AARF Utility Network
Paid AI utilities for web comparison, code checks, document extraction, security, and research.
我该使用它吗
质量与安全性
A
发现（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
基于对工具定义和协议合规性的自动分析。
上下文开销
~5,514token 数（工具定义）
~3.3 KB典型响应大小
对注意力有显著影响（占 128k 上下文窗口的 4.31%）
这是每次将服务器的工具加载到模型上下文窗口时所消耗的大致 token 数。数值越高，可用于其他任务的注意力就越少。
安装
一键安装
将以下内容添加到你的 `claude_desktop_config.json` 文件中：
{
"mcpServers": {
"aarf-utility-network": {
"url": "https://mcp.qolapps.org/mcp"
}
}
}远程端点
https://mcp.qolapps.org/mcpstreamable-http它能做什么
工具清单
工具（15）
🟢 只读🟡 写入🔴 删除⚪ 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: $0.02 per comparison.
输入模式
{
"type": "object",
"properties": {}
}输出模式
{
"type": "object",
"properties": {
"meaningfulChange": {
"type": "boolean"
},
"severity": {
"type": "string",
"enum": [
"none",
"low",
"medium",
"high",
"critical"
]
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"summary": {
"type": "string"
},
"changes": {
"type": "array",
"items": {
"type": "object",
"properties": {
"category": {
"type": "string"
},
"severity": {
"type": "string",
"enum": [
"low",
"medium",
"high",
"critical"
]
},
"oldValue": {
"type": "string"
},
"newValue": {
"type": "string"
},
"evidenceOld": {
"type": "string"
},
"evidenceNew": {
"type": "string"
},
"confidence": {
"type": "number",
"minimum": 0,
"maximum": 1
}
},
"required": [
"category",
"severity",
"oldValue",
"newValue",
"evidenceOld",
"evidenceNew",
"confidence"
],
"additionalProperties": false
}
},
"ignoredNoise": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"meaningfulChange",
"severity",
"confidence",
"summary",
"changes",
"ignoredNoise"
],
"$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: $0.25 per migration.
输入模式
{
"type": "object",
"properties": {
"dialect": {
"type": "string",
"enum": [
"postgres",
"supabase-postgres",
"prisma-postgres"
]
},
"migration": {
"type": "string"
},
"context": {
"type": "object",
"properties": {
"tableSizes": {
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {
"type": "number"
}
},
"postgresVersion": {
"type": "string"
},
"applicationCompatibilityNotes": {
"type": "string"
}
}
}
},
"required": [
"dialect",
"migration"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.05 per document.
输入模式
{
"type": "object",
"properties": {
"profile": {
"type": "string",
"enum": [
"tender",
"invoice",
"contract-dates",
"privacy-policy",
"generic-key-values"
]
},
"source": {
"anyOf": [
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "url"
},
"url": {
"type": "string",
"format": "uri"
}
},
"required": [
"type",
"url"
]
},
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "text"
},
"text": {
"type": "string"
}
},
"required": [
"type",
"text"
]
},
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "base64"
},
"data": {
"type": "string"
},
"mimeType": {
"type": "string"
}
},
"required": [
"type",
"data",
"mimeType"
]
}
]
},
"fields": {
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"description": {
"type": "string"
},
"type": {
"type": "string"
}
},
"required": [
"name"
]
}
}
},
"required": [
"profile",
"source"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.01 per page.
输入模式
{
"type": "object",
"properties": {
"url": {
"type": "string",
"format": "uri"
}
},
"required": [
"url"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.25 per diff.
输入模式
{
"type": "object",
"properties": {
"diff": {
"type": "string"
},
"language": {
"type": "string"
},
"framework": {
"type": "string"
},
"testOutput": {
"type": "string"
},
"context": {
"type": "string"
},
"focus": {
"type": "array",
"items": {
"type": "string",
"enum": [
"bugs",
"security",
"compatibility",
"tests",
"performance",
"migration"
]
}
}
},
"required": [
"diff"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.15 per text.
输入模式
{
"type": "object",
"properties": {
"text": {
"type": "string"
},
"format": {
"default": "text",
"type": "string",
"enum": [
"text",
"json",
"code"
]
},
"redactionStyle": {
"default": "label",
"type": "string",
"enum": [
"label",
"mask",
"hash"
]
}
},
"required": [
"text"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.20 per API specification.
输入模式
{
"type": "object",
"properties": {
"spec": {
"anyOf": [
{
"type": "string"
},
{
"type": "object",
"propertyNames": {
"type": "string"
},
"additionalProperties": {}
}
]
},
"baseUrl": {
"type": "string",
"format": "uri"
}
},
"required": [
"spec"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.25 per document.
输入模式
{
"type": "object",
"properties": {
"profile": {
"type": "string",
"enum": [
"invoice",
"contract",
"tender",
"generic"
]
},
"text": {
"type": "string"
},
"requiredFields": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"profile",
"text"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.15 per document.
输入模式
{
"type": "object",
"properties": {
"document": {
"type": "string"
},
"format": {
"default": "auto",
"type": "string",
"enum": [
"auto",
"markdown",
"csv",
"text"
]
},
"headerRow": {
"default": true,
"type": "boolean"
}
},
"required": [
"document"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.08 per dataset.
输入模式
{
"type": "object",
"properties": {
"format": {
"type": "string",
"enum": [
"csv",
"json"
]
},
"data": {
"type": "string"
},
"requiredColumns": {
"type": "array",
"items": {
"type": "string"
}
},
"deduplicateBy": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"format",
"data"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.35 per dependency manifest.
输入模式
{
"type": "object",
"properties": {
"ecosystem": {
"default": "auto",
"type": "string",
"enum": [
"auto",
"npm",
"python",
"go"
]
},
"files": {
"minItems": 1,
"maxItems": 10,
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string"
},
"content": {
"type": "string"
}
},
"required": [
"name",
"content"
]
}
},
"allowedLicenses": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"files"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.03 per page check.
输入模式
{
"type": "object",
"properties": {
"url": {
"type": "string",
"format": "uri"
},
"previousContent": {
"type": "string"
},
"baselineKey": {
"type": "string",
"maxLength": 160,
"pattern": "^[a-zA-Z0-9._/-]+$"
},
"saveBaseline": {
"type": "boolean"
},
"focusTerms": {
"maxItems": 20,
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"url"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"type": "object",
"properties": {
"url": {
"type": "string"
},
"currentHash": {
"type": "string"
},
"changed": {
"type": "boolean"
},
"summary": {
"type": "string"
},
"matchedTerms": {
"type": "array",
"items": {
"type": "string"
}
},
"contentPreview": {
"type": "string"
},
"fetchedBytes": {
"type": "integer",
"minimum": 0,
"maximum": 9007199254740991
}
},
"required": [
"url",
"currentHash",
"changed",
"summary",
"matchedTerms",
"contentPreview",
"fetchedBytes"
],
"$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: $0.20 per page audit.
输入模式
{
"type": "object",
"properties": {
"source": {
"anyOf": [
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "url"
},
"url": {
"type": "string",
"format": "uri"
}
},
"required": [
"type",
"url"
]
},
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "html"
},
"html": {
"type": "string"
}
},
"required": [
"type",
"html"
]
}
]
}
},
"required": [
"source"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.20 per match.
输入模式
{
"type": "object",
"properties": {
"invoiceText": {
"type": "string"
},
"receiptText": {
"type": "string"
},
"amountTolerance": {
"default": 0.01,
"type": "number",
"minimum": 0
}
},
"required": [
"invoiceText",
"receiptText"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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: $0.35 per research pack.
输入模式
{
"type": "object",
"properties": {
"question": {
"type": "string",
"minLength": 3
},
"sources": {
"minItems": 1,
"maxItems": 5,
"type": "array",
"items": {
"type": "object",
"properties": {
"url": {
"type": "string",
"format": "uri"
},
"excerpt": {
"type": "string"
}
},
"required": [
"url"
]
}
}
},
"required": [
"question",
"sources"
],
"$schema": "http://json-schema.org/draft-07/schema#"
}输出模式
{
"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
}推荐提示词
search_research
Search for information about [topic] using AARF Utility Network
预期工具：
citation_research_packfind_specific
Find [specific item] using AARF Utility Network
预期工具：
citation_research_pack社区
证据
最近观测
已验证未记录版本15 个工具
已验证未记录版本15 个工具