classifiers package

Classifiers package.

Vector-based tool/skill routing and the dangerous-command guard: building synthetic-query tool indexes, computing and storing embeddings in Redis (RediSearch), and KNN-based runtime classification.

Submodules

• classifiers.build_tool_index module
  • discover_invalid_query_index_tools()
  • generate_synthetic_queries()
  • build_index()
• classifiers.dangerous_command_guard module
  • maybe_dangerous_command_warning()
• classifiers.ingest_skills module
  • ingest_roots()
  • main()
• classifiers.init_tool_embeddings module
  • main()
• classifiers.migrate_embeddings_redisearch module
  • main()
• classifiers.redis_vector_index module
  • embedding_to_blob()
  • store_tool_embedding_hash()
  • delete_tool_embedding_hash()
  • store_skill_embedding_hash()
  • delete_skill_embedding_hash()
  • store_dangerous_cmd_embedding_hash()
  • delete_dangerous_cmd_embedding_hash()
  • store_benign_tech_embedding_hash()
  • delete_benign_tech_embedding_hash()
  • knn_search_tools()
  • knn_search_skills()
  • knn_search_dangerous_cmds()
  • knn_search_benign_tech()
  • redisearch_index_doc_count()
  • scan_tool_names()
  • scan_dangerous_cmd_category_ids()
  • scan_benign_tech_category_ids()
  • migrate_legacy_tool_hashes_to_redisearch()
  • migrate_legacy_skill_hashes_to_redisearch()
• classifiers.refresh_tool_embeddings module
  • find_stale_tools()
  • refresh_tool_embeddings()
  • main()
• classifiers.skill_catalog module
  • stable_skill_id()
  • canonical_skill_sort_key()
  • discover_skill_dirs()
  • init_db()
  • upsert_skill()
  • load_skill_by_id()
  • load_all_skills()
  • read_skill_body()
  • skill_embedding_text()
• classifiers.tool_embedding_batch module
  • embed_texts_for_tool_scripts()
  • normalize_synthetic_queries()
  • compute_tool_embedding()
  • compute_tool_centroids_bulk()
• classifiers.tool_prefix_groups module
• classifiers.update_benign_technical_embeddings module
• classifiers.update_changed_tool_embeddings module
  • find_stale_tools()
  • update_changed_tool_embeddings()
  • main()
• classifiers.update_dangerous_command_embeddings module
  • load_index()
  • update_dangerous_command_embeddings()
  • main()
• classifiers.update_skill_embeddings module
  • prune_skill_embedding_orphans()
  • update_skill_embeddings()
  • main()
• classifiers.update_tool_embeddings module
  • get_existing_redis_tools()
  • discover_tools()
  • load_index_file()
  • save_index_file()
  • update_tool_embeddings()
  • main()
• classifiers.vector_classifier module
  • detect_tool_request_keywords()
  • find_tools_explicitly_named()
  • VectorClassifier
    • VectorClassifier.__init__()
    • VectorClassifier.classify()
    • VectorClassifier.classify_skills()
    • VectorClassifier.classify_response_for_missing_tools()
    • VectorClassifier.close()
  • initialize_tool_embeddings_from_file()
  • reload_tool_embeddings()