portkey-admin-mcp

get_feedback_models_analytics

Read-onlyIdempotent

Retrieve time-series feedback data grouped by model to compare feedback volume and satisfaction across models over a chosen period. Requires an Enterprise plan.

Instructions

Get feedback time-series data grouped by model, with per-model counts over time. Use this to compare feedback volume and satisfaction across models; use get_feedback_analytics for the overall total instead. Enterprise-gated. Returns 403 on non-Enterprise Portkey plans.

Input Schema

Name	Required	Description
`configs`	No	Legacy Portkey query param for config slugs. Comma-separated string; prefer config_slugs for structured inputs.
`span_id`	No	Legacy Portkey query param for span IDs. Comma-separated string; prefer span_ids for structured inputs.
`cost_max`	No	Maximum cost in cents to filter by
`cost_min`	No	Minimum cost in cents to filter by
`metadata`	No	Legacy Portkey query param for metadata filtering. Stringified JSON object, e.g. '{"env":"prod","app":"myapp"}'; prefer metadata_filter for structured inputs.
`span_ids`	No	Structured alias for span_id. Use an array of span IDs; normalized to the legacy comma-separated Portkey query param.
`trace_id`	No	Legacy Portkey query param for trace IDs. Comma-separated string; prefer trace_ids for structured inputs.
`trace_ids`	No	Structured alias for trace_id. Use an array of trace IDs; normalized to the legacy comma-separated Portkey query param.
`api_key_ids`	No	Legacy Portkey query param for API key UUIDs. Comma-separated string; request_analytics also accepts an array and normalizes it to this form.
`prompt_slug`	No	Filter by prompt slug
`status_code`	No	Legacy Portkey query param for HTTP status codes. Comma-separated string; prefer status_codes for structured inputs.
`ai_org_model`	No	Legacy Portkey query param for provider/model pairs. Format: 'provider__model' with double underscore, e.g. 'openai__gpt-4' or 'anthropic__claude-3-opus'. Comma-separated string; prefer provider_models for structured inputs.
`config_slugs`	No	Structured alias for configs. Use an array of config slugs; normalized to the legacy comma-separated Portkey query param.
`status_codes`	No	Structured alias for status_code. Use an array of HTTP status codes; normalized to the legacy comma-separated Portkey query param.
`virtual_keys`	No	Legacy Portkey query param for virtual key slugs. Comma-separated string; prefer virtual_key_slugs for structured inputs.
`deployment_id`	No	Comma-separated list of deployment IDs (UUIDs) to filter by. Prefer deployment_ids for structured inputs.
`deployment_ids`	No	Structured alias for deployment_id. Use an array of deployment UUIDs; normalized to the comma-separated Portkey query param.
`workspace_slug`	No	Filter by one workspace. Takes precedence over include_all_workspaces and exclude_workspace_slugs when provided.
`metadata_filter`	No	Structured alias for metadata. Use an object such as { env: 'prod' }; normalized to a JSON string before the request is sent.
`provider_models`	No	Structured alias for ai_org_model. Use provider__model strings in an array; normalized to the legacy comma-separated Portkey query param.
`total_units_max`	No	Maximum number of total tokens to filter by
`total_units_min`	No	Minimum number of total tokens to filter by
`prompt_token_max`	No	Maximum number of prompt tokens
`prompt_token_min`	No	Minimum number of prompt tokens
`virtual_key_slugs`	No	Structured alias for virtual_keys. Use an array of virtual key slugs; normalized to the legacy comma-separated Portkey query param.
`completion_token_max`	No	Maximum number of completion tokens
`completion_token_min`	No	Minimum number of completion tokens
`weighted_feedback_max`	No	Maximum weighted feedback score (-10 to 10)
`weighted_feedback_min`	No	Minimum weighted feedback score (-10 to 10)
`include_all_workspaces`	No	Aggregate across all organisation workspaces with an organisation API key. Ignored for workspace API keys or when workspace_slug is provided. Supply workspace_slug, include_all_workspaces=true, or exclude_workspace_slugs to choose a scope.
`time_of_generation_max`	Yes	End time for the analytics period (ISO8601 format, e.g., '2024-02-01T00:00:00Z')
`time_of_generation_min`	Yes	Start time for the analytics period (ISO8601 format, e.g., '2024-01-01T00:00:00Z')
`exclude_workspace_slugs`	No	Comma-separated workspace slugs to exclude from organisation-wide analytics, for example ws-legacy,ws-archived. Only applies to organisation API keys; workspace_slug takes precedence.

Output Schema

Name	Required	Description
`ok`	Yes	Whether the tool call succeeded and returned structured data
`data`	No	Structured success payload when ok is true
`error`	No	Structured error payload when ok is false

Schema Changelog

Changes observed during successful MCP inspections.

Changed5 schema fields changedv1.0.9Oct 26, 2026

changedInput schema / $schema

Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"

addedInput schema / properties / exclude_workspace_slugs

Added value: +{
+  "description": "Comma-separated workspace slugs to exclude from organisation-wide analytics, for example ws-legacy,ws-archived. Only applies to organisation API keys; workspace_slug takes precedence.",
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / include_all_workspaces

Added value: +{
+  "description": "Aggregate across all organisation workspaces with an organisation API key. Ignored for workspace API keys or when workspace_slug is provided. Supply workspace_slug, include_all_workspaces=true, or exclude_workspace_slugs to choose a scope.",
+  "type": "boolean"
+}

changedInput schema / properties / workspace_slug / description

Previous value: -"Filter by specific workspace"New value: +"Filter by one workspace. Takes precedence over include_all_workspaces and exclude_workspace_slugs when provided."

changedOutput schema / $schema

Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"

Changed2 schema fields changedv0.13.0Oct 3, 2026

addedInput schema / properties / deployment_id

Added value: +{
+  "description": "Comma-separated list of deployment IDs (UUIDs) to filter by. Prefer deployment_ids for structured inputs.",
+  "type": "string"
+}

addedInput schema / properties / deployment_ids

Added value: +{
+  "description": "Structured alias for deployment_id. Use an array of deployment UUIDs; normalized to the comma-separated Portkey query param.",
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}

Changed16 schema fields changedv0.11.5Sep 8, 2026
- removedInput schema / properties / completion_token_max / exclusiveMinimum
```
Removed value: -0
```
- addedInput schema / properties / completion_token_max / minimum
```
Added value: +0
```
- removedInput schema / properties / completion_token_min / exclusiveMinimum
```
Removed value: -0
```
- addedInput schema / properties / completion_token_min / minimum
```
Added value: +0
```
- removedInput schema / properties / cost_max / exclusiveMinimum
```
Removed value: -0
```
- addedInput schema / properties / cost_max / minimum
```
Added value: +0
```
- removedInput schema / properties / cost_min / exclusiveMinimum
```
Removed value: -0
```
- addedInput schema / properties / cost_min / minimum
```
Added value: +0
```
- removedInput schema / properties / prompt_token_max / exclusiveMinimum
```
Removed value: -0
```
- addedInput schema / properties / prompt_token_max / minimum
```
Added value: +0
```
- removedInput schema / properties / prompt_token_min / exclusiveMinimum
```
Removed value: -0
```
- addedInput schema / properties / prompt_token_min / minimum
```
Added value: +0
```
- removedInput schema / properties / total_units_max / exclusiveMinimum
```
Removed value: -0
```
- addedInput schema / properties / total_units_max / minimum
```
Added value: +0
```
- removedInput schema / properties / total_units_min / exclusiveMinimum
```
Removed value: -0
```
- addedInput schema / properties / total_units_min / minimum
```
Added value: +0
```

Changed1 schema field changedv1.0.2Jul 4, 2026

changedInput schema / required

Previous value: -[
-  "time_of_generation_min",
-  "time_of_generation_max",
-  "api_key_ids"
-]New value: +[
+  "time_of_generation_min",
+  "time_of_generation_max"
+]

Addedv1.0.1May 7, 2026

TDQS

A4.4/5.0

Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The annotations already declare read-only, idempotent, non-destructive, and open-world behavior. The description adds non-obvious operational context: the tool is Enterprise-gated and returns 403 on non-Enterprise plans, which is valuable for avoiding calls that will fail. It does not need to restate read-only safety, but it also does not cover pagination or rate-limit behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is three tight sentences with no waste: purpose first, alternative second, access constraint third. It is front-loaded and every sentence earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the output schema and full parameter documentation, the description supplies the key selection context: what is grouped, the alternative for overall totals, and the Enterprise gate. It could mention required time-range scoping or workspace scoping explicitly, but those are already covered by the schema.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The schema has 100% description coverage across all 33 parameters, so the baseline is 3. The description mentions the grouping dimension, model, but does not add syntax, scoping, or filter semantics beyond what the schema already documents.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a specific verb and resource: getting feedback time-series data grouped by model, with per-model counts over time. It clearly distinguishes this from get_feedback_analytics, which returns the overall total, so the agent can choose between them without opening either schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It explicitly says to use this tool to compare feedback volume and satisfaction across models, and to use get_feedback_analytics instead for the overall total. That gives a clear when-to-use condition plus a named alternative.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Deploy Server