "string"
}
},
"required": [
"url"
]
}
}
},
"required": [
"question",
"sources"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}출력 스키마
{
"type": "object",
"properties": {
"question": {
"type": "string"
},
"sources": {
"type": "array",
"items": {
"type": "object",
"properties": {
"url": {
"type": "string"
},
"title": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"evidence": {
"type": "array",
"items": {
"type": "string"
}
},
"relevance": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"required": [
"url",
"title",
"evidence",
"relevance"
],
"additionalProperties": false
}
},
"answerable": {
"type": "boolean"
},
"warnings": {
"type": "array",
"items": {
"type": "string"
}
},
"limitation": {
"type": "string"
}
},
"required": [
"question",
"sources",
"answerable",
"warnings",
"limitation"
],
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false
}권장 프롬프트
search_research
Search for information about [topic] using AARF Utility Network
예상 도구:
citation_research_packfind_specific
Find [specific item] using AARF Utility Network
예상 도구:
citation_research_pack커뮤니티
증거
최근 관측
검증됨버전이 기록되지 않음도구 15개
검증됨버전이 기록되지 않음도구 15개