Quickstart - Agno

Example	Description
From Path	Demonstrates loading knowledge from a local file path using sync and async inserts.
From URL	Demonstrates loading knowledge from a URL using sync and async inserts.
From Topic	Demonstrates loading topics from Wikipedia and Arxiv using sync and async operations.
From Multiple Sources	Demonstrates loading knowledge from multiple paths and URLs using sync and async operations.
From YouTube	Demonstrates loading knowledge from a YouTube URL using sync and async inserts.
From S3	Demonstrates loading knowledge from S3 remote content using sync and async inserts.
From GCS	Demonstrates loading knowledge from GCS remote content using sync and async inserts.
Include And Exclude Files	Demonstrates include and exclude filters when loading directory content into knowledge.
Remove Content	Demonstrates removing knowledge content by id and clearing all content, with sync and async APIs.
Remove Vectors	Demonstrates removing vectors by metadata and by name using sync and async insert flows.
Skip If Exists	Demonstrates skip-if-exists behavior for repeated knowledge inserts with sync and async APIs.
Skip If Exists With Contents DB	Demonstrates adding existing vector content into a contents database using skip-if-exists.
Specify Reader	Demonstrates setting a specific reader during knowledge insertion with sync and async APIs.
Text Content	Demonstrates adding direct text content to knowledge using sync and async APIs.
Batching	Demonstrates knowledge insertion with batch embeddings using sync and async APIs.
Knowledge Instructions	Demonstrates disabling automatic search-knowledge instructions on an agent.
Isolate Vector Search	When multiple Knowledge instances share the same vector database, you can use.

FileSystemKnowledge Example Batching

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