AARF Utility Network
Paid AI utilities for web comparison, code checks, document extraction, security, and research.
我該用這個嗎
品質與安全性
A
發現項目（2）
- LOWTool 'document_table_extractor' description lacks action verb在 document_table_extractor 中
- LOWTool 'invoice_receipt_matcher' description lacks action verb在 invoice_receipt_matcher 中
根據工具定義與協定合規性的自動化分析。
上下文成本
~5,514Token（工具定義）
~3.3 KB典型回應大小
顯著的注意力影響（128k 上下文的 4.31%）
這是每次將伺服器的工具載入模型上下文時所消耗的約略 token 數量。數量越高，可用於其他工作的注意力就越少。
安裝
一鍵安裝
將以下內容加入你的 `claude_desktop_config.json` 檔案：
{
"mcpServers": {
"aarf-utility-network": {
"url": "https://mcp.qolapps.org/mcp"
}
}
}遠端端點
https://mcp.qolapps.org/mcpstreamable-http它能做什麼
工具清單
工具（15）
🟢 唯讀🟡 寫入🔴 刪除⚪ 未知
🟢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: $0.02 per comparison.
輸入結構描述
{
"type": "object",
"properties": {}
}輸出結構描述
{
"type": "object",
"properties": {
"meaningfulChange": {
"type": "boolean"
},
"severity": {
"type": "string",
"enum": [
"none",
"low",
"medium",
"high",
"critical"
]
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"summary": {
"type": "string"
},
"changes": {
"type": "array",
"items": {
"type": "object",
"properties": {
"category": {
"type": "string"
},
"severity": {
"type": "string",
"enum": [
"low",
"medium",
"high",
"critical"
]
},
"oldValue": {
"type": "string"
},
"newValue": {
"type": "string"
},
"evidenceOld": {
"type": "string"
},
"evidenceNew": {
"type": "string"
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"required": [
"category",
"severity",
"oldValue",
"newValue",
"evidenceOld",
"evidenceNew",
"confidence"
],
"additionalProperties": false
}
},
"ignoredNoise": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"meaningfulChange",
"severity",
"confidence",
"summary",
"changes",
"ignoredNoise"
],
"$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: $0.25 per migration.
輸入結構描述
{
"type": "object",
"properties": {
"dialect": {
"type": "string",
"enum": [
"postgres",
"supabase-postgres",
"prisma-postgres"
]
},
"migration": {
"type": "string"
},
"context": {
"type": "object",
"properties": {
"tableSizes": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {
"type": "number"
}
},
"postgresVersion": {
"type": "string"
},
"applicationCompatibilityNotes": {
"type": "string"
}
}
}
},
"required": [
"dialect",
"migration"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.05 per document.
輸入結構描述
{
"type": "object",
"properties": {
"profile": {
"type": "string",
"enum": [
"tender",
"invoice",
"contract-dates",
"privacy-policy",
"generic-key-values"
]
},
"source": {
"anyOf": [
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "url"
},
"url": {
"type": "string",
"format": "uri"
}
},
"required": [
"type",
"url"
]
},
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "text"
},
"text": {
"type": "string"
}
},
"required": [
"type",
"text"
]
},
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "base64"
},
"data": {
"type": "string"
},
"mimeType": {
"type": "string"
}
},
"required": [
"type",
"data",
"mimeType"
]
}
]
},
"fields": {
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"description": {
"type": "string"
},
"type": {
"type": "string"
}
},
"required": [
"name"
]
}
}
},
"required": [
"profile",
"source"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.01 per page.
輸入結構描述
{
"type": "object",
"properties": {
"url": {
"type": "string",
"format": "uri"
}
},
"required": [
"url"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.25 per diff.
輸入結構描述
{
"type": "object",
"properties": {
"diff": {
"type": "string"
},
"language": {
"type": "string"
},
"framework": {
"type": "string"
},
"testOutput": {
"type": "string"
},
"context": {
"type": "string"
},
"focus": {
"type": "array",
"items": {
"type": "string",
"enum": [
"bugs",
"security",
"compatibility",
"tests",
"performance",
"migration"
]
}
}
},
"required": [
"diff"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.15 per text.
輸入結構描述
{
"type": "object",
"properties": {
"text": {
"type": "string"
},
"format": {
"default": "text",
"type": "string",
"enum": [
"text",
"json",
"code"
]
},
"redactionStyle": {
"default": "label",
"type": "string",
"enum": [
"label",
"mask",
"hash"
]
}
},
"required": [
"text"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.20 per API specification.
輸入結構描述
{
"type": "object",
"properties": {
"spec": {
"anyOf": [
{
"type": "string"
},
{
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {}
}
]
},
"baseUrl": {
"type": "string",
"format": "uri"
}
},
"required": [
"spec"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.25 per document.
輸入結構描述
{
"type": "object",
"properties": {
"profile": {
"type": "string",
"enum": [
"invoice",
"contract",
"tender",
"generic"
]
},
"text": {
"type": "string"
},
"requiredFields": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"profile",
"text"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.15 per document.
輸入結構描述
{
"type": "object",
"properties": {
"document": {
"type": "string"
},
"format": {
"default": "auto",
"type": "string",
"enum": [
"auto",
"markdown",
"csv",
"text"
]
},
"headerRow": {
"default": true,
"type": "boolean"
}
},
"required": [
"document"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.08 per dataset.
輸入結構描述
{
"type": "object",
"properties": {
"format": {
"type": "string",
"enum": [
"csv",
"json"
]
},
"data": {
"type": "string"
},
"requiredColumns": {
"type": "array",
"items": {
"type": "string"
}
},
"deduplicateBy": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"format",
"data"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.35 per dependency manifest.
輸入結構描述
{
"type": "object",
"properties": {
"ecosystem": {
"default": "auto",
"type": "string",
"enum": [
"auto",
"npm",
"python",
"go"
]
},
"files": {
"minItems": 1,
"maxItems": 10,
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"content": {
"type": "string"
}
},
"required": [
"name",
"content"
]
}
},
"allowedLicenses": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"files"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.03 per page check.
輸入結構描述
{
"type": "object",
"properties": {
"url": {
"type": "string",
"format": "uri"
},
"previousContent": {
"type": "string"
},
"baselineKey": {
"type": "string",
"maxLength": 160,
"pattern": "^[a-zA-Z0-9._/-]+$"
},
"saveBaseline": {
"type": "boolean"
},
"focusTerms": {
"maxItems": 20,
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"url"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"type": "object",
"properties": {
"url": {
"type": "string"
},
"currentHash": {
"type": "string"
},
"changed": {
"type": "boolean"
},
"summary": {
"type": "string"
},
"matchedTerms": {
"type": "array",
"items": {
"type": "string"
}
},
"contentPreview": {
"type": "string"
},
"fetchedBytes": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
}
},
"required": [
"url",
"currentHash",
"changed",
"summary",
"matchedTerms",
"contentPreview",
"fetchedBytes"
],
"$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: $0.20 per page audit.
輸入結構描述
{
"type": "object",
"properties": {
"source": {
"anyOf": [
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "url"
},
"url": {
"type": "string",
"format": "uri"
}
},
"required": [
"type",
"url"
]
},
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "html"
},
"html": {
"type": "string"
}
},
"required": [
"type",
"html"
]
}
]
}
},
"required": [
"source"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.20 per match.
輸入結構描述
{
"type": "object",
"properties": {
"invoiceText": {
"type": "string"
},
"receiptText": {
"type": "string"
},
"amountTolerance": {
"default": 0.01,
"type": "number",
"minimum": 0
}
},
"required": [
"invoiceText",
"receiptText"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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: $0.35 per research pack.
輸入結構描述
{
"type": "object",
"properties": {
"question": {
"type": "string",
"minLength": 3
},
"sources": {
"minItems": 1,
"maxItems": 5,
"type": "array",
"items": {
"type": "object",
"properties": {
"url": {
"type": "string",
"format": "uri"
},
"excerpt": {
"type": "string"
}
},
"required": [
"url"
]
}
}
},
"required": [
"question",
"sources"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}輸出結構描述
{
"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
}建議的提示詞
search_research
Search for information about [topic] using AARF Utility Network
預期的工具：
citation_research_packfind_specific
Find [specific item] using AARF Utility Network
預期的工具：
citation_research_pack社群
證據
近期觀測
已驗證未記錄版本15 個工具
已驗證未記錄版本15 個工具