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Sync columns from a synced data warehouse table onto PostHog person or group properties, so warehouse data becomes usable anywhere person and group properties…
Best practices for agents managing PostHog skills via the MCP `skill-*` tools — how to discover, read, create, update, and refactor skills efficiently, especially large skills with many bundled files. Use whenever you are about to call any `skill-*` tool, asked to author or edit
$ npx -y skills add PostHog/ai-plugin --skill working-with-skills --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/working-with-skillsContext preview
The summary Claude sees to decide when to auto-load this skill.
Best practices for agents managing PostHog skills via the MCP `skill-*` tools — how to discover, read, create, update, and refactor skills efficiently, especially large skills with many bundled files. Use whenever you are about to call any `skill-*` tool, asked to author or edit
name: working-with-skills description: >- Best practices for agents managing PostHog skills via the MCP `skill-*` tools — how to discover, read, create, update, and refactor skills efficiently, especially large skills with many bundled files. Use whenever you are about to call any `skill-*` tool, asked to author or edit a shared skill, or troubleshoot why a skill write was rejected. Pairs with `skills-store` (which covers the raw tool surface) by adding the decision-tree, efficiency, and pitfall guidance.
This skill teaches agents how to use the `skill-*` MCP tools well — minimum context, minimum round-trips, minimum mistakes. If you are not yet familiar with the tool surface itself, read the `skills-store` skill first for the catalog. This document is about _how to choose between the tools_ and _how to scale the workflow_ when skills get big.
1. **Progressive disclosure is non-negotiable.** Lists return descriptions, get returns body + manifest, file-get returns one file. Never preload bundled files "just in case" — every preloaded script is wasted context for the actual task. 2. **Pick the smallest write primitive that does the job.** A targeted `edits` or `file_edits` is cheaper, safer, and clearer in version history than a full body or full bundle replacement. 3. **Reads are cheap; concurrent overwrites are not.** Always have a recent `version` from `skill-get` (or from the response of the previous write) before calling any write tool, and pass it as `base_version`. 4. **Authoring follows the [Agent Skills spec](https://agentskills.io/specification).** Keep `name` kebab-case, descriptions trigger-rich, body short, bulky material in bundled files.
Need to know what's available?
└─► skill-list (names + descriptions only)
Need to use / inspect a specific skill?
└─► skill-get (body + file manifest, NO file contents)
└─► skill-file-get (one file, on demand, only as referenced)
Authoring a brand new skill?
└─► skill-create (body + all initial files in one call)
Editing an existing skill?
├─ Body change?
│ ├─ Substantial rewrite ............. update(body=...)
│ └─ Surgical tweak .................. update(edits=[{old, new}, ...])
├─ Bundled file content change?
│ └─ update(file_edits=[{path, edits:[...]}, ...])
├─ Add / remove / rename a file?
│ ├─ Add ............................. skill-file-create
│ ├─ Delete .......................... skill-file-delete
│ └─ Rename .......................... skill-file-rename
└─ Wholesale bundle reset (rare!) ....... update(files=[...]) # replaces ALL files
Renaming the skill itself?
└─► skill-rename (keeps versions, files, and owners)
Want a fork as the starting point?
└─► skill-duplicate (then update the copy)
Done with a skill entirely?
└─► skill-archive (hides ALL versions; cannot be undone)If you find yourself reaching for `update(body=...)` plus a sprawling `files=[...]` to change one paragraph and one script, stop — that's two narrower calls (`update(edits=[...])` plus `update(file_edits=[...])`) or even a single `update` carrying both `edits` and `file_edits`.
posthog:skill-list
{ "search": "fractal" }`skill-list` is the right tool to "find a skill" — it returns names and descriptions only. Reading the descriptions is the entire point: pick the right skill before pulling any body. If `search` doesn't narrow it enough, list without it and scan, but do not start fetching candidate bodies blindly.
`skill-get` should be called **once per skill per task**, not per question. Cache the body in your working memory; fetch again only if you suspect the skill changed under you (e.g. a `409` on write — see "Concurrency" below).
Big skills (long body, many bundled files) are the case where lazy loading matters most.
1. `skill-get(skill_name=...)` — read `body` + `files[]` manifest. 2. Scan the body's table of contents / headings. The body should already tell you which file goes with which task — that's why bodies stay short and reference files by path. 3. For each file the body explicitly points at for _the current task_, call `skill-file-get(file_path=...)`. Skip everything else. 4. If the body references "see scripts/X for the rare case Y" and you are not in case Y, do not fetch `scripts/X`.
When in doubt, fewer files. You can always fetch one more on the next turn.
Use a single `skill-create` call with body **and** initial files — the skill lands at `version: 1` complete. Do not create the skill empty and then make N follow-up `skill-file-create` calls; that's N extra versions and N extra round-trips for no benefit.
posthog:skill-create
{
"name": "my-skill",
"description": "What it does AND when to use it. Include trigger keywords.",
"body": "# my-skill\n\n## When to use\n...\n## Workflow\n...",
"license": "MIT",
"compatibility": "Requires Python 3.10+",
"allowed_tools": ["Bash", "Write"],
"metadata": { "author": "me", "category": "..." },
"files": [
{ "path": "scripts/foo.py", "content": "...", "content_type": "text/x-python" },
{ "path": "references/primer.md", "content": "...", "content_type": "text/markdown" }
]
}`skill-list` returns. Make it trigger-rich (what the user might say) and scope-honest (what the skill does and does not do).
hyphens. The spec validator rejects anything else.
and runnable code be
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Repo: PostHog/ai-plugin
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