# PromptRails

> PromptRails is an AI agent orchestration platform for building, deploying, and monitoring LLM-powered applications. It provides prompt management, agent orchestration, distributed tracing, guardrails, and multi-provider LLM support.

- Multi-provider support: OpenAI, Anthropic, Google Gemini, DeepSeek, Fireworks, xAI, OpenRouter
- Agent types: simple, chain, multi-agent, workflow, composite
- 14 built-in guardrail scanners for safety and compliance
- Python and JavaScript/TypeScript SDKs, CLI, MCP server
- Data source integrations: PostgreSQL, MySQL, MSSQL, BigQuery, Snowflake, Redshift, ClickHouse

## Docs

- [Introduction](https://promptrails.ai/docs/introduction.md): Overview of PromptRails platform and key features
- [Quickstart](https://promptrails.ai/docs/quickstart.md): Get up and running in under 5 minutes
- [Agents](https://promptrails.ai/docs/agents.md): Build agents using five execution strategies
- [Agent Versioning](https://promptrails.ai/docs/agent-versioning.md): Version control and promotion for agents
- [Prompts](https://promptrails.ai/docs/prompts.md): Versioned prompts with Jinja2 templating and schemas
- [Prompt Versioning](https://promptrails.ai/docs/prompt-versioning.md): Version control and promotion for prompts
- [Data Sources](https://promptrails.ai/docs/data-sources.md): Query databases directly from agents
- [Credentials](https://promptrails.ai/docs/credentials.md): Manage credentials for LLM providers and databases
- [MCP Tools](https://promptrails.ai/docs/mcp-tools.md): Model Context Protocol tool integrations
- [Guardrails](https://promptrails.ai/docs/guardrails.md): Input and output safety scanners
- [Memory](https://promptrails.ai/docs/memory.md): Five memory types with vector embedding support
- [Executions](https://promptrails.ai/docs/executions.md): Execution records and status tracking
- [Tracing](https://promptrails.ai/docs/tracing.md): Distributed tracing with span hierarchy
- [Sessions & Chat](https://promptrails.ai/docs/sessions-and-chat.md): Multi-turn conversation management
- [Scoring & Evaluation](https://promptrails.ai/docs/scoring-and-evaluation.md): Score executions with metrics
- [Cost Tracking](https://promptrails.ai/docs/cost-tracking.md): Per-execution cost calculation across providers
- [API Keys & Scopes](https://promptrails.ai/docs/api-keys-and-scopes.md): Fine-grained API key permissions
- [Webhook Triggers](https://promptrails.ai/docs/webhook-triggers.md): Event-driven webhook notifications
- [Agent UI Deployments](https://promptrails.ai/docs/agent-ui-deployments.md): Deploy interactive dashboards
- [Approvals](https://promptrails.ai/docs/approvals.md): Human-in-the-loop approval workflows
- [Python SDK](https://promptrails.ai/docs/python-sdk.md): Official Python client library
- [JavaScript SDK](https://promptrails.ai/docs/javascript-sdk.md): Official JavaScript/TypeScript client library
- [CLI](https://promptrails.ai/docs/cli.md): Command-line interface for PromptRails
- [MCP Server](https://promptrails.ai/docs/mcp-server.md): MCP server for IDE integration
- [A2A Protocol](https://promptrails.ai/docs/a2a-protocol.md): Agent-to-Agent communication protocol
- [API Reference](https://promptrails.ai/docs/rest-api-reference.md): REST API conventions and authentication

## Optional

- [Workspace Management](https://promptrails.ai/docs/workspace-management.md): Create and manage workspaces
- [Team & Roles](https://promptrails.ai/docs/team-and-roles.md): Role-based access control
- [Billing & Plans](https://promptrails.ai/docs/billing-and-plans.md): Plans, limits, and billing
- [Security](https://promptrails.ai/docs/security.md): Security practices and best practices
- [Pricing](https://promptrails.ai/pricing.md): Plans and pricing information
- [For AI Engineers](https://promptrails.ai/solutions/ai-engineers.md): Solutions for AI engineers
- [For Product Teams](https://promptrails.ai/solutions/product-teams.md): Solutions for product teams
- [For Engineering Leaders](https://promptrails.ai/solutions/engineering-leaders.md): Solutions for engineering leaders
- [For Enterprises](https://promptrails.ai/solutions/enterprises.md): Enterprise solutions
- [Contact](https://promptrails.ai/contact.md): Get in touch with the team

## Full content

- [llms-full.txt](https://promptrails.ai/llms-full.txt): Consolidated dump of the full documentation corpus — one fetch instead of ~25 separate crawls.