# ruvllm_microlora_create

Create a MicroLoRA adapter (ultra-lightweight LoRA, ranks 1-4). Use when sending every prompt to the Anthropic API is wrong because you need local inference — air-gapped environments, MicroLoRA-fine-tuned per-task adapters, or sub-cent per-call cost. For general Claude work native Task is the right call.

Agent View of the PolicyLayer registry record for `ruvllm_microlora_create`. HTML page: https://policylayer.com/tools/hamza-agent-hub-252/ruvllm-microlora-create

## Facts

- Tool: `ruvllm_microlora_create`
- Server: Hamza Agent Hub 252 (`hamzachallenge3-dev/hamza-agent-hub-252`) — https://policylayer.com/tools/hamza-agent-hub-252.md
- Homepage: https://github.com/hamzachallenge3-dev/hamza-agent-hub-252
- 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": "ruvllm_microlora_create",
    "arguments": {}
  }
}
```

## Why ruvllm_microlora_create is rated Medium

This tool creates new LoRA adapter configurations that are stored and used for subsequent inference operations. While the act of creation is reversible (adapters can be deleted), the tool itself performs a write operation that produces new artifacts in the system. It does not execute arbitrary code, delete data irreversibly, or move money, so Write is the appropriate category.

From the tool's own definition: "Tool description explicitly states 'Create a MicroLoRA adapter' — the action is creating/generating a new adapter artifact that modifies model behavior. The description indicates this produces persistent artifacts (adapters) for local inference use cases."

Risk signals: Bulk/mass operation — affects multiple targets

## Use case

AI agents use ruvllm_microlora_create to create or update resources in Hamza Agent Hub 252, usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Hamza Agent Hub 252 environment.

## Recommended policy (PolicyLayer)

Verdict: **Rate-limited**. Enforced by the PolicyLayer MCP gateway (https://policylayer.com/mcp-gateway) before a call reaches Hamza Agent Hub 252:

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

## Other tools on Hamza Agent Hub 252 (580)

- `agent_terminate` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/agent-terminate.md
- `agentdb_batch` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/agentdb-batch.md
- `agentdb_causal-edge-delete` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/agentdb-causal-edge-delete.md
- `agentdb_causal-node-delete` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/agentdb-causal-node-delete.md
- `agentdb_hierarchical-delete` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/agentdb-hierarchical-delete.md
- `agenticow_rollback` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/agenticow-rollback.md
- `autopilot_reset` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/autopilot-reset.md
- `cancel_task` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/cancel-task.md
- `config_reset` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/config-reset.md
- `federation_wg_keyrotate` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/federation-wg-keyrotate.md
- `hooks_intelligence-reset` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/hooks-intelligence-reset.md
- `hooks_worker-cancel` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/hooks-worker-cancel.md
- `iot_device_remove` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/iot-device-remove.md
- `iot_device_unpair` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/iot-device-unpair.md
- `iot_firmware_rollout_rollback` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/iot-firmware-rollout-rollback.md
- `iot_fleet_delete` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/iot-fleet-delete.md
- `iot_fleet_remove_device` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/iot-fleet-remove-device.md
- `managed_agent_terminate` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/managed-agent-terminate.md
- `memory_delete` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/memory-delete.md
- `policy_revoke` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/policy-revoke.md
- `ruvector_delete` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/ruvector-delete.md
- `session_delete` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/session-delete.md
- `system_reset` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/system-reset.md
- `task_cancel` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/task-cancel.md
- `teammate_cleanup` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/teammate-cleanup.md
- `wasm_agent_reset` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/wasm-agent-reset.md
- `wasm_gallery_remove_custom` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/wasm-gallery-remove-custom.md
- `workflow_cancel` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/workflow-cancel.md
- `workflow_delete` — Destructive — https://policylayer.com/tools/hamza-agent-hub-252/workflow-delete.md
- `agent_execute` — Execute — https://policylayer.com/tools/hamza-agent-hub-252/agent-execute.md
- …and 550 more: https://policylayer.com/tools/hamza-agent-hub-252.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=hamza-agent-hub-252 · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/hamza-agent-hub-252