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效率与协作技能,来自 obra/superpowers,查看原文获取完整用途和操作说明。
managing-streamlit-apps【部署与运维】Create, deploy, and operate Streamlit apps in PostHog via the streamlit-apps MCP tools — create an app, set its source, read and patch its code, start and stop its sandbox, poll status, list versions, delete, and share the app with humans via its PostHog URL. Use when asked to "create a streamlit app", "deploy a data app", "ship a dashboard app", "re…
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A Streamlit app is a Python data app running in an isolated sandbox inside PostHog.
Each app has immutable versions of its code; one version is active; a sandbox process serves the active version.
The full lifecycle is driven with the streamlit-apps-* MCP tools.
streamlit-apps-create with a name (optionally description, cpu_cores 0.25–8, memory_gb 0.5–16, defaults 0.5 / 1).
The app exists but has no code yet.streamlit-apps-set-source with the complete app.py source as one string.
Extra files ride along in the same call: files maps a project-relative path to text (helper modules, CSV, JSON), assets maps a path to base64 (Parquet, images).
This creates version 1 and activates it.
Write the source per the writing-streamlit-apps skill — in particular use posthog_apps.query() for PostHog data, never import posthog.streamlit-apps-start.
Returns immediately; the sandbox boots asynchronously.streamlit-apps-status until status is running (typically well under a minute).
If it lands on error, read last_error — see Troubleshooting below._posthogUrl returned by create/get/start (/streamlit-apps/{short_id}) is the app's page in PostHog.
That link is what you give humans.
Viewers need to be logged into PostHog with access to the project (the app renders in an authenticated iframe; there is no public URL).The app's queries run with the data access of the person who authored the active version — set the source, and the app reads what you can read. Anyone who can view the app sees those results, so treat publishing an app as sharing that data with everyone on the project. An app whose version author has since been deleted can't start; upload a new version to fix it.
Change an existing app in two steps, so you never ship an old copy over newer work:
streamlit-apps-get-source reads the active version (or version_number for an older one).
It returns version_number, a manifest of every file, and the text of each text file.
Binary files appear without content.
For a large app, pass paths (comma-separated) to read only the files you need.streamlit-apps-edit-source with base_version set to that version_number.
file_edits holds exact old → new text replacements per file, create_files adds new text files, delete_files removes files.
Each old must match exactly once, so include enough surrounding lines to make it unique.
Files you do not touch stay byte-for-byte the same in the new version.If the active version changed after your read, edit-source returns 409 with current_version.
This happens when another session ships a version, or when a person rolls the app back to an older version.
Read current_version again and redo your edits on it.
Do not fall back to set-source to force your copy through.
Keep streamlit-apps-set-source for a new app or a full rewrite.
It replaces every file, so pass files and assets again too; a version holds only what that call carried.
Both tools create the next version and activate it.
A running sandbox is stopped so it can't keep serving stale code — call streamlit-apps-start afterwards to serve the new version.
Versions are immutable, but not permanent: streamlit-apps-versions lists the newest 50, and non-active versions older than 30 days are deleted along with their code.
There is no rollback tool: to roll back, read the old version with streamlit-apps-get-source and set its files again with set-source.
Binary assets are not inlined there, so a rollback of an app with assets also needs a saved copy of those files.
streamlit-apps-stop stops the sandbox; code and versions are untouched. Starting again later is cheap.streamlit-apps-delete stops any sandbox and soft-deletes the app. Confirm with the user before deleting anything you didn't create in this conversation.status: error with last_error: "Start failed: ..." — the sandbox failed to provision or boot. Retry streamlit-apps-start once; if it persists, surface last_error to the user (provisioning failures are usually platform-side, not app-side).streamlit-apps feature flag is off for this organization. This is a rollout gate, not an error you can fix; tell the user.writing-streamlit-apps (bridge limits: 30s execution, 256 MB memory per query).streamlit-apps-update changes an app's name, description, cpu_cores (0.25–8), or memory_gb (0.5–16); only the fields you pass change.
New sizing applies the next time the sandbox starts, so stop + start after resizing a running app.
Defaults (0.5 CPU / 1 GB) fit typical dashboard apps.
Raise memory_gb only when the app itself holds large DataFrames in memory — the 256 MB HogQL bridge query cap is server-side and does NOT change with sandbox sizing, so bigger sandboxes don't fix failing queries.