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194 lines
6.2 KiB
TypeScript
194 lines
6.2 KiB
TypeScript
import { isRecordLike } from '@sim/utils/object'
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import type { AmplitudeFunnelsParams, AmplitudeFunnelsResponse } from '@/tools/amplitude/types'
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import { getDashboardHost } from '@/tools/amplitude/utils'
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import type { ToolConfig } from '@/tools/types'
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export const funnelsTool: ToolConfig<AmplitudeFunnelsParams, AmplitudeFunnelsResponse> = {
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id: 'amplitude_funnels',
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name: 'Amplitude Funnels',
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description: 'Analyze conversion rates and drop-off between a sequence of events.',
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version: '1.0.0',
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params: {
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apiKey: {
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type: 'string',
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required: true,
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visibility: 'user-only',
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description: 'Amplitude API Key',
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},
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secretKey: {
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type: 'string',
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required: true,
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visibility: 'user-only',
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description: 'Amplitude Secret Key',
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},
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events: {
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type: 'string',
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required: true,
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visibility: 'user-or-llm',
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description:
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'JSON array of event objects, one per funnel step in order, e.g. [{"event_type":"signup"},{"event_type":"purchase"}]',
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},
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start: {
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type: 'string',
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required: true,
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visibility: 'user-or-llm',
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description: 'Start date in YYYYMMDD format',
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},
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end: {
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type: 'string',
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required: true,
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visibility: 'user-or-llm',
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description: 'End date in YYYYMMDD format',
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},
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mode: {
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type: 'string',
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required: false,
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visibility: 'user-or-llm',
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description: 'Funnel ordering: "ordered", "unordered", or "sequential" (default: ordered)',
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},
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userType: {
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type: 'string',
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required: false,
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visibility: 'user-or-llm',
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description: 'User type: "new" or "active" (default: active)',
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},
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interval: {
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type: 'string',
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required: false,
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visibility: 'user-or-llm',
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description:
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'Time interval: -300000 (real-time), -3600000 (hourly), 1 (daily), 7 (weekly), or 30 (monthly)',
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},
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conversionWindowSeconds: {
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type: 'string',
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required: false,
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visibility: 'user-or-llm',
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description: 'Conversion window in seconds (default: 2592000, i.e. 30 days)',
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},
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groupBy: {
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type: 'string',
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required: false,
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visibility: 'user-or-llm',
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description: 'Property to group by (limit: one; prefix custom properties with "gp:")',
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},
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limit: {
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type: 'string',
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required: false,
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visibility: 'user-or-llm',
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description: 'Maximum number of group-by values (default: 100, max: 1000)',
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},
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segment: {
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type: 'string',
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required: false,
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visibility: 'user-or-llm',
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description: 'JSON segment definition(s) applied to the query',
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},
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dataResidency: {
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type: 'string',
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required: false,
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visibility: 'user-or-llm',
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description: 'Data residency region: "us" (default) or "eu"',
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},
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},
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request: {
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url: (params) => {
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const url = new URL(`${getDashboardHost(params.dataResidency)}/api/2/funnels`)
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let parsed: unknown
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try {
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parsed = JSON.parse(params.events)
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} catch {
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throw new Error('Amplitude Funnels: "events" must be a valid JSON array of event objects')
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}
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if (!Array.isArray(parsed) || parsed.length === 0 || !parsed.every(isRecordLike)) {
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throw new Error(
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'Amplitude Funnels: "events" must be a non-empty JSON array of event objects'
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)
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}
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for (const step of parsed) {
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url.searchParams.append('e', JSON.stringify(step))
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}
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url.searchParams.set('start', params.start)
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url.searchParams.set('end', params.end)
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if (params.mode) url.searchParams.set('mode', params.mode)
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if (params.userType) url.searchParams.set('n', params.userType)
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if (params.interval) url.searchParams.set('i', params.interval)
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if (params.conversionWindowSeconds) url.searchParams.set('cs', params.conversionWindowSeconds)
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if (params.groupBy) url.searchParams.set('g', params.groupBy)
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if (params.limit) url.searchParams.set('limit', params.limit)
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if (params.segment) url.searchParams.set('s', params.segment)
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return url.toString()
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},
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method: 'GET',
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headers: (params) => ({
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Authorization: `Basic ${btoa(`${params.apiKey}:${params.secretKey}`)}`,
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}),
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},
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transformResponse: async (response: Response) => {
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const data = await response.json()
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if (!response.ok) {
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throw new Error(data.error || `Amplitude Funnels API error: ${response.status}`)
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}
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const results = (Array.isArray(data.data) ? data.data : []) as Array<Record<string, unknown>>
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const funnels = results.map((r) => {
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const dayFunnels = r.dayFunnels as Record<string, unknown> | undefined
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return {
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stepByStep: (r.stepByStep as number[]) ?? [],
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cumulative: (r.cumulative as number[]) ?? [],
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cumulativeRaw: (r.cumulativeRaw as number[]) ?? [],
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medianTransTimes: (r.medianTransTimes as number[]) ?? [],
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avgTransTimes: (r.avgTransTimes as number[]) ?? [],
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events: (r.events as string[]) ?? [],
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dayFunnels: dayFunnels
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? {
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series: (dayFunnels.series as number[][]) ?? [],
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xValues: (dayFunnels.xValues as string[]) ?? [],
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}
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: null,
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}
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})
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return {
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success: true,
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output: { funnels },
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}
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},
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outputs: {
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funnels: {
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type: 'array',
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description: 'Funnel results, one entry per segment',
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items: {
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type: 'object',
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properties: {
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stepByStep: { type: 'json', description: 'Conversion count at each step' },
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cumulative: {
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type: 'json',
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description: 'Cumulative conversion percentage at each step',
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},
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cumulativeRaw: { type: 'json', description: 'Cumulative conversion count at each step' },
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medianTransTimes: {
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type: 'json',
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description: 'Median transition time between steps (ms)',
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},
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avgTransTimes: {
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type: 'json',
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description: 'Average transition time between steps (ms)',
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},
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events: { type: 'json', description: 'Event names for each funnel step' },
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dayFunnels: {
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type: 'json',
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description: 'Daily funnel breakdown {series, xValues}',
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optional: true,
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},
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},
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},
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},
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},
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}
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