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site_name: Railtracks Docs
site_url: https://docs.railtracks.org/
site_description: "Railtracks is a framework for building LLM-powered agents and applications."
hooks:
- scripts/mkdocs_hooks.py
watch:
- packages/railtracks/src/railtracks
repo_name: railtracks
repo_url: https://github.com/RailtownAI/railtracks/
theme:
name: material
logo: assets/logo.svg
favicon: assets/logo.svg
custom_dir: docs/overrides
palette:
- scheme: slate
primary: black
toggle:
icon: material/brightness-5
name: Switch to light mode
- scheme: default
primary: white
toggle:
icon: material/brightness-4
name: Switch to dark mode
features:
- navigation.tabs
- navigation.tabs.sticky
- navigation.sections
- navigation.indexes
- navigation.prefetch
- navigation.path
- navigation.top
- navigation.footer
- search.suggest
- content.code.copy
- content.code.highlight
- content.code.annotate
plugins:
- search
markdown_extensions:
- pymdownx.emoji:
emoji_index: !!python/name:material.extensions.emoji.twemoji
emoji_generator: !!python/name:material.extensions.emoji.to_svg
- admonition
- pymdownx.details
- pymdownx.tabbed:
alternate_style: true
- pymdownx.superfences:
custom_fences:
- name: mermaid
class: mermaid
format: !!python/name:mermaid2.fence_mermaid_custom
- pymdownx.inlinehilite
- pymdownx.snippets
- pymdownx.highlight:
anchor_linenums: true
pygments_lang_class: true
line_spans: __span
extra_css:
- css/extra.css
extra:
generator: false
# Per-middleware prebuilt pages are intentionally kept out of the sidebar (they are
# reached from the prebuilt Overview catalog) so the nav stays clean as the
# catalog grows. Listing them here silences the "not in nav" build warning.
not_in_nav: |
/documentation/agent_design/middleware/prebuilt/list/*.md
nav:
- Home: index.md
- Agent Development:
- Getting Started:
- Quickstart: documentation/getting_started/quickstart.md
- Installation: documentation/getting_started/installation.md
- LLM Setup: documentation/getting_started/llm_setup.md
- AI Coding Assistants: documentation/getting_started/ai_setup.md
- Upgrading to 1.5.0: documentation/upgrading/1_5_0.md
- Agent Design:
- Overview: documentation/agent_design/overview.md
- Tools:
- Prebuilt Tools:
- Overview: documentation/agent_design/tools/prebuilt/overview.md
- To Do Tool: documentation/agent_design/tools/prebuilt/todos.md
- Key-Value Memory Tool: documentation/agent_design/tools/prebuilt/key_value_memory.md
- Web Search Tool: documentation/agent_design/tools/prebuilt/websearch.md
- Function Tools: documentation/agent_design/tools/function_tools.md
- Agents as Tools: documentation/agent_design/tools/agents_as_tools.md
- MCP: documentation/agent_design/tools/mcp.md
- LLMs:
- Modalities: documentation/agent_design/llms/modalities.md
- Failures: documentation/agent_design/llms/handling_failures.md
- Common Hyperparameters: documentation/agent_design/llms/common_hyperparams.md
- Structured Output: documentation/agent_design/structured_extraction.md
- Middleware:
- Overview: documentation/agent_design/middleware/overview.md
- Custom: documentation/agent_design/middleware/custom.md
- Guardrails:
- Overview: documentation/agent_design/middleware/guardrails/overview.md
- Quickstart: documentation/agent_design/middleware/guardrails/quickstart.md
- Contributing: documentation/agent_design/middleware/guardrails/contributions.md
- Prebuilt:
- Overview: documentation/agent_design/middleware/prebuilt/overview.md
- Contributing: documentation/agent_design/middleware/prebuilt/contributions.md
- Agent Invocation:
- Direct Invocation: documentation/invocation/call.md
- Flow Invocation: documentation/invocation/flows.md
- Advanced:
- Context: documentation/advanced/context.md
- Retrieval:
- Retrieval Runtime:
- Quickstart: retrieval/runtime/quickstart.md
- Ingestion: retrieval/runtime/ingestion.md
- Retrieval: retrieval/runtime/retrieval.md
- Module Packages: retrieval/runtime/module_packages.md
- Components:
- Design: retrieval/components/design.md
- Loading:
- Base Class: retrieval/components/ingestion/base.md
- Built-in Loaders: retrieval/components/ingestion/methods.md
- Chunking:
- Base Class: retrieval/components/chunking/base.md
- Built-in Methods: retrieval/components/chunking/methods.md
- Embeddings:
- Overview: retrieval/components/embeddings/overview.md
- Built-in Methods: retrieval/components/embeddings/methods.md
- Stores:
- Base Class: retrieval/components/stores/base.md
- Backends: retrieval/components/stores/backends.md
- Evaluations:
- Preface: evaluations/preface.md
- Quickstart: evaluations/quickstart.md
- Visualization: evaluations/visualization.md
- Conductr Agent Observability: evaluations/conductr.md
- Metrics:
- Metrics Overview: evaluations/metrics/metrics.md
- Categorical Metrics: evaluations/metrics/categorical.md
- Numerical Metrics: evaluations/metrics/numerical.md
- Evaluators:
- Evaluator Abstraction: evaluations/evaluators/evaluators.md
- ToolUseEvaluator: evaluations/evaluators/tool_use_evaluator.md
- LLMInferenceEvaluator: evaluations/evaluators/llm_inference_evaluator.md
- JudgeEvaluator: evaluations/evaluators/judge_evaluator.md
- Observability:
- AgentHub:
- Local:
- V1 (Stable): observability/agenthub/local.md
- V2 (Beta): observability/agenthub/local_v2.md
- Cloud: observability/agenthub/cloud.md
- Human in the Loop:
- Overview: observability/human_in_the_loop/overview.md
- Local Chat Interface: observability/human_in_the_loop/local_chat_ui.md
- Terminal Interface: observability/human_in_the_loop/terminal.md
- Custom: observability/human_in_the_loop/hil.md
- Tracking:
- Logging: observability/tracking/logging.md
- Broadcasting: observability/tracking/broadcasting.md
- Error Handling: observability/tracking/error_handling.md
- Integrations:
- Overview: integrations/overview.md
- Language Models:
- Providers: integrations/llms/providers.md
- Platforms: integrations/llms/platforms.md
- Streaming: integrations/llms/streaming.md
- MCP:
- Github: integrations/mcps/github.md
- Slack: integrations/mcps/slack.md
- Email: integrations/mcps/notion.md
- Storage & Databases:
- Overview: integrations/storage/overview.md
- AWS S3: integrations/storage/s3.md
- Azure Blob Storage: integrations/storage/azure_blob.md
- Google Cloud Storage: integrations/storage/gcs.md
- SQL Databases: integrations/storage/sql.md
- Other:
- Python Sandbox: integrations/other/python_sandbox.md
- Shell: integrations/other/shell_bash.md
- Websearch: integrations/other/websearch_integration.md
- Tutorials:
- Walkthroughs:
- Guides:
- Building your first agent: tutorials/walkthroughs/byfa.md
- Running your first agent: tutorials/walkthroughs/ryfa.md
- Agents as Tools: tutorials/walkthroughs/agents_as_tools.md
- Prompts and Context: tutorials/walkthroughs/prompts_and_context.md
- Flows: tutorials/walkthroughs/flows.md
- FastAPI Integration: tutorials/walkthroughs/fastapi.md
- Videos:
- Multiagent Systems: tutorials/videos/multiagent.md
- Multimodal Agent: tutorials/videos/multimodal_agent.md
- AgentHub: tutorials/videos/agenthub.md
- Evaluation: tutorials/videos/evaluation.md
- Notebooks:
- Agent Architectures: tutorials/notebooks/architectures.md
- FastAPI Integration: tutorials/notebooks/fastapi.md
- File Embedding: tutorials/notebooks/file_embedding.md
- Retrieval Benchmark: tutorials/notebooks/retrieval-benchmark.md
- Concepts:
- Core:
- Agents: tutorials/concepts/agents.md
- Tools: tutorials/concepts/tools.md
- MCP: tutorials/concepts/mcp.md
- Prompts and Context: tutorials/concepts/prompts_and_context.md
- RAG: tutorials/concepts/RAG.md
- Async/Await: tutorials/concepts/async_await.md
- Vector Stores: tutorials/concepts/vector_store.md
- Architectures:
- Overview: tutorials/concepts/architectures/overview.md
- Validation Loops: tutorials/concepts/architectures/validation_loop.md
- Sequential Flows: tutorials/concepts/architectures/sequential.md
- API Reference: api_reference.md