The Agent Skills Directory

[SAFE]: The skill consists of architectural patterns and implementation templates for vector search systems. No malicious patterns, obfuscation, or unauthorized data access were detected.
[EXTERNAL_DOWNLOADS]: The provided Python templates reference official and widely-used libraries for the stated purpose. These include pinecone for Pinecone DB, qdrant-client for Qdrant, asyncpg for PostgreSQL, numpy for vector math, weaviate-client for Weaviate, and sentence-transformers for reranking operations. These are standard dependencies for development in this domain.
[CREDENTIALS_UNSAFE]: The templates demonstrate best practices for credential management. API keys and connection strings are parameterized in class constructors rather than being hardcoded, facilitating the use of environment variables or secret managers in production.
[COMMAND_EXECUTION]: All database operations and searches are conducted through official SDKs or parameterized SQL queries (e.g., using asyncpg placeholders), which protects against injection attacks.

similarity-search-patterns