# get_sample_opportunities

Analyze current song and identify where samples could improve it.

Agent View of the PolicyLayer registry record for `get_sample_opportunities`. HTML page: https://policylayer.com/tools/io-github-dreamrec-livepilot/get-sample-opportunities

## Facts

- Tool: `get_sample_opportunities`
- 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": "get_sample_opportunities",
    "arguments": {}
  }
}
```

## Why get_sample_opportunities is rated Low

This tool performs analysis and identification of opportunities within an existing song state. It returns suggestions or insights but does not modify audio data, execute commands, create/delete content, or trigger financial transactions. The operation is a pure read/query that helps inform user decisions without side effects.

From the tool's own definition: "Tool name 'get_sample_opportunities' and description 'Analyze current song and identify where samples could improve it' indicate a read-only analysis operation."

## Use case

AI agents call get_sample_opportunities 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": {
    "get_sample_opportunities": {}
  }
}
```

## 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