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	claims (opportunities), solutions, or activity (decisions + events).
`analysis`	No	summary, table, or chart kind (bar/line/scatter); trend=line.
`group_by`	No	Row grouping dimensions (1-2).
`time_range`	No	7d/30d/90d preset or from/to ISO dates; default 30d.

Output Schema

TableJSON Schema

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

Schema Changelog

Changes observed during successful MCP inspections.

Changed10 schema fields changedOct 15, 2026

changedInput schema / properties / analysis / description

Previous value: -"summary (prose), table, or chart kind (bar/line/scatter); trend aliases line."New value: +"summary, table, or chart kind (bar/line/scatter); trend=line."

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

Previous value: -"customer | internal | operational — separates what `sources` cannot (claim matches if ANY snippet matches)."New value: +"customer | internal | operational — claim matches if ANY snippet does."

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

Previous value: -"Transport, not provenance (captures store `manual`); claim/solution aggregates ignore it."New value: +"Transport, not provenance; claim/solution aggregates ignore it."

changedInput schema / properties / subject / description

Previous value: -"Dataset: claims (opportunities), solutions, or activity (decisions + events)."New value: +"claims (opportunities), solutions, or activity (decisions + events)."

changedInput schema / properties / time_range / description

Previous value: -"Preset (7d/30d/90d) or explicit from/to ISO dates. Defaults to 30d."New value: +"7d/30d/90d preset or from/to ISO dates; default 30d."

changedInput schema / properties / time_range / properties / preset / description

Previous value: -"Relative time window preset."New value: +"Relative window preset."

changed

Output schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / properties / analysis / description

Previous value: -"summary (prose), table, or chart kind (bar/line/scatter); trend aliases line."New value: +"summary, table, or chart kind (bar/line/scatter); trend=line."

changed

Output schema / properties / data / properties / artifact / properties / artifact_data / properties / resolved_query / properties / subject / description

Previous value: -"Dataset: claims (opportunities), solutions, or activity (decisions + events)."New value: +"claims (opportunities), solutions, or activity (decisions + events)."

changedOutput schema / properties / data / properties / resolved_query / properties / analysis / description

Previous value: -"summary (prose), table, or chart kind (bar/line/scatter); trend aliases line."New value: +"summary, table, or chart kind (bar/line/scatter); trend=line."

changedOutput schema / properties / data / properties / resolved_query / properties / subject / description

Previous value: -"Dataset: claims (opportunities), solutions, or activity (decisions + events)."New value: +"claims (opportunities), solutions, or activity (decisions + events)."

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 declare readOnlyHint=true / destructiveHint=false, so safety is covered; the description adds output behavior the annotations do not carry, namely that it returns a 'ready-to-render chart artifact' and offers grouping/metric aggregation. It stops short of disclosure on pagination or result-size limits despite a cursor/limit interface.

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, no filler. The capability statement comes first and the routing rule follows, so the most decision-relevant information is front-loaded.

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?

An output schema exists, so return-value detail is unnecessary in the description, and the annotation covers safety. What remains slightly thin is the filter/metric vocabulary (left entirely to the schema) and any note on grouping cardinality or pagination limits, but nothing an agent needs to select and invoke correctly is missing.

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%, and the schema already documents limit, cursor, domain, filters, metrics, subject, analysis, group_by, and time_range in detail. The description restates the parameter categories at a high level (time filters, grouping, metrics) without adding format or semantics beyond the schema; 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 (analytical query) and the exact resource set (claims, solutions, activity), plus its breadth (time filters, grouping, metrics, chart artifact). It explicitly contrasts itself with the sibling atisbo_lookup, so an agent can route 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?

Gives an explicit selection rule: 'Use FIRST for analytical questions spanning entities or time windows,' and names the alternative for the opposite case ('single-entity drill-down is atisbo_lookup mode=get with the entity id'). Both the when-to-use and the when-to-use-something-else are stated outright.

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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