# preview_sandman_ai Sandman AI (preview) — uĹĽywa LM Studio (Qwen) do oceny wspomnieĹ„. Agent View of the PolicyLayer registry record for `preview_sandman_ai`. HTML page: https://policylayer.com/tools/mapi-agent-memory/preview-sandman-ai ## Facts - Tool: `preview_sandman_ai` - Server: Mapi Agent Memory (`cabo0m/mapi-agent-memory`) — https://policylayer.com/tools/mapi-agent-memory.md - Homepage: https://github.com/cabo0m/mapi-agent-memory - 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": "preview_sandman_ai", "arguments": {} } } ``` ## Why preview_sandman_ai is rated Low This tool appears to analyze or evaluate agent memories using a language model for assessment purposes. The description is partially in Polish and somewhat garbled, making interpretation difficult, which reduces confidence slightly. However, the core functionality appears to be querying and analyzing existing memory data without modifying it, making it a Read operation. From the tool's own definition: "Tool name 'preview_sandman_ai' with description indicating it performs evaluation/assessment ('do oceny') of memories using an LM Studio model. The word 'preview' suggests a non-production read operation." ## Use case AI agents call preview_sandman_ai to retrieve information from Mapi Agent Memory 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 Mapi Agent Memory: ```json { "version": "1", "default": "deny", "tools": { "preview_sandman_ai": {} } } ``` ## Other tools on Mapi Agent Memory (251) - `delete_path` — Destructive — https://policylayer.com/tools/mapi-agent-memory/delete-path.md - `expire_memory_capture_item` — Destructive — https://policylayer.com/tools/mapi-agent-memory/expire-memory-capture-item.md - `gemma_worker_cancel_job` — Destructive — https://policylayer.com/tools/mapi-agent-memory/gemma-worker-cancel-job.md - `rollback_memory_pointer_lifecycle_remediation_execution` — Destructive — https://policylayer.com/tools/mapi-agent-memory/rollback-memory-pointer-lifecycle-remediation-execution.md - `apply_escalation_reactions` — Execute — https://policylayer.com/tools/mapi-agent-memory/apply-escalation-reactions.md - `apply_memory_lifecycle_remediation` — Execute — https://policylayer.com/tools/mapi-agent-memory/apply-memory-lifecycle-remediation.md - `apply_memory_pointer_lifecycle_remediation_execution` — Execute — https://policylayer.com/tools/mapi-agent-memory/apply-memory-pointer-lifecycle-remediation-execution.md - `backfill_semantic_embeddings` — Execute — https://policylayer.com/tools/mapi-agent-memory/backfill-semantic-embeddings.md - `gemma_lms_load` — Execute — https://policylayer.com/tools/mapi-agent-memory/gemma-lms-load.md - `gemma_lms_unload` — Execute — https://policylayer.com/tools/mapi-agent-memory/gemma-lms-unload.md - `gemma_worker_run_job` — Execute — https://policylayer.com/tools/mapi-agent-memory/gemma-worker-run-job.md - `gemma_worker_run_task` — Execute — https://policylayer.com/tools/mapi-agent-memory/gemma-worker-run-task.md - `git_push` — Execute — https://policylayer.com/tools/mapi-agent-memory/git-push.md - `git_status` — Execute — https://policylayer.com/tools/mapi-agent-memory/git-status.md - `preview_memory_pointer_lifecycle_remediation_execution_rollback` — Execute — https://policylayer.com/tools/mapi-agent-memory/preview-memory-pointer-lifecycle-remediation-execution-rollback.md - `preview_undo_run` — Execute — https://policylayer.com/tools/mapi-agent-memory/preview-undo-run.md - `query_sql` — Execute — https://policylayer.com/tools/mapi-agent-memory/query-sql.md - `rollback_memory_hygiene_run` — Execute — https://policylayer.com/tools/mapi-agent-memory/rollback-memory-hygiene-run.md - `rollback_memory_lifecycle_remediation` — Execute — https://policylayer.com/tools/mapi-agent-memory/rollback-memory-lifecycle-remediation.md - `rollback_memory_supersession_run` — Execute — https://policylayer.com/tools/mapi-agent-memory/rollback-memory-supersession-run.md - `run_conflicts_v1` — Execute — https://policylayer.com/tools/mapi-agent-memory/run-conflicts-v1.md - `run_consolidation_v1` — Execute — https://policylayer.com/tools/mapi-agent-memory/run-consolidation-v1.md - `run_escalation_check` — Execute — https://policylayer.com/tools/mapi-agent-memory/run-escalation-check.md - `run_powershell` — Execute — https://policylayer.com/tools/mapi-agent-memory/run-powershell.md - `run_pytest` — Execute — https://policylayer.com/tools/mapi-agent-memory/run-pytest.md - `run_sandman_ai` — Execute — https://policylayer.com/tools/mapi-agent-memory/run-sandman-ai.md - `run_sandman_gemma_hygiene` — Execute — https://policylayer.com/tools/mapi-agent-memory/run-sandman-gemma-hygiene.md - `run_sandman_quality_hygiene` — Execute — https://policylayer.com/tools/mapi-agent-memory/run-sandman-quality-hygiene.md - `run_sandman_v1` — Execute — https://policylayer.com/tools/mapi-agent-memory/run-sandman-v1.md - `run_workshop_action` — Execute — https://policylayer.com/tools/mapi-agent-memory/run-workshop-action.md - …and 221 more: https://policylayer.com/tools/mapi-agent-memory.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=mapi-agent-memory · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/mapi-agent-memory