# get_feedback_weighted_analytics

Get weighted feedback-score time-series data using the weight recorded at feedback creation. Use this for calibrated quality metrics; use get_feedback_scores_analytics for the raw unweighted distribution.

Agent View of the PolicyLayer registry record for `get_feedback_weighted_analytics`. HTML page: https://policylayer.com/tools/codeswhat-portkey-admin-mcp/get-feedback-weighted-analytics

## Facts

- Tool: `get_feedback_weighted_analytics`
- Server: Portkey Admin (`codeswhat/portkey-admin-mcp`) — https://policylayer.com/tools/codeswhat-portkey-admin-mcp.md
- Homepage: https://github.com/CodesWhat/portkey-admin-mcp
- 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_feedback_weighted_analytics",
    "arguments": {}
  }
}
```

## Why get_feedback_weighted_analytics is rated Low

This tool queries and retrieves pre-computed weighted feedback analytics. It has no side effects—it only fetches data for analysis purposes. The mention of 'calibrated quality metrics' and comparison to an alternative 'unweighted distribution' getter confirms this is a read-only analytics retrieval operation.

From the tool's own definition: "Tool name and description indicate retrieval of time-series analytics data: 'Get weighted feedback-score time-series data'. No modification, deletion, or execution of operations is implied."

## Use case

AI agents call get_feedback_weighted_analytics to retrieve information from Portkey Admin 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 Portkey Admin:

```json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "get_feedback_weighted_analytics": {}
  }
}
```

## Other tools on Portkey Admin (155)

- `cancel_log_export` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/cancel-log-export.md
- `delete_api_key` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-api-key.md
- `delete_collection` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-collection.md
- `delete_config` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-config.md
- `delete_guardrail` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-guardrail.md
- `delete_integration` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-integration.md
- `delete_integration_model` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-integration-model.md
- `delete_mcp_integration` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-mcp-integration.md
- `delete_mcp_server` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-mcp-server.md
- `delete_prompt` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-prompt.md
- `delete_prompt_label` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-prompt-label.md
- `delete_prompt_partial` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-prompt-partial.md
- `delete_provider` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-provider.md
- `delete_rate_limit` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-rate-limit.md
- `delete_secret_reference` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-secret-reference.md
- `delete_usage_limit` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-usage-limit.md
- `delete_user` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-user.md
- `delete_user_invite` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-user-invite.md
- `delete_virtual_key` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-virtual-key.md
- `delete_workspace` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/delete-workspace.md
- `remove_workspace_member` — Destructive — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/remove-workspace-member.md
- `run_prompt_completion` — Execute — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/run-prompt-completion.md
- `start_log_export` — Execute — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/start-log-export.md
- `test_mcp_server` — Execute — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/test-mcp-server.md
- `download_log_export` — Read — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/download-log-export.md
- `get_analytics_group_metadata` — Read — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/get-analytics-group-metadata.md
- `get_analytics_group_models` — Read — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/get-analytics-group-models.md
- `get_analytics_group_users` — Read — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/get-analytics-group-users.md
- `get_api_key` — Read — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/get-api-key.md
- `get_cache_hit_latency` — Read — https://policylayer.com/tools/codeswhat-portkey-admin-mcp/get-cache-hit-latency.md
- …and 125 more: https://policylayer.com/tools/codeswhat-portkey-admin-mcp.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`

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Source: the PolicyLayer MCP registry — one continuously verified record per MCP server. Full record: https://policylayer.com/registry?q=codeswhat-portkey-admin-mcp · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/codeswhat-portkey-admin-mcp