Atisbo

atisbo_map

Destructive

Map facade: create/apply maps, generate/edit nodes and edges, anchor claims/snippets, bind metrics, manage claim-snipe maps, regroup (merge/split), build_macros (macros, preview first). Prefer mode=apply for full MECE categorization. TWO WAYS to put a claim on a node, NOT interchangeable: mode=anchor sets the TAXONOMY category (auto_node_id); mode=link_claims adds STRUCTURAL-map membership (claim keeps its category). Both refuse the wrong map kind.

Input Schema

TableJSON Schema

Name	Required	Description
`mode`	Yes	Per-mode notes in meta.guidance.
`name`	No	Map, node, or metric name.
`note`	No	link_claims: rationale stored on every link.
`label`	No
`level`	No	Node hierarchy depth.
`map_id`	No	Map UUID.
`anchors`	No	Batch claim anchors.
`edge_id`	No	Edge UUID for delete_edge mode.
`node_id`	No	Node UUID.
`preview`	No	regroup / build_macros: read-only preview: run first.
`branches`	No	Branches for apply mode.
`claim_id`	No	Claim UUID (atisbo_lookup mode=resolve)
`map_type`	No
`provider`	No	Metric provider: posthog, amplitude, stripe, manual…
`template`	No
`claim_ids`	No	link_claims: claims to place under node_id.
`direction`	No	regroup: broader merges; specific splits.
`edge_type`	No
`new_level`	No	New depth after a move.
`parent_id`	No	Parent node UUID.
`binding_id`	No	metric_update: binding id (lookup get, metrics[].id).
`event_name`	No
`snippet_id`	No
`updated_at`	No	metric_update: updated_at from your last read (stale edits fail).
`assignments`	No
`description`	No	Map/node/branch description.
`metric_name`	No
`metric_type`	No
`target_value`	No
`current_value`	No	metric_update: today's value; same-day re-entry replaces it.
`grouping_mode`	No
`new_parent_id`	No	Move target parent; null promotes to root.
`regroup_level`	No	regroup broader: merge aggressiveness.
`source_map_id`	No
`branch_options`	No
`source_node_id`	No
`target_node_id`	No
`workspace_wide`	No	regroup: explicit YES to run WORKSPACE-WIDE (refused without).
`context_answers`	No	Grounding answers for AI map generation.
`historical_data`	No	metric_update: full series REPLACEMENT (omit = append now).
`time_range_days`	No
`target_threshold`	No	regroup direction=specific: split threshold.

Output Schema

TableJSON Schema

Name	Required	Description	Default
`result`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed5 schema fields changedOct 22, 2026

changedInput schema / properties / binding_id / description

Previous value: -"metric_update: binding id (atisbo_lookup mode=get, metrics[].id)."New value: +"metric_update: binding id (lookup get, metrics[].id)."

changedInput schema / properties / mode / description

Previous value: -"Notes per mode in meta.guidance."New value: +"Per-mode notes in meta.guidance."

changedInput schema / properties / mode / enum

Previous value: -[
-  "apply",
-  "create",
-  "rename",
-  "delete",
-  "generate_nodes",
-  "create_node",
-  "update_node",
-  "delete_node",
-  "anchor",
-  "create_edge",
-  "delete_edge",
-  "metric_bind",
-  "metric_update",
-  "preview_claim_snipes",
-  "sync_claim_snipes",
-  "regroup",
-  "link_claims"
-]New value: +[
+  "apply",
+  "create",
+  "rename",
+  "delete",
+  "generate_nodes",
+  "create_node",
+  "update_node",
+  "delete_node",
+  "anchor",
+  "create_edge",
+  "delete_edge",
+  "metric_bind",
+  "metric_update",
+  "preview_claim_snipes",
+  "sync_claim_snipes",
+  "regroup",
+  "link_claims",
+  "build_macros"
+]

changedInput schema / properties / preview / description

Previous value: -"regroup: read-only preview — ALWAYS run it first."New value: +"regroup / build_macros: read-only preview: run first."

changedInput schema / properties / workspace_wide / description

Previous value: -"regroup: explicit YES to run WORKSPACE-WIDE (refused without it)."New value: +"regroup: explicit YES to run WORKSPACE-WIDE (refused without)."

Changed4 schema fields changedOct 15, 2026

changedInput schema / properties / binding_id / description

Previous value: -"metric_update: binding to update (atisbo_lookup mode=get, metrics[].id)."New value: +"metric_update: binding id (atisbo_lookup mode=get, metrics[].id)."

changedInput schema / properties / claim_id / description

Previous value: -"Claim UUID (from a name: atisbo_lookup mode=resolve)"New value: +"Claim UUID (atisbo_lookup mode=resolve)"

changedInput schema / properties / historical_data / description

Previous value: -"metric_update: full series REPLACEMENT (omit to append current_value)."New value: +"metric_update: full series REPLACEMENT (omit = append now)."

changedInput schema / properties / updated_at / description

Previous value: -"metric_update: binding updated_at from your last read (stale edits fail)."New value: +"metric_update: updated_at from your last read (stale edits fail)."

Changed1 schema field changedOct 13, 2026

changedInput schema / properties / claim_id / description

Previous value: -"Claim UUID — resolve names with atisbo_lookup mode=resolve first"New value: +"Claim UUID (from a name: atisbo_lookup mode=resolve)"

Changed6 schema fields changedSep 30, 2026

changedInput schema / properties / direction / description

Previous value: -"regroup: broader merges similar claims; specific splits them."New value: +"regroup: broader merges; specific splits."

changedInput schema / properties / note / description

Previous value: -"link_claims: why these claims sit under this driver; stored on every link."New value: +"link_claims: rationale stored on every link."

changedInput schema / properties / preview / description

Previous value: -"regroup: read-only preview. ALWAYS preview before executing."New value: +"regroup: read-only preview — ALWAYS run it first."

changedInput schema / properties / regroup_level / description

Previous value: -"regroup direction=broader: merge aggressiveness."New value: +"regroup broader: merge aggressiveness."

changedInput schema / properties / target_threshold / description

Previous value: -"regroup direction=specific: split similarity threshold."New value: +"regroup direction=specific: split threshold."

addedInput schema / properties / workspace_wide

Added value: +{
+  "description": "regroup: explicit YES to run WORKSPACE-WIDE (refused without it).",
+  "type": "boolean"
+}

Changed1 schema field changedSep 30, 2026
- removedOutput schema / required
```
Removed value: -[
-  "result"
-]
```

Changed1 schema field changedSep 30, 2026

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "properties": {
+    "result": {}
+  },
+  "required": [
+    "result"
+  ],
+  "type": "object"
+}

Changed20 schema fields changedSep 27, 2026
- removedInput schema / properties / anchors / minItems
```
Removed value: -1
```
- removedInput schema / properties / assignments / items / properties / branchKey / minLength
```
Removed value: -1
```
- removedInput schema / properties / assignments / items / properties / branchName / minLength
```
Removed value: -1
```
- removedInput schema / properties / assignments / items / properties / branch_key / minLength
```
Removed value: -1
```
- removedInput schema / properties / assignments / items / properties / branch_name / minLength
```
Removed value: -1
```
- removedInput schema / properties / bindingId
```
Removed value: -{
-  "description": "Alias for binding_id.",
-  "format": "uuid",
-  "type": "string"
-}
```
- removedInput schema / properties / branch_options / items / properties / key / minLength
```
Removed value: -1
```
- removedInput schema / properties / branch_options / items / properties / label / minLength
```
Removed value: -1
```
- removedInput schema / properties / branch_options / minItems
```
Removed value: -1
```
- removedInput schema / properties / branches / items / properties / name / minLength
```
Removed value: -1
```
- removedInput schema / properties / branches / minItems
```
Removed value: -1
```
- removedInput schema / properties / claim_ids / minItems
```
Removed value: -1
```
- removedInput schema / properties / currentValue
```
Removed value: -{
-  "description": "Alias for current_value.",
-  "type": "number"
-}
```
- removedInput schema / properties / historicalData
```
Removed value: -{
-  "description": "Alias for historical_data.",
-  "items": {
-    "properties": {
-      "date": {
-        "type": "string"
-      },
-      "value": {
-        "type": "number"
-      }
-    },
-    "required": [
-      "date",
-      "value"
-    ],
-    "type": "object"
-  },
-  "maxItems": 365,
-  "type": "array"
-}
```
- removedInput schema / properties / metric_name / minLength
```
Removed value: -1
```
- removedInput schema / properties / name / minLength
```
Removed value: -1
```
- removedInput schema / properties / provider / minLength
```
Removed value: -1
```
- removedInput schema / properties / time_range_days / maximum
```
Removed value: -9007199254740991
```
- removedInput schema / properties / time_range_days / minimum
```
Removed value: --9007199254740991
```
- removedInput schema / properties / updatedAt
```
Removed value: -{
-  "description": "Alias for updated_at.",
-  "format": "date-time",
-  "type": "string"
-}
```

Changed7 schema fields changedSep 26, 2026

changedInput schema / properties / assignments / items / description

Previous value: -"One snippet per L2 branch: snippet_id + branch_key (branch_name derives)."New value: +"One snippet per L2 branch: snippet_id + branch_key."

changedInput schema / properties / binding_id / description

Previous value: -"metric_update: binding to update — from atisbo_lookup mode=get (metrics[].id)."New value: +"metric_update: binding to update (atisbo_lookup mode=get, metrics[].id)."

changedInput schema / properties / direction / description

Previous value: -"regroup: broader merges similar claims, specific splits claims apart."New value: +"regroup: broader merges similar claims; specific splits them."

changedInput schema / properties / historical_data / description

Previous value: -"metric_update: full series REPLACEMENT. Omit to append current_value instead."New value: +"metric_update: full series REPLACEMENT (omit to append current_value)."

changedInput schema / properties / name / description

Previous value: -"Map, node, or metric name depending on mode."New value: +"Map, node, or metric name."

changedInput schema / properties / regroup_level / description

Previous value: -"For mode=regroup, direction=broader: how aggressively to merge."New value: +"regroup direction=broader: merge aggressiveness."

changedInput schema / properties / updated_at / description

Previous value: -"metric_update: binding updated_at from your last read; concurrent edits fail STALE_DATA."New value: +"metric_update: binding updated_at from your last read (stale edits fail)."

Changed3 schema fields changedSep 26, 2026

changedInput schema / properties / branches / items / properties / description / description
```
Previous value: -"Branch description. ≤2000 chars."New value: +"Branch description."
```

changedInput schema / properties / description / description

Previous value: -"Map/node/branch description. ≤2000 chars."New value: +"Map/node/branch description."

changedInput schema / properties / target_threshold / description

Previous value: -"regroup direction=specific: split similarity threshold (0.50–0.98)."New value: +"regroup direction=specific: split similarity threshold."

Changed6 schema fields changedSep 24, 2026

changedInput schema / properties / current_value / description

Previous value: -"metric_update: today's value; same-day re-entry replaces, not stacks."New value: +"metric_update: today's value; same-day re-entry replaces it."

changedInput schema / properties / historical_data / description

Previous value: -"metric_update: full series REPLACEMENT. Omit to append current_value as a same-day point instead."New value: +"metric_update: full series REPLACEMENT. Omit to append current_value instead."

changedInput schema / properties / preview / description

Previous value: -"regroup: read-only preview of the merge/split. ALWAYS preview before executing."New value: +"regroup: read-only preview. ALWAYS preview before executing."

changedInput schema / properties / provider / description

Previous value: -"Metric provider, e.g. posthog, amplitude, stripe, manual."New value: +"Metric provider: posthog, amplitude, stripe, manual…"

changedInput schema / properties / target_threshold / description

Previous value: -"For mode=regroup, direction=specific: split similarity threshold (0.50–0.98)."New value: +"regroup direction=specific: split similarity threshold (0.50–0.98)."

changedInput schema / properties / updated_at / description

Previous value: -"metric_update: binding updated_at from your last read; concurrent edits fail STALE_DATA rather than overwrite."New value: +"metric_update: binding updated_at from your last read; concurrent edits fail STALE_DATA."

Changed1 schema field changedSep 23, 2026

changedInput schema / properties / mode / description

Previous value: -"Mode-specific notes return in meta.guidance after the call."New value: +"Notes per mode in meta.guidance."

Changed1 schema field changedSep 22, 2026

changedInput schema / properties / binding_id / description

Previous value: -"metric_update: binding to update — from atisbo_lookup mode=node (metrics[].id)."New value: +"metric_update: binding to update — from atisbo_lookup mode=get (metrics[].id)."

Changed2 schema fields changedSep 18, 2026

changedInput schema / properties / assignments / items / description

Previous value: -"One snippet per L2 branch: snippet_id + branch_key; branch_name derives from the key."New value: +"One snippet per L2 branch: snippet_id + branch_key (branch_name derives)."

changedInput schema / properties / current_value / description

Previous value: -"metric_update: today's value; appended as a same-day point when no historical_data (re-entry replaces it, not stacked)."New value: +"metric_update: today's value; same-day re-entry replaces, not stacks."

Changed1 schema field changedSep 8, 2026
- addedInput schema / required
```
Added value: +[
+  "mode"
+]
```
First observedSep 1, 2026

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