Atisbo

atisbo_analyze

Read-only

Broad analytical query over claims, solutions, or activity: time filters, grouping, metrics, ready-to-render chart artifact. Use FIRST for analytical questions spanning entities or time windows; a single-entity drill-down is atisbo_lookup mode=get with the entity id.

Input Schema

TableJSON Schema

Name	Required	Description
`limit`	No	Max grouped rows; over-asks clamp.
`cursor`	No	From stream.next_cursor — pages grouped rows beyond `limit`.
`domain`	No	Free-text product area, resolved to map nodes.
`filters`	No	Filters: AND across fields, OR within a field.
`metrics`	No	Aggregate metrics per group (1-4).
`subject`	No	Dataset: claims (opportunities), solutions, or activity (decisions + events).
`analysis`	No	summary (prose), table, or chart kind (bar/line/scatter); trend aliases line.
`group_by`	No	Row grouping dimensions (1-2).
`time_range`	No	Preset (7d/30d/90d) or explicit from/to ISO dates. Defaults to 30d.

Output Schema

TableJSON Schema

Name	Required	Description	Default
`data`	Yes
`meta`	Yes

Schema Changelog

Changes observed during successful MCP inspections.

Changed5 schema fields changedSep 30, 2026

changed

Output schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / required

Previous value: -[
-  "subject",
-  "domain",
-  "time_range",
-  "group_by",
-  "metrics",
-  "analysis",
-  "filters",
-  "resolved_nodes"
-]New value: +[
+  "subject",
+  "time_range",
+  "group_by",
+  "metrics",
+  "analysis",
+  "filters",
+  "resolved_nodes"
+]

changedOutput schema / properties / data / properties / resolved_query / required

Previous value: -[
-  "subject",
-  "domain",
-  "time_range",
-  "group_by",
-  "metrics",
-  "analysis",
-  "filters",
-  "resolved_nodes"
-]New value: +[
+  "subject",
+  "time_range",
+  "group_by",
+  "metrics",
+  "analysis",
+  "filters",
+  "resolved_nodes"
+]

changedOutput schema / properties / data / properties / stream / required

Previous value: -[
-  "checkpoint",
-  "has_more",
-  "next_cursor"
-]New value: +[
+  "checkpoint",
+  "has_more"
+]

changedOutput schema / properties / data / required

Previous value: -[
-  "resolved_query",
-  "summary",
-  "dataset",
-  "sources",
-  "warnings",
-  "assumptions",
-  "artifact"
-]New value: +[
+  "resolved_query",
+  "summary",
+  "dataset",
+  "sources",
+  "warnings",
+  "assumptions"
+]

changedOutput schema / properties / meta / required

Previous value: -[
-  "contract_version",
-  "tenant_plan",
-  "workspace_id",
-  "workspace_name",
-  "persona",
-  "scoring_model",
-  "gates_applied",
-  "timestamp"
-]New value: +[
+  "tenant_plan",
+  "workspace_id",
+  "workspace_name",
+  "timestamp"
+]

Changed58 schema fields changedSep 27, 2026
- removedInput schema / properties / cursor / minLength
```
Removed value: -1
```
- removedInput schema / properties / filters / properties / claim_ids / minItems
```
Removed value: -1
```
- removedInput schema / properties / filters / properties / claim_status / items / minLength
```
Removed value: -1
```
- removedInput schema / properties / filters / properties / claim_status / minItems
```
Removed value: -1
```
- removedInput schema / properties / filters / properties / lifecycle / items / minLength
```
Removed value: -1
```
- removedInput schema / properties / filters / properties / lifecycle / minItems
```
Removed value: -1
```
- removedInput schema / properties / filters / properties / node_ids / minItems
```
Removed value: -1
```
- removedInput schema / properties / filters / properties / signal_origin / minItems
```
Removed value: -1
```
- removedInput schema / properties / filters / properties / sources / items / minLength
```
Removed value: -1
```
- removedInput schema / properties / filters / properties / sources / minItems
```
Removed value: -1
```
- removedInput schema / properties / group_by / minItems
```
Removed value: -1
```
- removedInput schema / properties / limit / maximum
```
Removed value: -9007199254740991
```
- removedInput schema / properties / metrics / minItems
```
Removed value: -1
```
- removedInput schema / properties / mode
```
Removed value: -{
-  "description": "Alias for subject.",
-  "enum": [
-    "claims",
-    "solutions",
-    "activity"
-  ],
-  "type": "string"
-}
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / chart / properties / series_key / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / chart / properties / title / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / chart / properties / x_key / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / chart / properties / y_key / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / dataset / properties / columns / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / dataset / properties / columns / minItems
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / dataset / properties / row_count / maximum
```
Removed value: -9007199254740991
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / dataset / properties / total_rows / maximum
```
Removed value: -9007199254740991
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / properties / filters / properties / claim_ids / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / properties / filters / properties / claim_status / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / properties / filters / properties / lifecycle / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / properties / filters / properties / node_ids / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / properties / filters / properties / sources / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / properties / resolved_nodes / items / properties / id / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / properties / resolved_nodes / items / properties / name / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / properties / time_range / properties / timezone / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / sources / properties / row_count / maximum
```
Removed value: -9007199254740991
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / sources / properties / views_used / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / summary / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / artifact / properties / artifact_data / properties / title / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / chart / properties / series_key / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / chart / properties / title / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / chart / properties / x_key / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / chart / properties / y_key / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / dataset / properties / columns / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / dataset / properties / columns / minItems
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / dataset / properties / row_count / maximum
```
Removed value: -9007199254740991
```
- removedOutput schema / properties / data / properties / dataset / properties / total_rows / maximum
```
Removed value: -9007199254740991
```
- removedOutput schema / properties / data / properties / resolved_query / properties / filters / properties / claim_ids / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / resolved_query / properties / filters / properties / claim_status / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / resolved_query / properties / filters / properties / lifecycle / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / resolved_query / properties / filters / properties / node_ids / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / resolved_query / properties / filters / properties / sources / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / resolved_query / properties / resolved_nodes / items / properties / id / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / resolved_query / properties / resolved_nodes / items / properties / name / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / resolved_query / properties / time_range / properties / timezone / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / sources / properties / row_count / maximum
```
Removed value: -9007199254740991
```
- removedOutput schema / properties / data / properties / sources / properties / views_used / items / minLength
```
Removed value: -1
```
- removedOutput schema / properties / data / properties / summary / minLength
```
Removed value: -1
```
- removedOutput schema / properties / meta / properties / contract_version / minLength
```
Removed value: -1
```
- removedOutput schema / properties / meta / properties / persona / minLength
```
Removed value: -1
```
- removedOutput schema / properties / meta / properties / scoring_model / minLength
```
Removed value: -1
```
- removedOutput schema / properties / meta / properties / workspace_id / minLength
```
Removed value: -1
```
- removedOutput schema / properties / meta / properties / workspace_name / minLength
```
Removed value: -1
```
Changed2 schema fields changedSep 26, 2026
- addedInput schema / properties / limit / maximum
```
Added value: +9007199254740991
```
- addedInput schema / properties / limit / minimum
```
Added value: +1
```

Changed1 schema field changedSep 26, 2026

changedInput schema / properties / limit / description

Previous value: -"Max grouped rows (1–50, default 20); over-asks clamp."New value: +"      Max grouped rows; over-asks clamp."

Changed4 schema fields changedSep 23, 2026

addedInput schema / properties / filters / properties / claim_status / description
```
Added value: +"Known claim statuses (case-insensitive)."
```
addedInput schema / properties / filters / properties / lifecycle / description
```
Added value: +"Known lifecycle stages (case-insensitive)."
```

changedInput schema / properties / filters / properties / signal_origin / description

Previous value: -"customer voice, internal dogfooding, or operational incident — the axis `sources` cannot separate. A claim matches if ANY snippet matches, so a mixed claim lands under both."New value: +"customer | internal | operational — separates what `sources` cannot (claim matches if ANY snippet matches)."

changedInput schema / properties / filters / properties / sources / description

Previous value: -"Ingestion transport, NOT provenance — MCP captures store as `manual`. Ignored for claim/solution aggregates; use signal_origin instead."New value: +"Transport, not provenance (captures store `manual`); claim/solution aggregates ignore it."

Changed2 schema fields changedSep 8, 2026

changed

Output schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / required

Previous value: -[
-  "domain",
-  "time_range",
-  "group_by",
-  "metrics",
-  "filters",
-  "resolved_nodes"
-]New value: +[
+  "subject",
+  "domain",
+  "time_range",
+  "group_by",
+  "metrics",
+  "analysis",
+  "filters",
+  "resolved_nodes"
+]

changedOutput schema / properties / data / properties / resolved_query / required

Previous value: -[
-  "domain",
-  "time_range",
-  "group_by",
-  "metrics",
-  "filters",
-  "resolved_nodes"
-]New value: +[
+  "subject",
+  "domain",
+  "time_range",
+  "group_by",
+  "metrics",
+  "analysis",
+  "filters",
+  "resolved_nodes"
+]

First observedSep 1, 2026

TDQS

A4.4/5.0

Behavior4/5

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

Annotations already establish readOnly=true and destructive=false, so the safety profile is covered. The description adds a behavioral output trait the annotations cannot convey: the result is a 'ready-to-render chart artifact' rather than raw data. It stops short of describing pagination or how over-large result sets behave, though the schema's cursor/limit descriptions partly cover that.

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?

Two sentences, zero filler, and the highest-value information (what it does, when to use it first, and the alternative) is front-loaded. Nothing repeats the schema.

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?

With an output schema present, return values need not be explained, and the description covers dataset selection, filtering, grouping, metrics, and analysis kind at a high level. For a broad 9-parameter tool the only minor gap is guidance on combining group_by with metrics or the point at which pagination kicks in.

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?

Schema description coverage is 100%, so every parameter, enum, alias, and nesting rule is already documented in the schema. The description only paraphrases the parameter families ('time filters, grouping, metrics') without adding format, precedence, or defaulting detail. Baseline 3 applies when the schema does the heavy lifting.

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?

States a specific verb and scope: 'Broad analytical query over claims, solutions, or activity' and names the exact axes it covers (time filters, grouping, metrics, chart artifact). It explicitly contrasts itself with the sibling atisbo_lookup, so an agent can route between them without opening a 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?

Gives an explicit ordering rule ('Use FIRST for analytical questions spanning entities or time windows') and names the alternative plus the condition that selects it ('a single-entity drill-down is atisbo_lookup mode=get with the entity id'). Both the when and the when-not are stated.

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

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