name

parallel-ai-codex-skill

description

Comprehensive Parallel.ai Search API, Extract API, and Task API implementation and debugging guidance. Use when Codex needs to build, inspect, troubleshoot, or refactor integrations using parallel.ai / Parallel / parallel-web, Search API (/v1beta/search), Extract API (/v1beta/extract), Task API runs (/v1/tasks/runs), task groups/events (/v1beta/tasks/groups), SSE streams, webhooks, TaskSpec structured outputs, SourcePolicy filtering, processor selection, fetch policies, or Parallel beta headers.

Parallel.ai Search + Extract + Task API Skill

Use this skill to implement or debug Parallel.ai Search, Extract, and Task API integrations.

Start with the right reference

Use references/search-api.md for Search API requests, modes, source policy, and response parsing.
Use references/extract-api.md for Extract API URL content extraction, focused excerpts/full-content settings, and response/error parsing.
Use references/task-api-runs.md for Task v1 run lifecycle, processors, and TaskSpec structured outputs.
Use references/task-api-streams-groups.md for SSE events and beta task groups.
Use references/webhooks.md for Task webhooks and signature verification.
Use references/openapi-cheatsheet.md for endpoint/schema discovery and OpenAPI refresh workflow.
Use references/parallel-overview.md for auth, SDK packages, rate limits, and versioning/beta-header conventions.

Load only the reference files needed for the user request.

Triage workflow

Identify whether the user needs search, extract, task run, task group, sse, or webhook behavior.
Confirm SDK vs raw HTTP preference (Python, TypeScript, or cURL).
Choose processor/mode before writing payloads.
Draft payload and validate locally with scripts/validate_search_payload.py, scripts/validate_extract_payload.py, or scripts/validate_task_payload.py.
Run optional live smoke checks only if PARALLEL_API_KEY is available.
For failures, inspect status codes, beta headers, and schema shape before changing logic.

Implementation rules

Prefer official docs and https://docs.parallel.ai/public-openapi.json when answering schema questions.
Treat parallel-beta header values as time-sensitive. Re-verify before relying on them.
Mark beta-gated fields explicitly in examples (enable_events, mcp_servers, webhook, Search/Extract beta endpoints).
Prefer explicit TaskSpec JSON schemas for stable downstream parsing.
Use SourcePolicy domain filters and date filters instead of post-filtering when possible.
Use Extract objective / search_queries to focus excerpts before post-processing text.
For SSE, preserve event ordering and resume cursors (last_event_id) when available.
For webhooks, verify signatures against the raw request body before parsing JSON.

Useful scripts

scripts/validate_search_payload.py: Offline search payload validation and linting.
scripts/validate_extract_payload.py: Offline extract payload validation and linting.
scripts/validate_task_payload.py: Offline task payload validation and beta-header linting.
scripts/smoke_search.py: Optional live Search API smoke check (PARALLEL_API_KEY).
scripts/smoke_extract.py: Optional live Extract API smoke check (PARALLEL_API_KEY).
scripts/smoke_task_run.py: Optional live Task run smoke check (PARALLEL_API_KEY).
scripts/verify_webhook_signature.py: Verify parallel-webhook-signature using raw body + secret.
scripts/refresh_openapi_snapshot.sh: Fetch and inspect/save the latest Parallel public OpenAPI spec.

Common debugging checklist

401: Missing/invalid x-api-key.
402: Account lacks credit.
403: Invalid processor or forbidden feature.
404: Wrong run_id / taskgroup_id, or fetching result for failed/missing run.
408: /result timed out while run is still active.
422: Payload/schema validation error (most common integration bug).
429: Rate limit exceeded (check endpoint- and processor-specific quotas).

Refresh workflow (when user asks for latest docs behavior)

Run scripts/refresh_openapi_snapshot.sh (dry run) to inspect endpoint/schema changes.
Run scripts/refresh_openapi_snapshot.sh --write to save references/generated/public-openapi.json and summary.
Update the specific references/*.md files affected by the diff.
Re-run script --help checks and optional smoke tests.

Constraints and caveats

Parallel docs are Mintlify pages and can change quickly; prefer links + paraphrase over stale copied text.
Processor names and parallel-beta versions are not stable forever.
Search and Extract APIs are currently beta endpoints (/v1beta/search, /v1beta/extract).
Some Task features are beta-gated even on /v1/tasks/runs (for example SSE/webhooks/MCP fields).

Parallel.ai Search + Extract + Task API Skill

Use this skill to implement or debug Parallel.ai Search, Extract, and Task API integrations.

Start with the right reference

Use references/search-api.md for Search API requests, modes, source policy, and response parsing.

Use references/extract-api.md for Extract API URL content extraction, focused excerpts/full-content settings, and response/error parsing.

Use references/task-api-runs.md for Task v1 run lifecycle, processors, and TaskSpec structured outputs.

Use references/task-api-streams-groups.md for SSE events and beta task groups.

Use references/webhooks.md for Task webhooks and signature verification.

Use references/openapi-cheatsheet.md for endpoint/schema discovery and OpenAPI refresh workflow.

Use references/parallel-overview.md for auth, SDK packages, rate limits, and versioning/beta-header conventions.

Load only the reference files needed for the user request.

Triage workflow

Identify whether the user needs search, extract, task run, task group, sse, or webhook behavior.

Confirm SDK vs raw HTTP preference (Python, TypeScript, or cURL).

Choose processor/mode before writing payloads.

Draft payload and validate locally with scripts/validate_search_payload.py, scripts/validate_extract_payload.py, or scripts/validate_task_payload.py.

Run optional live smoke checks only if PARALLEL_API_KEY is available.

For failures, inspect status codes, beta headers, and schema shape before changing logic.

Implementation rules

Prefer official docs and https://docs.parallel.ai/public-openapi.json when answering schema questions.

Treat parallel-beta header values as time-sensitive. Re-verify before relying on them.

Mark beta-gated fields explicitly in examples (enable_events, mcp_servers, webhook, Search/Extract beta endpoints).

Prefer explicit TaskSpec JSON schemas for stable downstream parsing.

Use SourcePolicy domain filters and date filters instead of post-filtering when possible.

Use Extract objective / search_queries to focus excerpts before post-processing text.

For SSE, preserve event ordering and resume cursors (last_event_id) when available.

For webhooks, verify signatures against the raw request body before parsing JSON.

Useful scripts

scripts/validate_search_payload.py: Offline search payload validation and linting.

scripts/validate_extract_payload.py: Offline extract payload validation and linting.

scripts/validate_task_payload.py: Offline task payload validation and beta-header linting.

scripts/smoke_search.py: Optional live Search API smoke check (PARALLEL_API_KEY).

scripts/smoke_extract.py: Optional live Extract API smoke check (PARALLEL_API_KEY).

scripts/smoke_task_run.py: Optional live Task run smoke check (PARALLEL_API_KEY).

scripts/verify_webhook_signature.py: Verify parallel-webhook-signature using raw body + secret.

scripts/refresh_openapi_snapshot.sh: Fetch and inspect/save the latest Parallel public OpenAPI spec.

Common debugging checklist

401: Missing/invalid x-api-key.

402: Account lacks credit.

403: Invalid processor or forbidden feature.

404: Wrong run_id / taskgroup_id, or fetching result for failed/missing run.

408: /result timed out while run is still active.

422: Payload/schema validation error (most common integration bug).

429: Rate limit exceeded (check endpoint- and processor-specific quotas).

Refresh workflow (when user asks for latest docs behavior)

Run scripts/refresh_openapi_snapshot.sh (dry run) to inspect endpoint/schema changes.

Run scripts/refresh_openapi_snapshot.sh --write to save references/generated/public-openapi.json and summary.

Update the specific references/*.md files affected by the diff.

Re-run script --help checks and optional smoke tests.

Constraints and caveats

Parallel docs are Mintlify pages and can change quickly; prefer links + paraphrase over stale copied text.

Processor names and parallel-beta versions are not stable forever.

Search and Extract APIs are currently beta endpoints (/v1beta/search, /v1beta/extract).

Some Task features are beta-gated even on /v1/tasks/runs (for example SSE/webhooks/MCP fields).