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Cycls
The deep-stack AI SDK for Python. Runtime, interface, intelligence and state as composable primitives, in one file, deployed with one command.
For agents: Python AI SDK for building and deploying agents in one file with one command; docs cover quickstart, functions, images, volumes and core concepts.
python sdkai agents deploymentdockerserverlessquickstartllm runtime
Their llms.txt
The beginning of the file, from our validated copy saved 2026-10-24T05:38:00.052Z. Cached copy · Source on cycls.com
# Cycls
> The deep-stack AI SDK for Python. Runtime, interface, intelligence and state as composable primitives, in one file, deployed with one command.
- [Introduction](https://docs.cycls.com/get-started/introduction.md): Cycls is the deep-stack AI SDK for Python. Runtime, interface, intelligence and state are composable primitives in one file, deployed with one command.
- [Quickstart](https://docs.cycls.com/get-started/quickstart.md): Install Cycls, run an agent on your machine, then deploy it to a public URL.
- [Core concepts](https://docs.cycls.com/get-started/concepts.md): The mental model behind Cycls: three layers, four builders, and three verbs.
- [Functions](https://docs.cycls.com/build/functions.md): Turn any Python function into a container that runs on your laptop, in the cloud, or on a schedule, without writing a Dockerfile.
- [Images](https://docs.cycls.com/build/images.md): Declare pip packages, system libraries, bundled files and build commands in Python. Cycls hashes the result into a cached Docker image.
- [Volumes](https://docs.cycls.com/build/volumes.md): Named persistent storage you attach to any deployment at any mount path. Data outlives the deployments that use it.
- [Cron](https://docs.cycls.com/build/cron.md): Add one argument to a function and the platform calls it on a schedule. No scheduler to run, nothing to drift.
- [Apps](https://docs.cycls.com/build/apps.md): Return a FastAPI application and get a URL, sign-in, and per-user storage. Everything a function can do, an app can do too.
- [Agents](https://docs.cycls.com/agents/overview.md): A chat product in one decorator: managed LLM loop, tools, files, history and a web interface.
- [Models](https://docs.cycls.com/agents/models.md): One builder for every provider: Anthropic natively, and any OpenAI-compatible endpoint through a base URL.
- [Tools](https://docs.cycls.com/agents/tools.md): Enable built-in tools by name, or register your own Python handlers. Both stream into the same UI.
- [Streaming components](https://docs.cycls.com/agents/streaming.md): Yield strings for markdown or dicts for rich components: thinking bubbles, tables, code, callouts, images and client actions.
- [Context](https://docs.cycls.com/agents/context.md): Every turn hands your agent a context object with the conversation, the user, the workspace and the switches that user set.
- [Instructions and skills](https://docs.cycls.com/agents/knowledge.md): Give an agent standing instructions it reads every turn, and skill packs it loads only when the task calls for them.
- [Files and the canvas](https://docs.cycls.com/agents/files.md): Every user gets a workspace of files. The canvas renders spreadsheets, documents, slides, PDFs, images and HTML without leaving the chat.
- [Connectors and MCP](https://docs.cycls.com/agents/connectors.md): A user connects an account once, and the tools that need it get a live credential. OAuth, pasted keys, private endpoints and remote MCP servers.
- [Sandbox and tr
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| Domain | Title | Category | Country | Authority | llms.txt | llms-full.txt | Save |
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| sourcey.com | Sourcey | interface AI and machine learning AI agents and MCP | — | 70 | ✓ | ✓ | |
| ausca.com | Ausca | interface AI agents and MCP APIs and SDKs | — | 65 | ✓ | ✓ | |
| nitrosend.com | Nitrosend | interface Marketing Communications +1 | — | 65 | ✓ | ✓ | |
| runx.ai | runx | interface AI agents and MCP Open source projects | — | 65 | ✓ | ✓ | |
| 0state.com | 0state | documentation Open source projects AI agents and MCP +1 | — | 61 | ✓ | ||
| gofrantic.com | Frantic | interface AI and machine learning AI agents and MCP | — | 61 | ✓ | ||
| agentwebmap.com | Agent Web Map | interface AI and machine learning AI agents and MCP +1 | FR | 60 | ✓ | ✓ | |
| quineai.org | QuineAI | interface AI agents and MCP | US | 56 | ✓ |
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