API Reference

The pages below are hand-curated entry points. For exhaustive coverage of every package/module in src/ractogateway, use Complete Module Reference.

• Complete Module Reference
  • ractogateway
  • ractogateway._cot
  • ractogateway._models
  • ractogateway._models.chat
  • ractogateway._models.embedding
  • ractogateway._models.stream
  • ractogateway._tool_runtime
  • ractogateway._validation
  • ractogateway._version
  • ractogateway.adapters
  • ractogateway.adapters._openai_schema
  • ractogateway.adapters.anthropic_kit
  • ractogateway.adapters.base
  • ractogateway.adapters.google_kit
  • ractogateway.adapters.huggingface_kit
  • ractogateway.adapters.ollama_kit
  • ractogateway.adapters.openai_kit
  • ractogateway.anthropic_developer_kit
  • ractogateway.anthropic_developer_kit.kit
  • ractogateway.batch
  • ractogateway.batch._models
  • ractogateway.batch.anthropic_batch
  • ractogateway.batch.openai_batch
  • ractogateway.cache
  • ractogateway.cache._models
  • ractogateway.cache.exact_cache
  • ractogateway.cache.semantic_cache
  • ractogateway.celery
  • ractogateway.celery._models
  • ractogateway.celery.worker
  • ractogateway.exceptions
  • ractogateway.finetune
  • ractogateway.finetune.anthropic_tuner
  • ractogateway.finetune.dataset
  • ractogateway.finetune.gemini_tuner
  • ractogateway.finetune.openai_tuner
  • ractogateway.gateway
  • ractogateway.gateway.runner
  • ractogateway.google_developer_kit
  • ractogateway.google_developer_kit.kit
  • ractogateway.huggingface_developer_kit
  • ractogateway.huggingface_developer_kit.kit
  • ractogateway.kafka
  • ractogateway.kafka._models
  • ractogateway.kafka.audit
  • ractogateway.kafka.consumer
  • ractogateway.kafka.producer
  • ractogateway.kafka.stream
  • ractogateway.mcp
  • ractogateway.mcp._models
  • ractogateway.mcp.agent
  • ractogateway.mcp.client
  • ractogateway.mcp.multi_client
  • ractogateway.mcp.server
  • ractogateway.ollama_developer_kit
  • ractogateway.ollama_developer_kit.kit
  • ractogateway.ollama_developer_kit.server
  • ractogateway.openai_developer_kit
  • ractogateway.openai_developer_kit.kit
  • ractogateway.pipelines
  • ractogateway.pipelines.agent
  • ractogateway.pipelines.agent._executor
  • ractogateway.pipelines.agent._models
  • ractogateway.pipelines.agent.pipeline
  • ractogateway.pipelines.list_classifier
  • ractogateway.pipelines.list_classifier._models
  • ractogateway.pipelines.list_classifier.pipeline
  • ractogateway.pipelines.sql_analyst
  • ractogateway.pipelines.sql_analyst._guard
  • ractogateway.pipelines.sql_analyst._models
  • ractogateway.pipelines.sql_analyst._schema
  • ractogateway.pipelines.sql_analyst._viz
  • ractogateway.pipelines.sql_analyst.pipeline
  • ractogateway.pipelines.video_processor
  • ractogateway.pipelines.video_processor._analyzer
  • ractogateway.pipelines.video_processor._extractor
  • ractogateway.pipelines.video_processor._loader
  • ractogateway.pipelines.video_processor._models
  • ractogateway.pipelines.video_processor._rag
  • ractogateway.pipelines.video_processor._summarizer
  • ractogateway.pipelines.video_processor._transcriber
  • ractogateway.pipelines.video_processor.pipeline
  • ractogateway.prompts
  • ractogateway.prompts.engine
  • ractogateway.rag
  • ractogateway.rag._models
  • ractogateway.rag._models.document
  • ractogateway.rag._models.retrieval
  • ractogateway.rag.chunkers
  • ractogateway.rag.chunkers.base
  • ractogateway.rag.chunkers.fixed_chunker
  • ractogateway.rag.chunkers.recursive_chunker
  • ractogateway.rag.chunkers.semantic_chunker
  • ractogateway.rag.chunkers.sentence_chunker
  • ractogateway.rag.embedders
  • ractogateway.rag.embedders.base
  • ractogateway.rag.embedders.google_embedder
  • ractogateway.rag.embedders.openai_embedder
  • ractogateway.rag.embedders.voyage_embedder
  • ractogateway.rag.page_index
  • ractogateway.rag.page_index._bm25
  • ractogateway.rag.page_index._models
  • ractogateway.rag.page_index._ocr
  • ractogateway.rag.page_index.pipeline
  • ractogateway.rag.pipeline
  • ractogateway.rag.processors
  • ractogateway.rag.processors.base
  • ractogateway.rag.processors.cleaner
  • ractogateway.rag.processors.lemmatizer
  • ractogateway.rag.processors.pipeline
  • ractogateway.rag.readers
  • ractogateway.rag.readers.base
  • ractogateway.rag.readers.html_reader
  • ractogateway.rag.readers.image_reader
  • ractogateway.rag.readers.pdf_reader
  • ractogateway.rag.readers.registry
  • ractogateway.rag.readers.spreadsheet_reader
  • ractogateway.rag.readers.text_reader
  • ractogateway.rag.readers.word_reader
  • ractogateway.rag.stores
  • ractogateway.rag.stores.base
  • ractogateway.rag.stores.chroma_store
  • ractogateway.rag.stores.faiss_store
  • ractogateway.rag.stores.in_memory_store
  • ractogateway.rag.stores.milvus_store
  • ractogateway.rag.stores.pgvector_store
  • ractogateway.rag.stores.pinecone_store
  • ractogateway.rag.stores.qdrant_store
  • ractogateway.rag.stores.weaviate_store
  • ractogateway.redis
  • ractogateway.redis._models
  • ractogateway.redis.chat_memory
  • ractogateway.redis.exact_cache
  • ractogateway.redis.rate_limiter
  • ractogateway.routing
  • ractogateway.routing._models
  • ractogateway.routing.router
  • ractogateway.telemetry
  • ractogateway.telemetry._models
  • ractogateway.telemetry._pricing
  • ractogateway.telemetry.metrics
  • ractogateway.telemetry.prometheus_exporter
  • ractogateway.telemetry.tracer
  • ractogateway.tools
  • ractogateway.tools.registry
  • ractogateway.truncation
  • ractogateway.truncation._models
  • ractogateway.truncation.truncator
• Prompt Engine
  • RactoPrompt
• Tool Registry
  • ToolRegistry
  • ToolSchema
  • tool()
• Adapters
  • BaseLLMAdapter
  • FinishReason
  • LLMResponse
  • ToolCallResult
• Gateway
  • Gateway
• OpenAI Developer Kit
  • OpenAIDeveloperKit
  • Short alias
• Google Developer Kit
  • GoogleDeveloperKit
  • Short alias
• Anthropic Developer Kit
  • AnthropicDeveloperKit
  • Short alias
• Fine-Tuning
  • AnthropicFineTuner
  • GeminiFineTuner
  • OpenAIFineTuner
  • RactoDataset
  • RactoTrainingExample
  • RactoTrainingMessage
• Chain of Thoughts API
  • ChatConfig field
  • Helper function
• Native Thinking API Reference
  • ChatConfig fields
  • StreamDelta
  • StreamChunk
  • LLMResponse
  • Provider behaviour summary
• RAG Pipeline
  • Pipeline
  • Models
  • Readers
  • Chunkers
  • Processors
  • Embedders
  • PageIndexRAG — Vectorless BM25 Pipeline
  • PageIndex Models
  • PageIndex BM25 Engine
  • Stores
• API Reference — PageIndexRAG
  • Pipeline
  • Models
  • BM25 Engine
  • OCR Backends
• Cache
  • Models
  • Exact Match Cache
  • Semantic Cache
• Routing
  • Models
  • Cost-Aware Router
• Truncation
  • Models
  • Token Truncator
• Batch Processing
  • Models
  • OpenAI Batch Processor
  • Anthropic Batch Processor
• MCP — Model Context Protocol
  • Models
  • Server
  • Client
  • Multi-Client
  • Agent
• Redis
  • Models
  • Exact Cache
  • Rate Limiter
  • Chat Memory
• Celery
  • Models
  • Worker
• Kafka
  • Models
  • Producer
  • Consumer
  • Stream Processor
  • Audit Logger
• API Reference — Telemetry
  • RactoTracer
  • GatewayMetricsMiddleware
  • PrometheusExporter
  • ModelPricing
  • SpanRecord
  • DEFAULT_COST_TABLE
  • compute_cost
• API Reference — Video Processor Pipeline
  • VideoProcessorPipeline
  • AsyncVideoProcessorPipeline
  • Models
  • Enums
  • Exceptions
  • See also
• API Reference — AgentPipeline
  • Exports
  • Tool factories (for advanced use)
  • Install
  • AgentPipeline
  • AsyncAgentPipeline
  • AgentResult
  • AgentStep
  • AgentUsage
  • StopReason
  • AgentRateLimitExceededError
  • ToolExecutor
  • make_finish_tool()
  • make_http_tool()
  • make_memory_tools()
  • make_rag_tool()
  • make_rag_tool_async()
  • make_sql_tool()
  • StopReason
  • AgentUsage
  • AgentStep
  • AgentResult
  • AgentRateLimitExceededError
  • ToolExecutor
  • make_finish_tool()
  • make_rag_tool()
  • make_rag_tool_async()
  • make_sql_tool()
  • make_http_tool()
  • make_memory_tools()
  • AgentPipeline
  • AsyncAgentPipeline