# explain_taste_inference

Explain why the system thinks the user prefers certain approaches.

Agent View of the PolicyLayer registry record for `explain_taste_inference`. HTML page: https://policylayer.com/tools/io-github-dreamrec-livepilot/explain-taste-inference

## Facts

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

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

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

## Why explain_taste_inference is rated Low

This tool retrieves and presents analytical reasoning about inferred user preferences. It has no side effects, creates no data modifications, executes no external operations, and presents only explanatory information. It is a straightforward Read operation with minimal risk of misuse by an AI agent.

From the tool's own definition: "Tool is 'explain_taste_inference' which 'explain[s] why the system thinks the user prefers...' — purely informational/analytical retrieval of system inferences about user preferences. No modification, deletion, or action-triggering occurs."

## Use case

AI agents call explain_taste_inference to retrieve information from Livepilot without modifying anything. It is typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.

## Recommended policy (PolicyLayer)

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

```json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "explain_taste_inference": {}
  }
}
```

## 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