For AI agents: a documentation index is available at https://docs.parallel.ai/llms.txt. The full text of all docs is at https://docs.parallel.ai/llms-full.txt. You may also fetch any page as Markdown by appending
The .md to its URL or sending Accept: text/markdown.For Search and Extract, use /v1/search and /v1/extract for all new integrations and agent tool calls. Use /v1beta/search and /v1beta/extract only when maintaining an existing integration that already uses them. The request bodies changed too: on /v1/extract, full_content, fetch_policy and excerpt_settings go inside advanced_settings, and sending the v1beta top-level excerpts, full_content and fetch_policy to /v1/extract returns a 422. Do not substitute /v1 for the documented FindAll or Ingest endpoint paths.advanced_settings object on the Extract API lets you tune fetch behavior (cached vs live), excerpt sizing, and full content extraction. Extract uses a dynamic fetch policy by default and may request the source website when indexed content does not meet its freshness criteria.
For an agent that searches indexed documentation without a live source-page fetch, see Search indexed web content for coding agents. Extract does not offer a documented cache-only security guarantee.
On
/v1/extract, fetch_policy, excerpt_settings and full_content must be inside advanced_settings. Sending the v1beta top-level excerpts, full_content or fetch_policy fields to /v1/extract returns a 422. See the migration guide.Fields
Fetch Policy
Thefetch_policy parameter controls when to return indexed content (faster) or fetch
fresh content from the source (fresher). Fetching fresh content may take up to a minute
and is subject to rate limits to manage the load on source websites.
Excerpt and Full Content Settings
Bothexcerpt_settings and full_content are configured inside the advanced_settings object.
Enable full content with custom excerpt sizes:
- When
full_contentis enabled, you’ll receive both excerpts and full content in the response - Excerpts are always focused on relevance; full content always starts from the beginning
- Without
objectiveorsearch_queries, excerpts will be redundant with full content. The request still succeeds, but may return less relevant content and may include a warning. max_chars_total(top-level) controls total excerpt size but does not affect full content