Prefect llms.txt · AI Docs Browser · mdream [llms.txt Tools](https://mdream.dev/llms-txt/prefect/llms-txt) # Prefect llms.txt docs.prefect.io/llms.txt [Raw llms.txt](https://docs.prefect.io/llms.txt) [Raw llms-full.txt](https://docs.prefect.io/llms-full.txt) Copy Markdown [](https://docs.prefect.io/llms.txt) llms.txt Docs Code of conduct Contribute to integrations Develop on Prefect Contribute to documentation Contribute Code and development style guide Integrations assume_role_parameters batch execute upload client_parameters client_waiter credentials decorators steps glue_job lambda_function plugins s3 secrets_manager settings init ecs utilities ecs_worker Get to know the ECS worker How to manually deploy an ECS worker to an ECS cluster prefect-aws Azure Container Instances Worker Guide blob_storage execute upload container_instance cosmos_db credentials decorators steps ml_datastore plugins repository settings init container_instance prefect-azure credentials repository prefect-bitbucket client task_runners utils prefect-dask credentials flows jobs rest prefect-databricks commands base bigquery postgres snowflake credentials clients credentials exceptions jobs models runs utils runner settings utilities dbt Cloud prefect-dbt Installation Legacy PrefectDbtOrchestrator PrefectDbtRunner containers credentials decorators steps host images types worker prefect-docker credentials message prefect-email bigquery execute upload cloud_storage credentials decorators steps cloud_run_v2 secret_manager settings utilities cloud_run cloud_run_v2 vertex Google Cloud Run Worker Guide prefect-gcp credentials exceptions graphql mutations organization repository repository_owner graphql_schema user utils viewer prefect-github credentials repositories prefect-gitlab credentials custom_objects decorators deployments diagnostics exceptions flows jobs observer pods services settings utilities worker prefect-kubernetes context task_runners prefect-ray blocks cleanup_queue client lease_storage locking messaging ordering tasks prefect-redis commands prefect-shell credentials messages prefect-slack credentials database prefect-snowflake credentials database prefect-sqlalchemy Use integrations How to use and configure the API client How to customize asset metadata How to deploy a web application powered by background tasks How to customize caching behavior How to cancel running workflows How to configure network access for restricted environments How to create custom blocks Customizing Base Job Templates How to daemonize worker processes How to maintain your Prefect database How to debounce events How to build deployments via CI/CD How to detect and respond to zombie flows How to develop a custom worker Configure UI forms for validating workflow inputs How to generate a custom SDK for your deployments Advanced How to manage Prefect resources using Infrastructure as Code How to write interactive workflows How to customize Prefect's logging configuration How to write a Prefect plugin How to persist and retrieve workflow results How to secure a self-hosted Prefect server How to scale self-hosted Prefect How to self-host the Prefect Server with Helm How to submit flows directly to dynamic infrastructure How to write transactional workflows How to emit and use custom events How to configure worker healthchecks Artifact and asset events Automation events Prefect Cloud events Concurrency events Deployment events Flow run events Events reference Infrastructure events Task run events Work pool and work queue events Worker and runner events API & SDK References artifacts core materialize automations abstract core notifications redis system webhook init execute cache_policies api artifact automation block init asset ip_allowlist webhook concurrency_limit config dashboard init deployment dev events experimental flow flow_run flow_runs_watching global_concurrency_limit plugins profile result_storage sdk server shell task task_run init variable version work_pool work_queue worker init attribution base cloud collections init base actions events filters objects responses schedules sorting worker_channel subscriptions utilities asyncio context services sync asyncio context services sync context base flow_runs runner schedules core pull utility docker_image engine actions clients filters related automations deployment_triggers events labelling subscribers utilities worker exceptions filesystems flow_engine flow_runs flows futures init base init cloud_run coiled container_instance ecs modal actions run_input filesystem memory protocol clients configuration filters formatters handlers highlighters loggers plugins results runner server storage init deployment flow_run task_run schedules serializers admin artifacts automations background_workers block_capabilities block_documents block_schemas block_types clients collections concurrency_limits concurrency_limits_v2 csrf_token dependencies deployments events flow_run_states flow_runs flows logs middleware root run_history saved_searches server task_run_states task_runs task_workers templates init flow_runs flows schemas task_runs validation variables work_queues workers alembic_commands configurations dependencies interface orm_models query_components actions clients counting filters jinja_filters messaging automations composite_trigger_child_firing init db memory pipeline automations events labelling lifecycle actions event_logger event_persister triggers init database stream triggers exceptions messaging stream artifacts block_documents block_registration block_schemas block_types concurrency_limits concurrency_limits_v2 configuration csrf_token deployments events flow_run_input flow_run_states flow_runs flows logs saved_searches storage_defaults task_run_states task_runs task_workers variables work_queues workers core_policy dependencies global_policy instrumentation_policies policies rules actions core filters graph internal responses schedules sorting states statuses ui base cancellation_cleanup cleanup_reconciler db_vacuum foreman late_runs pause_expirations perpetual_services repossessor scheduler task_run_recorder telemetry task_queue database encryption http leasing init memory names postgres_listener bases serializers server subscriptions text_search_parser user_templates worker_channel worker_channel_cleanup init init memory init base context legacy api cli client cloud deployments events experiments flows internal logging plugins results root runner api concurrency database deployments docket ephemeral events flow_run_graph logs root services tasks ui worker_channel tasks telemetry testing worker profiles sources states task_engine task_runners task_runs task_worker tasks run_telemetry cli docker fixtures utilities transactions init entrypoint names annotations asyncutils callables collections compat context dispatch dockerutils engine filesystem generics hashing importtools math names processutils pydantic render_swagger hydration validation services templating text timeout urls visualization variables base block cloud process server utilities Cloud API Overview REST API overview Clear Server Default Result Storage Read Server Default Result Storage Read Settings Read Version Update Server Default Result Storage Count Artifacts Count Latest Artifacts Create Artifact Delete Artifact Read Artifact Read Artifacts Read Latest Artifact Read Latest Artifacts Update Artifact Count Automations Create Automation Delete Automation Delete Automations Owned By Resource Patch Automation Read Automation Read Automations Read Automations Related To Resource Update Automation Validate Template Validate Template Read Available Block Capabilities Count Block Documents Create Block Document Delete Block Document Read Block Document By Id Read Block Documents Update Block Document Data Create Block Schema Delete Block Schema Read Block Schema By Checksum Read Block Schema By Id Read Block Schemas Create Block Type Delete Block Type Install System Block Types Read Block Document By Name For Block Type Read Block Documents For Block Type Read Block Type By Id Read Block Type By Slug Read Block Types Update Block Type Read View Content Bulk Decrement Active Slots Bulk Decrement Active Slots With Lease Bulk Increment Active Slots Bulk Increment Active Slots With Lease Create Concurrency Limit V2 Delete Concurrency Limit V2 Read All Concurrency Limits V2 Read Concurrency Limit V2 Renew Concurrency Lease Update Concurrency Limit V2 Create Concurrency Limit Decrement Concurrency Limits V1 Delete Concurrency Limit Delete Concurrency Limit By Tag Increment Concurrency Limits V1 Read Concurrency Limit Read Concurrency Limit By Tag Read Concurrency Limits Reset Concurrency Limit By Tag Create Csrf Token Bulk Create Flow Runs From Deployment Bulk Delete Deployments Count Deployments Create Deployment Create Deployment Schedules Create Flow Run From Deployment Delete Deployment Delete Deployment Schedule Get Scheduled Flow Runs For Deployments Paginate Deployments Pause Deployment Read Deployment Read Deployment By Name Read Deployment Schedules Read Deployments Resume Deployment Schedule Deployment Update Deployment Update Deployment Schedule Work Queue Check For Deployment Count Account Events Create Events Read Account Events Page Read Events Read Flow Run State Read Flow Run States Average Flow Run Lateness Bulk Delete Flow Runs Bulk Set Flow Run State Count Flow Runs Create Flow Run Create Flow Run Input Delete Flow Run Delete Flow Run Input Download Logs Filter Flow Run Input Flow Run History Read Flow Runs Read Flow Run Read Flow Run Graph V1 Read Flow Run Graph V2 Read Flow Run Input Read Flow Runs Resume Flow Run Set Flow Run State Update Flow Run Update Flow Run Labels Bulk Delete Flows Count Flows Create Flow Delete Flow Paginate Flows Read Flow Read Flow By Name Read Flows Update Flow Server API Overview Create Logs Read Logs Health Check Hello Perform Readiness Check Server Version Create Saved Search Delete Saved Search Read Saved Search Read Saved Searches Read Task Run State Read Task Run States Count Task Runs Create Task Run Delete Task Run Paginate Task Runs Read Task Run Read Task Runs Set Task Run State Task Run History Update Task Run Read Task Workers Count Variables Create Variable Delete Variable Delete Variable By Name Read Variable Read Variable By Name Read Variables Update Variable Update Variable By Name Count Work Pools Create Work Pool Create Work Queue Delete Work Pool Delete Work Queue Delete Worker Get Scheduled Flow Runs Read Work Pool Read Work Pool Concurrency Status Read Work Pools Read Work Queue Read Work Queues Read Workers Update Work Pool Update Work Queue Worker Heartbeat Create Work Queue Delete Work Queue Read Work Queue Read Work Queue By Name Read Work Queue Concurrency Status Read Work Queue Runs Read Work Queue Status Read Work Queues Update Work Queue Settings reference Artifacts Assets Automations Blocks Caching Deployments Define event triggers Events Flows Global concurrency limits Concepts Rate limits and data retention Runtime context Schedule flow runs Prefect server Settings and profiles Measure reliability with Service Level Agreements States Tag-based concurrency limits Task runners Tasks Telemetry Variables Webhooks Work pools Workers AI-Powered Data Analyst Database Cleanup with Human or AI Approval Social Analytics Dashboard Hello, world! Overview Per-worker task concurrency Resume Flow Run on PR Merge API-sourced ETL dbt Model Orchestration Simple web scraper Introduction Install Prefect Quickstart AI log summaries AI assistants with Prefect MCP How to use the Prefect MCP server How to access deployment and flow run parameters How to chain deployments with events How to create automations How to create deployment triggers Custom notifications How to pass event payloads to flows How to connect to Prefect Cloud How to create a webhook How to manage API keys How to audit Cloud activity How to configure single sign-on How to manage user accounts How to manage account roles How to manage teams How to manage Access Control Lists (ACLs) How to secure access by IP address How to secure access over PrivateLink How to manage service accounts How to troubleshoot Prefect Cloud How to manage workspaces How to manage settings How to store secrets How to share configuration between workflows How to run flows on Coiled How to run flows in Docker containers How to run flows on Kubernetes How to manage work pools How to run flows on Prefect Managed infrastructure Using cloud workload identity with Prefect Managed work pools How to run flows on Modal How to run flows in local processes How to run flows in a long-lived Docker container How to run flows on serverless compute How to create deployments How to create schedules How to override job variables How to deploy flows with Python Manage Deployment schedules How to define deployments with YAML Trigger ad-hoc deployment runs How to retrieve code from storage How to version deployments How-to Guides How to Migrate from Airflow How to transfer resources between Prefect environments How to upgrade from agents to workers How to upgrade to Prefect 3.0 How to run the Prefect Server via Docker Compose How to run a local Prefect server How to run the Prefect server in Docker How to run Prefect on Windows How to access runtime information How to add logging to a workflow How to produce workflow artifacts How to use assets to track workflow outputs How to cache workflow step outputs How to customize a workflow's metadata How to apply global concurrency and rate limits How to pass inputs to a workflow How to automatically rerun your workflow when it fails How to manually retry a flow run How to run tasks background tasks How to run work concurrently How to respond to state changes How to limit concurrent task runs with tags How to test workflows How to write and run a workflow Release Notes 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 Versioning and compatibility OpenAPI Specs schema meta Will We Units Spelling Spacing Slang Semicolons Ranges Quotes Periods Passive Parens OxfordComma Ordinal OptionalPlurals LyHyphens Latin Headings HeadingPunctuation GenderBias Gender Exclamation EmDash Ellipses DateFormat Contractions Colons Acronyms AMPM WordList FirstPerson openapi ## What is Prefect's llms.txt? Prefect publishes an `/llms.txt` file that provides AI systems with a structured index of its documentation. It follows the [llms.txt specification](https://llmstxt.org), organizing links to guides, API references, and tutorials under section headings so that LLMs like ChatGPT, Claude, and Gemini can quickly understand what Prefect offers and where to find details. Pass Spec 2 Sections 923 Links 97.8 KB Size ~25.0k Tokens Sections: Docs · OpenAPI Specs ## Add Prefect Docs to Your AI Assistant Select your tool to see how to add Prefect's llms.txt as a documentation source. Cursor Windsurf Claude Code ChatGPT Zed Copilot 1. 1 Open any chat or composer panel 2. 2 Type @Docs and select "Add new doc" 3. 3 Paste the URL: https://docs.prefect.io/llms.txt 4. 4 Wait for the green dot (indexing complete) 5. 5 Reference @Docs in chat when asking about Prefect Cursor crawls the URL and indexes all subpages. Add a trailing slash to index child pages too. ## Spec Compliance 5 notes ## Frequently Asked Questions Where is Prefect's llms.txt file? Prefect publishes its llms.txt at https://docs.prefect.io/llms.txt. This file provides a structured, markdown-formatted index of Prefect's documentation that AI systems can consume to understand the project's APIs, guides, and references. How do I use Prefect's llms.txt with AI coding assistants? Copy the llms.txt content and paste it into your AI assistant (Cursor, Windsurf, Claude, ChatGPT) as context. This gives the AI an accurate map of Prefect's documentation so it can provide better code suggestions and answers about Prefect. What does Prefect's llms.txt contain? Prefect's llms.txt contains 2 sections and 923 documentation links in 97.8 KB (~25.0k tokens). Key sections include Docs, OpenAPI Specs. How many tokens does Prefect's llms.txt use? The concise llms.txt index is approximately 25.0k tokens (97.8 KB). Most AI assistants can fit this within their context window. For the full expanded documentation, look for an llms-full.txt variant which embeds all content inline. Can I generate an llms.txt for my own project? Yes. Use the free llms.txt generator at mdream.dev/tools/llms-txt/generator to crawl your site and produce a spec-compliant llms.txt file. You can also validate existing files with the llms.txt validator. ## Browse More llms.txt Files [GitBook Documentation](https://mdream.dev/llms-txt/prefect/llms-txt/gitbook) [Add a New Provider In above example, we have given our provider name as example-provider for simplicity. If provider you want to add have name as twilio, don't use twilio-provider as name, instead use twilio only. If one provider supports multiple channels like infobip supports both sms and email channels, use infobip-email or infobip-sms to differentiate these providers.](https://mdream.dev/llms-txt/prefect/llms-txt/novu) [The JavaScript Oxidation Compiler The JavaScript Oxidation Compiler](https://mdream.dev/llms-txt/prefect/llms-txt/oxc) [Apify Documentation The entire content of Apify documentation is available in a single Markdown file at https://docs.apify.com/llms-full.txt](https://mdream.dev/llms-txt/prefect/llms-txt/apify) [Nx Nx is an AI-first monorepo platform that connects your editor to CI. It helps you deliver fast without breaking things by optimizing builds, scaling CI, and fixing failed PRs.](https://mdream.dev/llms-txt/prefect/llms-txt/nx) [Kilo Code Documentation**Note:** Skip labels and required labels are also excluded from the set of labels the AI can apply. This keeps gating labels strictly under your control.](https://mdream.dev/llms-txt/prefect/llms-txt/kilocode) [EventCatalog EventCatalog is an Open Source project that helps you document your messages, services and domains.](https://mdream.dev/llms-txt/prefect/llms-txt/eventcatalog) [Documentation Automated auditing, performance metrics, and best practices for the web.](https://mdream.dev/llms-txt/prefect/llms-txt/lighthouse) [View all 99 projects ](https://mdream.dev/llms-txt/prefect/llms-txt) ## Related Tools [

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