BPJ startup cases, launch signals and validation plans. Free preview; member tools use scoped keys.
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MEMBER: build a source-linked 14-day validation plan, opposing success/failure evidence, unit economics and website-upgrade suggestions. Local retrieval and neural representation, no external LLM. Do not send customer secrets.
MEMBER: build a source-linked 14-day validation plan, opposing success/failure evidence, unit economics and website-upgrade suggestions. Local retrieval and neural representation, no external LLM. Do not send customer secrets.
| Argument | Type | Description |
|---|---|---|
| hours | number | |
| price | number | |
| skill | string | |
| stage | string | |
| budget | number | |
| customer | string | |
| language | string | |
| question* | string | |
| fixedCost | number | |
| variableCost | number |
{
"type": "object",
"required": [
"question"
],
"properties": {
"hours": {
"type": "number",
"maximum": 168,
"minimum": 0
},
"price": {
"type": "number",
"maximum": 1000000000,
"minimum": 0
},
"skill": {
"type": "string",
"maxLength": 240
},
"stage": {
"type": "string",
"maxLength": 120
},
"budget": {
"type": "number",
"maximum": 1000000000,
"minimum": 0
},
"customer": {
"type": "string",
"maxLength": 240
},
"language": {
"enum": [
"zh",
"en"
],
"type": "string"
},
"question": {
"type": "string",
"maxLength": 500
},
"fixedCost": {
"type": "number",
"maximum": 1000000000000,
"minimum": 0
},
"variableCost": {
"type": "number",
"maximum": 1000000000,
"minimum": 0
}
},
"additionalProperties": false
}MEMBER: compare 2–4 reviewed cases for the same customer job. Retains metric periods, team evidence and limits; never converts revenue to profit.
| Argument | Type | Description |
|---|---|---|
| ids* | array | |
| language | string |
{
"type": "object",
"required": [
"ids"
],
"properties": {
"ids": {
"type": "array",
"items": {
"type": "string",
"maxLength": 80
},
"maxItems": 4,
"minItems": 2,
"uniqueItems": true
},
"language": {
"enum": [
"zh",
"en"
],
"type": "string"
}
},
"additionalProperties": false
}MEMBER: query daily Show HN discussion samples and Product Hunt launches, with dates and optional retained history. Launches and keywords are unreviewed; no revenue or solo verdict.
| Argument | Type | Description |
|---|---|---|
| focus | string | |
| limit | integer | |
| source | string | |
| history | boolean | |
| language | string |
{
"type": "object",
"required": [],
"properties": {
"focus": {
"enum": [
"consumer",
"consumer-ai",
"ai",
"all"
],
"type": "string"
},
"limit": {
"type": "integer",
"maximum": 20,
"minimum": 1
},
"source": {
"enum": [
"all",
"hn",
"ph"
],
"type": "string"
},
"history": {
"type": "boolean"
},
"language": {
"enum": [
"zh",
"en"
],
"type": "string"
}
},
"additionalProperties": false
}MEMBER: find source-backed AI startup cases, with dated revenue/adoption/failure evidence. Default excludes company references. Relevance is not success probability.
| Argument | Type | Description |
|---|---|---|
| limit | integer | |
| query | string | |
| scope | string | |
| outcome | string | |
| category | string | |
| language | string |
{
"type": "object",
"required": [],
"properties": {
"limit": {
"type": "integer",
"maximum": 20,
"minimum": 1
},
"query": {
"type": "string",
"maxLength": 500
},
"scope": {
"enum": [
"non-company",
"solo",
"small-team",
"company",
"unknown",
"all"
],
"type": "string"
},
"outcome": {
"enum": [
"success",
"failure",
"all"
],
"type": "string"
},
"category": {
"type": "string",
"maxLength": 60
},
"language": {
"enum": [
"zh",
"en"
],
"type": "string"
}
},
"additionalProperties": false
}Free preview of dated business evidence and launch signals. Explains membership access, limits and caveats; no key needed.
| Argument | Type | Description |
|---|---|---|
| language | string |
{
"type": "object",
"required": [],
"properties": {
"language": {
"enum": [
"zh",
"en"
],
"type": "string"
}
},
"additionalProperties": false
}