Test PostgreSQL with PGVector integration.

Test user preferences work consistently across all tools.

Test query history is maintained across all interactions.

Test query length maximum of 1000 characters.

Test query length limits for security.

Test query length validation (max 1000 characters).

Verify all requirements from INITIAL.md have corresponding test coverage.

Test complete research workflow scenario.

Test system capability for 3-5 second response times.

Test optional result limit specification with bounds.

Test search accuracy >0.7 similarity threshold.

Test basic search command functionality.

Test search command with empty query.

Test search command handles errors gracefully.

Test search command with invalid count.

Test search command with invalid text weight.

Test search command with invalid search type.

Test search command with negative count.

Test search command with text weight parameter.

Test the search function with realistic agent interaction.

Test search function with custom parameters.

Test search function with default parameters.

Test search function with provided dependencies.

Test search result limit maximum of 50.

Test search result analysis and summarization.

Test optional search type specification.

Test basic semantic search functionality.

Test semantic search handles database errors.

Test semantic search handles empty results.

Test semantic search generates query embedding.

Test semantic search handles None match_count.

Test semantic similarity search using PGVector embeddings.

Test semantic search respects maximum count limit.

Test semantic search result structure is correct.

Test semantic_search tool implementation.

Test semantic search with custom match count.

Test setting basic user preferences.

Test setting multiple user preferences.

Test overriding existing user preferences.

Test setting preferences of different types.

Create test settings object.

Test settings with custom environment values.

Test settings default values.

Test settings are properly integrated into dependencies.

Test string response format with structured summaries.

Test summary quality and coherence.

Test that embedding calls are made for each search (no caching at tool level).

Test agent behavior when tools fail.

Test agent behavior when tools fail.

Test tools handle database connection errors.

Test tools handle embedding generation errors.

Test tools handle malformed database results.

Test tools are properly integrated with the agent.

Test tools handle empty query strings.

Test tools handle large result sets efficiently.

Test troubleshooting workflow with specific technical queries.

* Apply transform next, returning a transform handle. * You can then apply more transformations, draw, or retrieve the output. * @param tran

Ensure API keys are not empty.

Ensure API keys are not empty.

Validate that required environment variables are set. Returns: True if configuration is valid

Validate that required environment variables are set. Returns: True if configuration is valid

Validate embedding dimensions.

Validate embedding dimensions.

Validate that LLM configuration is properly set. Returns: True if configuration is valid

Validate that LLM configuration is properly set. Returns: True if configuration is valid

Validate that LLM configuration is properly set. Returns: True if configuration is valid

Ensure overlap is less than chunk size.

Ensure overlap is less than chunk size.

Ensure score is between 0 and 1.

Ensure score is between 0 and 1.

Search the web for current information. Args: query: Search query string max_results: Maximum number of results to retur

Search the web for current information. Args: query: Search query string max_results: Maximum number of results to retur