> ## Documentation Index > Fetch the complete documentation index at: https://aisa.one/docs/llms.txt > Use this file to discover all available pages before exploring further. > ## Agent Instructions > - Base URLs: models `https://api.aisa.one/v1` (Gemini GenerateContent: `https://api.aisa.one/v1beta`); data APIs `https://api.aisa.one/apis/v1`. The `servers` of each operation in https://aisa.one/openapi.yaml is authoritative. > - Auth: `Authorization: Bearer $AISA_API_KEY`. Never print, log, or commit the key. > - MCP (preferred for agents): `https://mcp.aisa.one/mcp`, signed in with OAuth, so there is no key to paste. > - Agent Skill: `npx skills add AIsa-team/agent-skills --skill aisa`. Fallback with the AIsa CLI: `aisa skills install aisa`. > - Spending: docs, https://aisa.one/models, https://aisa.one/api, `/v1/models`, and MCP `search`, `list_categories`, `get_details`, `batch_quote`, and the `account` operation are free. Quote the exact calls before running them (MCP `batch_quote`, CLI `aisa quote --json`). If the quote reports `auto_execute_eligible: true`, run it unless the user set a tighter limit or asked only for a quote. Otherwise, tell the user in one message the planned calls, the quoted price, and a total USD budget for the task, then wait for approval. Direct HTTP calls follow the stricter rule at https://aisa.one/docs/get-started/cli.md#direct-http-fallback. Do not make paid calls to test availability. Full rule: https://aisa.one/llms.txt # Ingest FindAll Run > Convert a natural-language FindAll objective into a structured schema. Published reference price: $0.012 USD per successful request. Account-specific pricing and final settlement may differ. ## Request contract * **Method and path:** POST /apis/v1/parallel/findall/ingest * **Availability:** enabled * **Request URL template:** [https://api.aisa.one/apis/v1/parallel/findall/ingest](https://api.aisa.one/apis/v1/parallel/findall/ingest) * **parallel-beta:** header; optional * **Runtime facts:** 5d413ff65ac53e696e28c5a12c4dbbb99e94b7667cbafba2e2c6b9da9156a731 [Complete OpenAPI definition](https://aisa.one/docs/openapi/parallel.ai.json) Effective request and pricing declaration (including authentication and referenced schemas): ```json theme={null} { "operationId": "any_parallel_ai_apis_v1_parallel_findall_ingest", "method": "POST", "path": "/apis/v1/parallel/findall/ingest", "servers": [ { "url": "https://api.aisa.one" } ], "parameters": [ { "deprecated": true, "in": "header", "name": "parallel-beta", "required": false, "schema": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "deprecated": true, "title": "Parallel-Beta" } } ], "security": [ { "bearerAuth": [] } ], "requestBody": { "content": { "application/json": { "schema": { "description": "Input model for FindAll ingest.", "properties": { "objective": { "description": "Natural language objective to create a FindAll run spec.", "examples": [ "Find all AI companies that raised Series A funding in 2024" ], "title": "Objective", "type": "string" } }, "required": [ "objective" ], "title": "IngestInput", "type": "object" } } }, "required": true }, "x-aisa-status": "enabled", "x-aisa-pricing": { "cost_contract": "explicit_zero", "customer_pricing": "fixed_success", "default_request_estimate_usd": 0.012, "estimate_source": "profile_seed", "evidence_source": "request_snapshot" }, "components": { "securitySchemes": { "bearerAuth": { "scheme": "bearer", "type": "http" } } } } ``` ## Cost and request rules Published reference price: \$0.012 USD per successful request. Account-specific pricing and final settlement may differ. Published reference values are not an account-specific quote or a settled charge. For endpoints supporting X-AISA-Cost-Mode: quote, obtain a free quote for your exact request before execution; reconcile the settled cost with response metadata and Usage Logs. USD amounts use 1,000,000 integer micro-USD per dollar. * **Default request reference estimate (USD):** 0.012 * **Cost contract:** explicit\_zero * **Settlement evidence source:** request\_snapshot ## OpenAPI ````yaml openapi/parallel.ai.json POST /apis/v1/parallel/findall/ingest openapi: 3.1.0 info: description: '' title: Parallel.ai version: '1' x-aisa-capabilities: idempotency: Idempotency-Key max_price: X-AISA-Max-Price-USD quote: header: X-AISA-Cost-Mode value: quote x-aisa-catalogs: parallel.ai: description: '' title: Parallel.ai x-aisa-capabilities: idempotency: Idempotency-Key max_price: X-AISA-Max-Price-USD quote: header: X-AISA-Cost-Mode value: quote x-aisa-document: facts_hash: 5d413ff65ac53e696e28c5a12c4dbbb99e94b7667cbafba2e2c6b9da9156a731 generator_version: '3' protocol_version: '1' schema_version: '1' x-aisa-plans: builder: 1 display_plan: payg payg: 1 similarweb_payg: 1 team: 1 version: e70a0959cd1b93b84ae16dffd7a538273ddb9c1d46277b82823c37ff1b6bc0fb x-aisa-configured-paths: - /apis/v1/parallel/chat/completions - /apis/v1/parallel/extract - /apis/v1/parallel/findall/ingest - /apis/v1/parallel/findall/runs/{findall_id} - /apis/v1/parallel/findall/runs/{findall_id}/cancel - /apis/v1/parallel/findall/runs/{findall_id}/events - /apis/v1/parallel/findall/runs/{findall_id}/result - /apis/v1/parallel/findall/runs/{findall_id}/schema - /apis/v1/parallel/monitors/{monitor_id} - /apis/v1/parallel/monitors/{monitor_id}/cancel - /apis/v1/parallel/monitors/{monitor_id}/events - /apis/v1/parallel/monitors/{monitor_id}/update - /apis/v1/parallel/tasks/groups - /apis/v1/parallel/tasks/groups/{taskgroup_id} - /apis/v1/parallel/tasks/groups/{taskgroup_id}/events - /apis/v1/parallel/tasks/groups/{taskgroup_id}/runs/{run_id} - /apis/v1/parallel/tasks/runs/{run_id} - /apis/v1/parallel/tasks/runs/{run_id}/events - /apis/v1/parallel/tasks/runs/{run_id}/input - /apis/v1/parallel/tasks/runs/{run_id}/result - /apis/v1/parallel/v1beta/tasks/runs/{run_id}/events x-aisa-document: composer_version: '20' document_hash: sha256:faf7bdc612cf28356fbb13a4aafcba6664c0f5f6176fe3ef56b5c4d887f62c03 facts_hash: 5d413ff65ac53e696e28c5a12c4dbbb99e94b7667cbafba2e2c6b9da9156a731 generator_version: '3' protocol_version: '1' response_pending: [] schema_version: '1' x-aisa-plans: builder: 1 display_plan: payg payg: 1 similarweb_payg: 1 team: 1 version: e70a0959cd1b93b84ae16dffd7a538273ddb9c1d46277b82823c37ff1b6bc0fb x-aisa-provider: parallel.ai servers: - url: https://api.aisa.one security: - bearerAuth: [] paths: /apis/v1/parallel/findall/ingest: post: tags: - default summary: Ingest FindAll Run description: >- Convert a natural-language FindAll objective into a structured schema. Published reference price: $0.012 USD per successful request. Account-specific pricing and final settlement may differ. operationId: any_parallel_ai_apis_v1_parallel_findall_ingest parameters: - deprecated: true in: header name: parallel-beta required: false schema: anyOf: - type: string - type: 'null' deprecated: true title: Parallel-Beta requestBody: content: application/json: schema: description: Input model for FindAll ingest. properties: objective: description: Natural language objective to create a FindAll run spec. examples: - Find all AI companies that raised Series A funding in 2024 title: Objective type: string required: - objective title: IngestInput type: object required: true responses: '200': content: application/json: example: entity_type: companies generator: core match_conditions: - description: >- Company must be developing artificial intelligence (AI) products name: developing_ai_products_check - description: Company must have raised Series A funding in 2024 name: raised_series_a_2024_check objective: Find all AI companies that raised Series A funding in 2024 schema: $ref: '#/components/schemas/ResponseB67C75A8Feba_FindAllSchema' description: Successful Response default: content: application/json: schema: {} description: >- Error response; upstream passthrough responses may use provider formats x-codeSamples: - label: Reference example lang: text source: >- # Fixed reference example. Playground inputs do not update this sample. curl --request POST \ --url https://api.aisa.one/apis/v1/parallel/findall/ingest \ --header 'Authorization: Bearer ' \ --header 'Content-Type: application/json' \ --data '{ "objective": "Find all AI companies that raised Series A funding in 2024" }' components: schemas: ResponseB67C75A8Feba_FindAllSchema: description: Response model for FindAll ingest. properties: enrichments: anyOf: - items: $ref: '#/components/schemas/ResponseB67C75A8Feba_FindAllEnrichInput' type: array - type: 'null' description: List of enrichment inputs for the FindAll run. title: Enrichments entity_type: description: Type of the entity for the FindAll run. title: Entity Type type: string generator: default: core description: The generator of the FindAll run. enum: - base - core - pro - preview title: Generator type: string match_conditions: description: List of match conditions for the FindAll run. items: $ref: '#/components/schemas/ResponseB67C75A8Feba_MatchCondition' title: Match Conditions type: array match_limit: anyOf: - type: integer - type: 'null' description: Max number of candidates to evaluate title: Match Limit objective: description: Natural language objective of the FindAll run. examples: - Find all AI companies that raised Series A funding in 2024 title: Objective type: string required: - objective - entity_type - match_conditions title: FindAllSchema type: object ResponseB67C75A8Feba_FindAllEnrichInput: description: Input model for FindAll enrich. properties: mcp_servers: anyOf: - items: $ref: '#/components/schemas/ResponseB67C75A8Feba_McpServer' type: array - type: 'null' description: List of MCP servers to use for the task. title: Mcp Servers output_schema: $ref: '#/components/schemas/ResponseB67C75A8Feba_JsonSchema' description: JSON schema for the enrichment output schema for the FindAll run. processor: default: core description: Processor to use for the task. title: Processor type: string required: - output_schema title: FindAllEnrichInput type: object ResponseB67C75A8Feba_MatchCondition: description: Match condition model for FindAll ingest. properties: description: description: >- Detailed description of the match condition. Include as much specific information as possible to help improve the quality and accuracy of Find All run results. examples: - >- Company must have SOC2 Type II certification (not Type I). Look for evidence in: trust centers, security/compliance pages, audit reports, or press releases specifically mentioning 'SOC2 Type II'. If no explicit SOC2 Type II mention is found, consider requirement not satisfied. title: Description type: string name: description: Name of the match condition. title: Name type: string required: - name - description title: MatchCondition type: object ResponseB67C75A8Feba_McpServer: description: MCP server configuration. properties: allowed_tools: anyOf: - items: type: string type: array - type: 'null' description: List of allowed tools for the MCP server. title: Allowed Tools headers: anyOf: - additionalProperties: format: password type: string writeOnly: true type: object - type: 'null' description: Headers for the MCP server. title: Headers name: description: Name of the MCP server. title: Name type: string type: const: url default: url description: Type of MCP server being configured. Always `url`. title: Type type: string url: description: URL of the MCP server. title: Url type: string required: - url - name title: McpServer type: object ResponseB67C75A8Feba_JsonSchema: description: JSON schema for a task input or output. properties: json_schema: additionalProperties: true description: A JSON Schema object. Only a subset of JSON Schema is supported. examples: - additionalProperties: false properties: gdp: description: >- GDP in USD for the year, formatted like '$3.1 trillion (2023)' type: string required: - gdp type: object title: Json Schema type: object type: const: json default: json description: The type of schema being defined. Always `json`. title: Type type: string required: - json_schema title: JsonSchema type: object securitySchemes: bearerAuth: scheme: bearer type: http ```` This documentation is built and hosted on [Mintlify](https://mintlify.com), a developer documentation platform.