# memory_learn

Save a new technique to the memory library with stylistic qualities. type must be one of: beat_pattern, device_chain, mix_template, browser_pin, preference. qualities must include at minimum a 'summary' field.

Agent View of the PolicyLayer registry record for `memory_learn`. HTML page: https://policylayer.com/tools/io-github-dreamrec-livepilot/memory-learn

## Facts

- Tool: `memory_learn`
- Server: Livepilot (`livepilot`) — https://policylayer.com/tools/io-github-dreamrec-livepilot.md
- Install: `npx -y livepilot`
- Homepage: https://github.com/dreamrec/LivePilot
- Risk category: Write (Medium risk)
- Registry record: grade F, identity unverified
- Server rate-limited: no
- Parameters: 0
- Recommended policy verdict: Rate-limited

## Example call (MCP tools/call, JSON-RPC 2.0)

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "memory_learn",
    "arguments": {}
  }
}
```

## Why memory_learn is rated Medium

This tool creates or modifies data (saves techniques to a memory library) with reversible effects. It does not delete data (Destructive), execute arbitrary code (Execute), move money (Financial), or retrieve without side effects (Read). The 'Save' action and structured storage to a library clearly indicate a Write category.

From the tool's own definition: "Tool description explicitly states 'Save a new technique to the memory library' — a write operation that creates and stores data in a persistent library."

## Use case

AI agents use memory_learn to create or update resources in Livepilot, usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Livepilot environment.

## Recommended policy (PolicyLayer)

Verdict: **Rate-limited**. Enforced by the PolicyLayer MCP gateway (https://policylayer.com/mcp-gateway) before a call reaches Livepilot:

```json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "memory_learn": {
      "limits": [
        {
          "counter": "memory_learn_rate",
          "window": "minute",
          "max": 30,
          "scope": "grant"
        }
      ]
    }
  }
}
```

## Other tools on Livepilot (473)

- `clear_clip_automation` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/clear-clip-automation.md
- `clear_simpler_slices` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/clear-simpler-slices.md
- `corpus_remove_source` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/corpus-remove-source.md
- `delete_clip` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/delete-clip.md
- `delete_device` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/delete-device.md
- `delete_rack_variation` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/delete-rack-variation.md
- `delete_scene` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/delete-scene.md
- `delete_track` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/delete-track.md
- `discard_experiment` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/discard-experiment.md
- `discard_preview_set` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/discard-preview-set.md
- `discard_wonder_session` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/discard-wonder-session.md
- `flatten_track` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/flatten-track.md
- `force_arrangement` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/force-arrangement.md
- `memory_delete` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/memory-delete.md
- `remove_arrangement_notes` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/remove-arrangement-notes.md
- `remove_arrangement_notes_by_id` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/remove-arrangement-notes-by-id.md
- `remove_notes` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/remove-notes.md
- `remove_notes_by_id` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/remove-notes-by-id.md
- `remove_rack_macro` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/remove-rack-macro.md
- `remove_simpler_slice` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/remove-simpler-slice.md
- `remove_warp_marker` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/remove-warp-marker.md
- `splice_remove_from_collection` — Destructive — https://policylayer.com/tools/io-github-dreamrec-livepilot/splice-remove-from-collection.md
- `apply_automation_recipe` — Execute — https://policylayer.com/tools/io-github-dreamrec-livepilot/apply-automation-recipe.md
- `back_to_arranger` — Execute — https://policylayer.com/tools/io-github-dreamrec-livepilot/back-to-arranger.md
- `build_project_brain` — Execute — https://policylayer.com/tools/io-github-dreamrec-livepilot/build-project-brain.md
- `build_reference_profile` — Execute — https://policylayer.com/tools/io-github-dreamrec-livepilot/build-reference-profile.md
- `build_song_brain` — Execute — https://policylayer.com/tools/io-github-dreamrec-livepilot/build-song-brain.md
- `capture_stop` — Execute — https://policylayer.com/tools/io-github-dreamrec-livepilot/capture-stop.md
- `compile_goal_vector` — Execute — https://policylayer.com/tools/io-github-dreamrec-livepilot/compile-goal-vector.md
- `continue_playback` — Execute — https://policylayer.com/tools/io-github-dreamrec-livepilot/continue-playback.md
- …and 443 more: https://policylayer.com/tools/io-github-dreamrec-livepilot.md

## For agents

This record is a snapshot. Live verdicts and the full registry:

- Check every server in your MCP config at once: `npx -y policylayer stack`
- Vet a server before you add it: install the mcp-precheck skill — `npx skills add https://policylayer.com` (skill text: https://policylayer.com/skill.md)
- Query the registry over MCP: endpoint `https://api.policylayer.com/mcp` — tools `check_mcp_server`, `check_mcp_stack`, `check_tool`, `search_registry`, `get_change_events`

---

Source: the PolicyLayer MCP registry — one continuously verified record per MCP server. Full record: https://policylayer.com/registry?q=io-github-dreamrec-livepilot · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/io-github-dreamrec-livepilot