# scale_model_architecture

Scale a model architecture up or down

Agent View of the PolicyLayer registry record for `scale_model_architecture`. HTML page: https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/scale-model-architecture

## Facts

- Tool: `scale_model_architecture`
- Server: Claude MCP Server Ecosystem (`coder-rl/claude_mcpserver_dev1`) — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1.md
- Homepage: https://github.com/Coder-RL/Claude_MCPServer_Dev1
- 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": "scale_model_architecture",
    "arguments": {}
  }
}
```

## Why scale_model_architecture is rated High

This tool triggers external operations that modify system state (scaling compute, memory, or model parameters). While not destructive or financial, scaling actions execute infrastructure changes whose effects depend on the scaling parameters provided. The high severity reflects potential blast radius: incorrect scaling could degrade service performance, increase costs, or cause resource exhaustion.

From the tool's own definition: "Tool name 'scale_model_architecture' combined with description 'Scale a model architecture up or down' indicates execution of infrastructure or model configuration changes."

## Use case

AI agents invoke scale_model_architecture to trigger actions in Claude MCP Server Ecosystem. 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 Claude MCP Server Ecosystem:

```json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "scale_model_architecture": {
      "limits": [
        {
          "counter": "scale_model_architecture_rate",
          "window": "minute",
          "max": 10,
          "scope": "grant"
        }
      ]
    }
  }
}
```

## Other tools on Claude MCP Server Ecosystem (228)

- `delete_enhanced_memory` — Destructive — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/delete-enhanced-memory.md
- `delete_memory` — Destructive — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/delete-memory.md
- `revoke_session` — Destructive — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/revoke-session.md
- `undeploy_model` — Destructive — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/undeploy-model.md
- `adaptive_cross_attention` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/adaptive-cross-attention.md
- `adaptive_sparsity_tuning` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/adaptive-sparsity-tuning.md
- `authenticate` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/authenticate.md
- `benchmark_encoding_performance` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/benchmark-encoding-performance.md
- `build_documentation_project` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/build-documentation-project.md
- `compute_cross_attention` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/compute-cross-attention.md
- `create_neural_network` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/create-neural-network.md
- `create_security_scan` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/create-security-scan.md
- `deploy_model` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/deploy-model.md
- `deploy_plan` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/deploy-plan.md
- `derive_key` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/derive-key.md
- `execute_control_test` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/execute-control-test.md
- `execute_orchestration` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/execute-orchestration.md
- `execute_pipeline` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/execute-pipeline.md
- `execute_security_scan` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/execute-security-scan.md
- `execute_sparse_attention` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/execute-sparse-attention.md
- `execute_transformer_block` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/execute-transformer-block.md
- `execute_warehouse_query` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/execute-warehouse-query.md
- `generate_attention_pattern` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/generate-attention-pattern.md
- `generate_position_encodings` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/generate-position-encodings.md
- `hyperparameter_search` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/hyperparameter-search.md
- `initialize_cross_attention_session` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/initialize-cross-attention-session.md
- `optimize_architecture` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/optimize-architecture.md
- `optimize_attention_chunks` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/optimize-attention-chunks.md
- `optimize_cross_attention_fusion` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/optimize-cross-attention-fusion.md
- `optimize_gradient` — Execute — https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1/optimize-gradient.md
- …and 198 more: https://policylayer.com/tools/coder-rl-claude-mcpserver-dev1.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=coder-rl-claude-mcpserver-dev1 · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/coder-rl-claude-mcpserver-dev1
