# run_sandman_ai Sandman AI (wykonanie) — uĹĽywa LM Studio (Qwen) do oceny wspomnieĹ„ i wprowadza zmiany. Agent View of the PolicyLayer registry record for `run_sandman_ai`. HTML page: https://policylayer.com/tools/mapi-agent-memory/run-sandman-ai ## Facts - Tool: `run_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: Execute (High 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": "run_sandman_ai", "arguments": {} } } ``` ## Why run_sandman_ai is rated High This tool executes an external LM (Qwen via LM Studio) to perform evaluations and apply modifications to AI agent memory. While the description is somewhat unclear due to encoding/language issues, the core function is executing an AI model with side effects (introducing changes to memory). From the tool's own definition: "Tool description indicates 'wykonanie' (execution in Polish) and that it 'uses LM Studio (Qwen) to assess memories and introduces changes.' The phrase 'introduces changes' combined with the execute-oriented framing suggests the tool runs an AI model to modify…" ## Use case AI agents invoke run_sandman_ai to trigger actions in Mapi Agent Memory. What it does depends on the arguments the agent supplies, and its effects often reach beyond the immediate call: builds kicked off, notifications sent, workflows started. ## Recommended policy (PolicyLayer) Verdict: **Rate-limited**. Enforced by the PolicyLayer MCP gateway (https://policylayer.com/mcp-gateway) before a call reaches Mapi Agent Memory: ```json { "version": "1", "default": "deny", "tools": { "run_sandman_ai": { "limits": [ { "counter": "run_sandman_ai_rate", "window": "minute", "max": 10, "scope": "grant" } ] } } } ``` ## 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_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 - `sandman_memory_chat` — Execute — https://policylayer.com/tools/mapi-agent-memory/sandman-memory-chat.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