Overall AI readiness score
A combined result across all audit signals.
Overall AI readiness score
A combined result across all audit signals.
Overall AI readiness assessment
Inngest was independently audited by llmsmap. inngest.com currently scores 77/100 for AI readiness. The result combines AI-specific files, crawler policy, sitemap discovery, structured homepage data, and—when available—the mobile Google Lighthouse technical profile.
llms.txt is accessible and contains 6,207 tokens. No accessible llms-full.txt was detected, so deeper context still has to be assembled from regular pages. A separate ai.txt policy is published.
robots.txt is available. 10 of 11 tracked AI bots are not blocked, while 1 receive a prohibition. Declared sitemaps: 1. The homepage exposes Schema.org types WebSite, Organization, SoftwareApplication; 3 OpenGraph tags were found and markup completeness is 60%.
The mobile Lighthouse profile adds Performance 62/100, Accessibility 76/100, Best Practices 81/100, SEO 100/100, and experimental Agentic Browsing 67/100. These signals have a limited weight: they complement rather than replace llms.txt, robots.txt, and structured-data checks.
A mobile Lighthouse measurement. Google’s experimental Agentic Browsing category is explained separately and does not replace the broader llmsmap AI-readiness score.
Performance
Accessibility
Best Practices
Technical SEO
Agentic Browsing
Mobile performance is 62/100, with the largest visible content block appearing in 9.8 s and the browser main thread blocked for 110 ms. Layout shift was 0.032. The main thread is where the browser runs JavaScript, calculates layout, and paints the page; long work there delays both user input and browser-agent actions.
Accessibility scored 76/100, Best Practices 81/100, and technical SEO 100/100. The experimental Agentic Browsing category scored 67/100. It measures signals Google currently tests for software agents and is shown separately from the llmsmap AI-readiness score.
Split long JavaScript tasks, defer non-critical scripts and styles, and shorten blocking request chains. This helps the primary content appear sooner and makes controls usable earlier.
Remove unused CSS and JavaScript, load heavy widgets on demand, and limit third-party scripts. Less code means less parsing and background work on the device.
Improve server response time, remove unnecessary redirects and repeat downloads, and use compression, caching, and selective preconnect hints.
Give buttons and links accessible names, associate labels with fields, and use ordered headings and semantic regions. The same structure helps screen readers and software agents understand actions.
First content
Main content
Layout stability
Blocking time
Visual speed
Machine-readable files, crawler policy, discovery, and homepage markup.
Full version was not found
1 sitemap found
References: Allow: /llms.txt, Allow: /llms-full.txt
Types: WebSite, Organization, SoftwareApplication
3 OG tags found
Based on robots.txt analysis
Declared discovery routes for crawlers and agents.
Social preview metadata found on the homepage.
og:titleInngest - Durable Execution for Workflows & AIog:descriptionBuild reliable background jobs, workflows, and AI agents without extra infrastructure. Automatic retries, flow control, and step-level observability.Structured entities and properties exposed on the homepage.
nameInngesturlhttps://www.inngest.comlogohttps://www.inngest.com/logo-with-icon-white.svgsameAshttps://twitter.com/inngest, https://github.com/inngest, https://www.linkedin.com/company/inngestdescriptionBuild reliable background jobs, workflows, and AI agents without extra infrastructure. Automatic retries, flow control, and step-level observability.# Inngest
> Inngest is the durable workflow engine for AI applications. It provides step-level retries, event coordination, throttling, concurrency controls, and human-in-the-loop patterns. Write reliable background jobs and multi-step AI pipelines as regular code, with built-in observability and zero infrastructure to manage.
- [Documentation](https://www.inngest.com/docs-markdown/)
- [Full documentation as single file](https://www.inngest.com/llms-full.txt)
- [LLM integration context](https://www.inngest.com/llm-context.md)
- [Blog index](https://www.inngest.com/blog.txt)
## Learn
- [Home](https://www.inngest.com/docs-markdown)
- Quick starts
- [Next.js](https://www.inngest.com/docs-markdown/getting-started/nextjs-quick-start)
- Node.js
- [Express](https://www.inngest.com/docs-markdown/getting-started/express-quick-start)
- [Astro](https://www.inngest.com/docs-markdown/getting-started/astro-quick-start)
- [H3](https://www.inngest.com/docs-markdown/getting-started/h3-quick-start)
- [NestJS](https://www.inngest.com/docs-markdown/getting-started/nestjs-quick-start)
- [TanStack Start](https://www.inngest.com/docs-markdown/getting-started/tanstack-start-quick-start)
- [Other frameworks](https://www.inngest.com/docs-markdown/getting-started/nodejs-quick-start)
- [Python](https://www.inngest.com/docs-markdown/getting-started/python-quick-start)
- Concepts
- [How Durable execution works](https://www.inngest.com/docs-markdown/learn/how-functions-are-executed)
- Durable Functions
- [Overview](https://www.inngest.com/docs-markdown/learn/inngest-functions)
- [Serve Inngest Functions](https://www.inngest.com/docs-markdown/learn/serving-inngest-functions)
- [Triggering functions](https://www.inngest.com/docs-markdown/features/events-triggers)
- [Deferred functions](https://www.inngest.com/docs-markdown/features/inngest-functions/deferred-functions)
- [Idempotency](https://www.inngest.com/docs-markdown/guides/handling-idempotency)
- [Logging](https://www.inngest.com/docs-markdown/guides/logging)
- Durable Endpoints
- [Overview](https://www.inngest.com/docs-markdown/learn/durable-endpoints)
- [Streaming](https://www.inngest.com/docs-markdown/learn/durable-endpoints/streaming)
- [Durable Agents](https://www.inngest.com/docs-markdown/learn/durable-agents)
- Steps
- [Building with steps](https://www.inngest.com/docs-markdown/learn/inngest-steps)
- [Sleeping](https://www.inngest.com/docs-markdown/features/inngest-functions/steps-workflows/sleeps)
- [Wait for event](https://www.inngest.com/docs-markdown/features/inngest-functions/steps-workflows/wait-for-event)
- [Wait for signal](https://www.inngest.com/docs-markdown/features/inngest-functions/steps-workflows/wait-for-signal)
- [Invoke other functions](https://www.inngest.com/docs-markdown/guides/invoking-functions-directly)
- [Step experiments](https://www.inngest.com/docs-markdown/features/inngest-functions/steps-workflows/step-experiments)
- [Scoring](https://www.inngest.com/docs-markdown/features/inngest-functions/steps-workflows/scoring)
- [Deferred scoring](https://www.inngest.com/docs-markdown/features/inngest-functions/steps-workflows/deferred-scoring)
- [AI steps (LLM calls)](https://www.inngest.com/docs-markdown/features/inngest-functions/steps-workflows/step-ai-orchestration)
- [Durable Fetch](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/fetch)
- Error handling
- [Overview](https://www.inngest.com/docs-markdown/guides/error-handling)
- [Retries](https://www.inngest.com/docs-markdown/features/inngest-functions/error-retries/retries)
- [Rollbacks](https://www.inngest.com/docs-markdown/features/inngest-functions/error-retries/rollbacks)
- [Failure handlers](https://www.inngest.com/docs-markdown/features/inngest-functions/error-retries/failure-handlers)
- [Inngest errors](https://www.inngest.com/docs-markdown/features/inngest-functions/error-retries/inngest-errors)
- Flow control
- [Overview](https://www.inngest.com/docs-markdown/guides/flow-control)
- [Concurrency](https://www.inngest.com/docs-markdown/guides/concurrency)
- [Throttling](https://www.inngest.com/docs-markdown/guides/throttling)
- [Batching](https://www.inngest.com/docs-markdown/guides/batching)
- [Rate limit](https://www.inngest.com/docs-markdown/guides/rate-limiting)
- [Singleton](https://www.inngest.com/docs-markdown/guides/singleton)
- [Debounce](https://www.inngest.com/docs-markdown/guides/debounce)
- [Priority](https://www.inngest.com/docs-markdown/guides/priority)
- [Agent Evals](https://www.inngest.com/docs-markdown/learn/agent-evals)
- Cancellation
- [Overview](https://www.inngest.com/docs-markdown/features/inngest-functions/cancellation)
- [Cancel on timeouts](https://www.inngest.com/docs-markdown/features/inngest-functions/cancellation/cancel-on-timeouts)
- [Cancel on events](https://www.inngest.com/docs-markdown/features/inngest-functions/cancellation/cancel-on-events)
- [Bulk cancellation](https://www.inngest.com/docs-markdown/guides/cancel-running-functions)
- Realtime
- [Overview](https://www.inngest.com/docs-markdown/features/realtime)
- [React hooks / Next.js](https://www.inngest.com/docs-markdown/features/realtime/react-hooks)
- Environments and Apps
- [Overview](https://www.inngest.com/docs-markdown/apps)
- [Environments](https://www.inngest.com/docs-markdown/platform/environments)
- [Apps](https://www.inngest.com/docs-markdown/platform/manage/apps)
- [Event keys](https://www.inngest.com/docs-markdown/events/creating-an-event-key)
- [Signing keys](https://www.inngest.com/docs-markdown/platform/signing-keys)
- Guides
- [Local development](https://www.inngest.com/docs-markdown/local-development)
- CLI
- [CLI reference](https://www.inngest.com/docs-markdown/cli)
- [Debug with the CLI](https://www.inngest.com/docs-markdown/guides/debug-with-cli)
- Events and Triggers
- [Overview](https://www.inngest.com/docs-markdown/features/events-triggers)
- [Sending events](https://www.inngest.com/docs-markdown/events)
- [Event payload format](https://www.inngest.com/docs-markdown/features/events-triggers/event-format)
- [Sessions](https://www.inngest.com/docs-markdown/features/events-triggers/sessions)
- [Writing expressions](https://www.inngest.com/docs-markdown/guides/writing-expressions)
- [Consuming webhook events](https://www.inngest.com/docs-markdown/platform/webhooks)
- [Parallel steps](https://www.inngest.com/docs-markdown/guides/step-parallelism)
- [Fan-out](https://www.inngest.com/docs-markdown/guides/fan-out-jobs)
- [Working with loops](https://www.inngest.com/docs-markdown/guides/working-with-loops)
- [Delayed functions](https://www.inngest.com/docs-markdown/guides/delayed-functions)
- [Cron functions](https://www.inngest.com/docs-markdown/guides/scheduled-functions)
- [Background jobs](https://www.inngest.com/docs-markdown/guides/background-jobs)
- [Multiple triggers & wildcards](https://www.inngest.com/docs-markdown/guides/multiple-triggers)
- [Sending events from functions](https://www.inngest.com/docs-markdown/guides/sending-events-from-functions)
- [User-defined Workflows](https://www.inngest.com/docs-markdown/guides/user-defined-workflows)
- [Mergent migration guide](https://www.inngest.com/docs-markdown/guides/mergent-migration)
- Workflow Kit
- [Introduction](https://www.inngest.com/docs-markdown/reference/workflow-kit)
- [Creating Workflow Actions](https://www.inngest.com/docs-markdown/reference/workflow-kit/actions)
- [Using the Workflow Engine](https://www.inngest.com/docs-markdown/reference/workflow-kit/engine)
- [Workflow instance format](https://www.inngest.com/docs-markdown/reference/workflow-kit/workflow-instance)
- [Components API (React)](https://www.inngest.com/docs-markdown/reference/workflow-kit/components-api)
- Agents
- [Agent tool loops](https://www.inngest.com/docs-markdown/ai-patterns/agent-tool-loops)
- [Human-in-the-loop](https://www.inngest.com/docs-markdown/ai-patterns/human-in-the-loop)
- [Sub-agents](https://www.inngest.com/docs-markdown/ai-patterns/sub-agent-delegation)
- [CLI for coding agents](https://www.inngest.com/docs-markdown/ai-patterns/cli-for-coding-agents)
- Deploying
- [Overview](https://www.inngest.com/docs-markdown/platform/deployment)
- [Sync your app](https://www.inngest.com/docs-markdown/apps/cloud)
- [Connect (workers)](https://www.inngest.com/docs-markdown/setup/connect)
- [Checkpointing](https://www.inngest.com/docs-markdown/setup/checkpointing)
- [Self-hosting](https://www.inngest.com/docs-markdown/self-hosting)
- Cloud providers
- [Vercel](https://www.inngest.com/docs-markdown/deploy/vercel)
- [DigitalOcean](https://www.inngest.com/docs-markdown/deploy/digital-ocean)
- [Cloudflare Pages](https://www.inngest.com/docs-markdown/deploy/cloudflare)
- [Netlify](https://www.inngest.com/docs-markdown/deploy/netlify)
- [Render](https://www.inngest.com/docs-markdown/deploy/render)
- [Cloud Provider Usage Limits](https://www.inngest.com/docs-markdown/usage-limits/providers)
- [Optimizing Performance](https://www.inngest.com/docs-markdown/improve-performance)
- [Versioning](https://www.inngest.com/docs-markdown/learn/versioning)
- [Logging](https://www.inngest.com/docs-markdown/guides/logging)
- Middleware
- [Overview](https://www.inngest.com/docs-markdown/features/middleware)
- [Creating middleware](https://www.inngest.com/docs-markdown/features/middleware/create)
- [Dependency Injection](https://www.inngest.com/docs-markdown/features/middleware/dependency-injection)
- [Encryption Middleware](https://www.inngest.com/docs-markdown/features/middleware/encryption-middleware)
- [Sentry Middleware](https://www.inngest.com/docs-markdown/features/middleware/sentry-middleware)
- Platform
- Manage
- [Bulk replay](https://www.inngest.com/docs-markdown/platform/replay)
- [Bulk cancel](https://www.inngest.com/docs-markdown/platform/manage/bulk-cancellation)
- [Pausing](https://www.inngest.com/docs-markdown/guides/pause-functions)
- [Rotating keys](https://www.inngest.com/docs-markdown/platform/manage/rotating-keys)
- [API keys](https://www.inngest.com/docs-markdown/platform/api-keys)
- Monitor
- [Inspecting runs](https://www.inngest.com/docs-markdown/platform/monitor/inspecting-function-runs)
- [Traces](https://www.inngest.com/docs-markdown/platform/monitor/traces)
- [Observability and metrics](https://www.inngest.com/docs-markdown/platform/monitor/observability-metrics)
- [Insights](https://www.inngest.com/docs-markdown/platform/monitor/insights)
- [Events](https://www.inngest.com/docs-markdown/platform/monitor/inspecting-events)
- Integrations
- [Neon](https://www.inngest.com/docs-markdown/features/events-triggers/neon)
- [Datadog](https://www.inngest.com/docs-markdown/platform/monitor/datadog-integration)
- [Prometheus](https://www.inngest.com/docs-markdown/platform/monitor/prometheus-metrics-export-integration)
- AI
- [AI development tools](https://www.inngest.com/docs-markdown/ai-dev-tools)
- [Agent Plugins and Skills](https://www.inngest.com/docs-markdown/ai-dev-tools/agent-skills)
- [Dev Server MCP](https://www.inngest.com/docs-markdown/ai-dev-tools/mcp)
- [AgentKit](https://www.inngest.com/docs-markdownhttps://agentkit.inngest.com)
- Resources
- [Security](https://www.inngest.com/docs-markdown/learn/security)
- [Glossary](https://www.inngest.com/docs-markdown/learn/glossary)
- [Release phases](https://www.inngest.com/docs-markdown/release-phases)
- [FAQ](https://www.inngest.com/docs-markdown/faq)
- [Limitations](https://www.inngest.com/docs-markdown/usage-limits/inngest)
## Reference
- TypeScript SDK v3
- [Introduction](https://www.inngest.com/docs-markdown/reference/typescript/v3/intro)
- [Create the client](https://www.inngest.com/docs-markdown/reference/typescript/v3/client/create)
- [Create a function](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/create)
- [Send events](https://www.inngest.com/docs-markdown/reference/typescript/v3/events/send)
- [Errors](https://www.inngest.com/docs-markdown/reference/typescript/functions/errors)
- [Handling failures](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/handling-failures)
- [Cancel on](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/cancel-on)
- [Concurrency](https://www.inngest.com/docs-markdown/functions/concurrency)
- [Rate limit](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/rate-limit)
- [Singleton](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/singleton)
- [Debounce](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/debounce)
- [Function run priority](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/run-priority)
- [Extended Traces](https://www.inngest.com/docs-markdown/reference/typescript/v3/extended-traces)
- [Referencing functions](https://www.inngest.com/docs-markdown/functions/references)
- [Testing](https://www.inngest.com/docs-markdown/reference/typescript/v3/testing)
- [Durable Endpoints](https://www.inngest.com/docs-markdown/reference/typescript/v3/durable-endpoints)
- Steps
- [step.run()](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/step-run)
- [step.sleep()](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/step-sleep)
- [step.sleepUntil()](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/step-sleep-until)
- [step.invoke()](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/step-invoke)
- [step.waitForEvent()](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/step-wait-for-event)
- [step.waitForSignal()](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/step-wait-for-signal)
- [step.sendEvent()](https://www.inngest.com/docs-markdown/reference/typescript/v3/functions/step-send-event)
- Serve
- [Framework handlers](https://www.inngest.com/docs-markdown/learn/serving-inngest-functions)
- [Configuration](https://www.inngest.com/docs-markdown/reference/typescript/v3/serve)
- [Streaming](https://www.inngest.com/docs-markdown/streaming)
- Realtime
- [Overview](https://www.inngest.com/docs-markdown/reference/typescript/v3/realtime)
- [React hooks / Next.js](https://www.inngest.com/docs-markdown/reference/typescript/v3/realtime/react-hooks)
- Middleware
- [Lifecycle](https://www.inngest.com/docs-markdown/reference/typescript/v3/middleware/lifecycle)
- [Examples](https://www.inngest.com/docs-markdown/reference/typescript/v3/middleware/examples)
- [TypeScript](https://www.inngest.com/docs-markdown/reference/middleware/typescript)
- Using the SDK
- [Environment variables](https://www.inngest.com/docs-markdown/sdk/environment-variables)
- [Using TypeScript](https://www.inngest.com/docs-markdown/typescript)
- [ESLint plugin](https://www.inngest.com/docs-markdown/sdk/eslint)
- [Upgrading to v3](https://www.inngest.com/docs-markdown/reference/typescript/v3/migrations/v2-to-v3)
- TypeScript SDK v4
- [Introduction](https://www.inngest.com/docs-markdown/reference/typescript/v4/intro)
- [Create the client](https://www.inngest.com/docs-markdown/reference/typescript/v4/client/create)
- [Create a function](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/create)
- [Trigger helpers](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/triggers)
- [Send events](https://www.inngest.com/docs-markdown/reference/typescript/v4/events/send)
- [Errors](https://www.inngest.com/docs-markdown/reference/typescript/functions/errors)
- [Handling failures](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/handling-failures)
- [Cancel on](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/cancel-on)
- [Concurrency](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/concurrency)
- [Rate limit](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/rate-limit)
- [Singleton](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/singleton)
- [Debounce](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/debounce)
- [Function run priority](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/run-priority)
- [Logging](https://www.inngest.com/docs-markdown/reference/typescript/v4/logging)
- [Extended Traces](https://www.inngest.com/docs-markdown/reference/typescript/v4/extended-traces)
- [Referencing functions](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/references)
- [Testing](https://www.inngest.com/docs-markdown/reference/typescript/v4/testing)
- [Durable Endpoints](https://www.inngest.com/docs-markdown/reference/typescript/v4/durable-endpoints)
- [Deferred Functions](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/deferred-functions)
- [Scoring](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/scoring)
- Group
- [group.experiment()](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/group-experiment)
- Steps
- [step.run()](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/step-run)
- [step.sleep()](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/step-sleep)
- [step.sleepUntil()](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/step-sleep-until)
- [step.invoke()](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/step-invoke)
- [step.waitForEvent()](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/step-wait-for-event)
- [step.waitForSignal()](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/step-wait-for-signal)
- [step.sendEvent()](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/step-send-event)
- [step.fetch()](https://www.inngest.com/docs-markdown/reference/typescript/v4/functions/fetch)
- Serve
- [Framework handlers](https://www.inngest.com/docs-markdown/learn/serving-inngest-functions)
- [Configuration](https://www.inngest.com/docs-markdown/reference/typescript/v4/serve)
- [Streaming](https://www.inngest.com/docs-markdown/reference/typescript/v4/serve/streaming)
- Realtime
- [Overview](https://www.inngest.com/docs-markdown/reference/typescript/v4/realtime)
- [Channels & topics](https://www.inngest.com/docs-markdown/reference/typescript/v4/realtime/channels)
- [Publishing](https://www.inngest.com/docs-markdown/reference/typescript/v4/realtime/publishing)
- [useRealtime](https://www.inngest.com/docs-markdown/reference/typescript/v4/realtime/use-realtime)
- [Subscribing](https://www.inngest.com/docs-markdown/reference/typescript/v4/realtime/subscribing)
- Middleware
- [Lifecycle](https://www.inngest.com/docs-markdown/reference/typescript/v4/middleware/lifecycle)
- [Examples](https://www.inngest.com/docs-markdown/reference/typescript/v4/middleware/examples)
- [Custom serialization](https://www.inngest.com/docs-markdown/reference/typescript/v4/middleware/serialization)
- [Encryption](https://www.inngest.com/docs-markdown/reference/typescript/v4/middleware/encryption)
- [Sentry](https://www.inngest.com/docs-markdown/reference/typescript/v4/middleware/sentry)
- Migrations
- [v3 to v4](https://www.inngest.com/docs-markdown/reference/typescript/v4/migrations/v3-to-v4)
- Using the SDK
- [Environment variables](https://www.inngest.com/docs-markdown/sdk/environment-variables)
- [Using TypeScript](https://www.inngest.com/docs-markdown/typescript)
- [ESLint plugin](https://www.inngest.com/docs-markdown/sdk/eslint)
- Python SDK
- [Introduction](https://www.inngest.com/docs-markdown/reference/python)
- [Quick start](https://www.inngest.com/docs-markdown/reference/python/overview/quick-start)
- [Inngest Client](https://www.inngest.com/docs-markdown/reference/python/client/overview)
- [Create function](https://www.inngest.com/docs-markdown/reference/python/functions/create)
- [Send events](https://www.inngest.com/docs-markdown/reference/python/client/send)
- [Environment variables](https://www.inngest.com/docs-markdown/reference/python/overview/env-vars)
- [Production mode](https://www.inngest.com/docs-markdown/reference/python/overview/prod-mode)
- Steps
- [invoke](https://www.inngest.com/docs-markdown/reference/python/steps/invoke)
- [invoke_by_id](https://www.inngest.com/docs-markdown/reference/python/steps/invoke_by_id)
- [parallel](https://www.inngest.com/docs-markdown/reference/python/steps/parallel)
- [run](https://www.inngest.com/docs-markdown/reference/python/steps/run)
- [send_event](https://www.inngest.com/docs-markdown/reference/python/steps/send-event)
- [sleep](https://www.inngest.com/docs-markdown/reference/python/steps/sleep)
- [sleep_until](https://www.inngest.com/docs-markdown/reference/python/steps/sleep-until)
- [wait_for_event](https://www.inngest.com/docs-markdown/reference/python/steps/wait-for-event)
- Middleware
- [Overview](https://www.inngest.com/docs-markdown/reference/python/middleware/overview)
- [Lifecycle](https://www.inngest.com/docs-markdown/reference/python/middleware/lifecycle)
- Guides
- [Testing](https://www.inngest.com/docs-markdown/reference/python/guides/testing)
- [Modal](https://www.inngest.com/docs-markdown/reference/python/guides/modal)
- [Pydantic](https://www.inngest.com/docs-markdown/reference/python/guides/pydantic)
- Migrations
- [v0.4 to v0.5](https://www.inngest.com/docs-markdown/reference/python/migrations/v0.4-to-v0.5)
- [v0.3 to v0.4](https://www.inngest.com/docs-markdown/reference/python/migrations/v0.3-to-v0.4)
- Go SDK
- [Reference](https://www.inngest.com/docs-markdownhttps://pkg.go.dev/github.com/inngest/inngestgo)
- Migrations
- [v0.8 to v0.11](https://www.inngest.com/docs-markdown/reference/go/migrations/v0.8-to-v0.11)
- [v0.7 to v0.8](https://www.inngest.com/docs-markdown/reference/go/migrations/v0.7-to-v0.8)
- [CLI](https://www.inngest.com/docs-markdown/cli)
- [REST API](https://www.inngest.com/docs-markdownhttps://api-docs.inngest.com)
- System events
- [function.failed](https://www.inngest.com/docs-markdown/reference/system-events/inngest-function-failed)
- [function.cancelled](https://www.inngest.com/docs-markdown/reference/system-events/inngest-function-cancelled)
- [Self-hosting](https://www.inngest.com/docs-markdown/self-hosting)
## Examples
- Examples
- [All examples](https://www.inngest.com/docs-markdown/examples/)
- [AI Agents and RAG](https://www.inngest.com/docs-markdown/examples/ai-agents-and-rag)
- [Email Sequence](https://www.inngest.com/docs-markdown/examples/email-sequence)
- [Scheduling a one-off function](https://www.inngest.com/docs-markdown/examples/scheduling-one-off-function)
- [Fetch run status and output](https://www.inngest.com/docs-markdown/examples/fetch-run-status-and-output)
- [Track all function failures in Datadog](https://www.inngest.com/docs-markdown/examples/track-failures-in-datadog)
- [Cleanup after function cancellation](https://www.inngest.com/docs-markdown/examples/cleanup-after-function-cancellation)
- [Fetch: Durable HTTP requests](https://www.inngest.com/docs-markdown/examples/fetch)
- [Stream updates from functions](https://www.inngest.com/docs-markdown/examples/realtime)
- [Setup OpenTelemetry with Inngest](https://www.inngest.com/docs-markdown/examples/open-telemetry)
- [Durable Endpoints](https://www.inngest.com/docs-markdown/examples/durable-endpoints)
- [Trigger workflows from Retool](https://www.inngest.com/docs-markdown/guides/trigger-your-code-from-retool)
- [Instrumenting GraphQL](https://www.inngest.com/docs-markdown/guides/instrumenting-graphql)
- [Handle Clerk webhooks](https://www.inngest.com/docs-markdown/guides/clerk-webhook-events)
- [Handle Resend webhooks](https://www.inngest.com/docs-markdown/guides/resend-webhook-events)
- Middleware
- [Cloudflare Workers & Hono environment variables](https://www.inngest.com/docs-markdown/examples/middleware/cloudflare-workers-environment-variables)