Dayze — Life Context

Life Context Pack

get_context_pack

Read-only

Life Context pack for one Dayze account (account names it — with more than one Dayze connection, say which account you are answering from): identity, pulse, people, next actions, memories, quizzes, recent consented place visits, and traced facts. Use include_*=false to omit default sections; current location and money stay opt-in. Spec: https://dayze.com/docs/life-context Records carry inspect_url (their Dayze page): cite with it, never build a link from an id; a record without one has no page (inspect_note says which). ($0.20; API key required)

Input Schema

TableJSON Schema

Name	Required	Description
`q`	No	Alias for query.
`at`	No	ISO date-time to answer as of (default now), e.g. 2026-09-26T09:00:00+08:00.
`focus`	No	Optional focus hint echoed in the pack (e.g. places, travel, people)
`query`	No	Question that guides facts and memories.
`timezone`	No	IANA time zone for today (default: where the user is now, else their home zone).
`include_money`	No	Include the private cashflow summary
`include_trips`	No	Include recent/upcoming trips from completed travel history
`include_places`	No	Include recent canonical places.
`include_location`	No	Include city/country label; never returns a precise address
`include_memories`	No	Include recent memories.
`include_place_visits`	No	Include recent venue visits; never a GPS trail
`include_quiz_results`	No	Include latest quiz results.
`include_relationships`	No	Include people and relationship context.

Output Schema

TableJSON Schema

Name	Required	Description
`ok`	No
`error`	No	Present when life state is unavailable.
`facts`	No	Question-aware personal facts, in selection order.
`focus`	No
`pulse`	Yes
`query`	No
`trace`	No	Which facts were supplied and why. fact_ids equals facts[].id.
`trips`	No	Recent trips when include_trips=true.
`places`	No	Recent canonical places when include_places=true.
`account`	No	The Dayze account this data belongs to. With more than one Dayze connection, name it in the answer.
`omitted`	No	Facts left out, counted by reason.
`partial`	No
`identity`	Yes
`memories`	No
`protocol`	Yes	Life Context metadata.
`sections`	No	Per-section ok/error status for partial packs.
`redaction`	No	pii redacted\|raw; sensitive_topics the caller may receive; counts of sensitive trackers / memories withheld.
`whats_next`	Yes
`known_facts`	No
`who_matters`	No
`generated_at`	No
`inspect_note`	No	How to cite: link each record with its inspect_url, never a link built from an id; which record types here have no Dayze page.
`place_visits`	No
`preferred_tool`	Yes

Schema Changelog

Changes observed during successful MCP inspections.

Changed3 schema fields changedSep 30, 2026

addedInput schema / properties / at

Added value: +{
+  "description": "ISO date-time to answer as of (default now), e.g. 2026-09-26T09:00:00+08:00.",
+  "type": "string"
+}

addedInput schema / properties / q

Added value: +{
+  "description": "Alias for query.",
+  "type": "string"
+}

addedInput schema / properties / timezone

Added value: +{
+  "description": "IANA time zone for today (default: where the user is now, else their home zone).",
+  "type": "string"
+}

Changed2 schema fields changedSep 29, 2026

addedOutput schema / properties / facts / items / properties / inspect_url

Added value: +{
+  "description": "PHI-434: the Dayze page for this record, when it has one. Cite with it.",
+  "type": "string"
+}

addedOutput schema / properties / inspect_note

Added value: +{
+  "description": "How to cite: link each record with its inspect_url, never a link built from an id; which record types here have no Dayze page.",
+  "type": "string"
+}

Changed1 schema field changedSep 26, 2026

addedOutput schema / properties / account

Added value: +{
+  "additionalProperties": false,
+  "description": "The Dayze account this data belongs to. With more than one Dayze connection, name it in the answer.",
+  "properties": {
+    "display_name": {
+      "description": "Account display name.",
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "handle": {
+      "description": "Account handle, e.g. @goh.",
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "note": {
+      "description": "How to disclose the account to the user.",
+      "type": "string"
+    },
+    "qa_fixture": {
+      "description": "True for a known QA test account: its records are fixture data, not a real life.",
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "handle",
+    "display_name",
+    "qa_fixture",
+    "note"
+  ],
+  "type": "object"
+}

Changed1 schema field changedSep 26, 2026

addedOutput schema / properties / redaction

Added value: +{
+  "additionalProperties": true,
+  "description": "pii redacted|raw; sensitive_topics the caller may receive; counts of sensitive trackers / memories withheld.",
+  "type": "object"
+}

Changed1 schema field changedSep 26, 2026
- changedOutput schema / properties / protocol / description
```
Previous value: -"Life Context Protocol metadata."New value: +"Life Context metadata."
```

Changed7 schema fields changedSep 26, 2026

changedInput schema / properties / include_memories / description

Previous value: -"Include recent memories (default true; false wins even with a query)."New value: +"Include recent memories."

addedInput schema / properties / include_place_visits

Added value: +{
+  "default": true,
+  "description": "Include recent venue visits; never a GPS trail",
+  "type": "boolean"
+}

changedInput schema / properties / include_places / description

Previous value: -"Include recent canonical places (venue-level, no GPS points)"New value: +"Include recent canonical places."

changedInput schema / properties / include_quiz_results / description

Previous value: -"Include latest quiz results (slug, result_type, result_data)."New value: +"Include latest quiz results."

changedInput schema / properties / include_relationships / description

Previous value: -"Include who_matters (inner-circle, relationship health, reach-out)."New value: +"Include people and relationship context."

changedInput schema / properties / query / description

Previous value: -"Optional question; drives facts/trace (family, names, dates, merchants) and memories."New value: +"Question that guides facts and memories."

addedOutput schema / properties / place_visits

Added value: +{
+  "items": {
+    "additionalProperties": true,
+    "description": "Recent place visit.",
+    "type": "object"
+  },
+  "type": "array"
+}

Changed1 schema field changedSep 26, 2026

changedOutput schema / properties / known_facts / items / description

Previous value: -"A personal fact Dayze currently serves: ref, kind, text, source. Read live; disputed or no-longer-true facts are left out."New value: +"A correctable contact, learned fact or memory from the facts slice: ref (in trace.fact_ids), kind, text, source. Disputed or no-longer-true facts are left out."

Changed7 schema fields changedSep 25, 2026

changedInput schema / properties / include_memories / description

Previous value: -"Include recent memories (default true). A query always enables focused memories."New value: +"Include recent memories (default true; false wins even with a query)."

changedInput schema / properties / include_quiz_results / description

Previous value: -"Include latest quiz results (slug, result_type, result_data). Default true."New value: +"Include latest quiz results (slug, result_type, result_data)."

changedInput schema / properties / include_relationships / description

Previous value: -"Include who_matters (inner-circle, relationship health, reach-out). Default true."New value: +"Include who_matters (inner-circle, relationship health, reach-out)."

changedInput schema / properties / query / description

Previous value: -"Optional focus query for semantic memories"New value: +"Optional question; drives facts/trace (family, names, dates, merchants) and memories."

addedOutput schema / properties / facts

Added value: +{
+  "description": "Question-aware personal facts, in selection order.",
+  "items": {
+    "additionalProperties": true,
+    "description": "One personal fact chosen for the question. Same ids as Dayze chat.",
+    "properties": {
+      "age_label": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "confidence": {
+        "type": [
+          "number",
+          "null"
+        ]
+      },
+      "evidence_ref": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "id": {
+        "description": "Table-qualified record id, e.g. people:<uuid> or events:<id>.",
+        "type": "string"
+      },
+      "kind": {
+        "type": "string"
+      },
+      "last_confirmed_at": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "observed_at": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "provenance": {
+        "description": "stated, observed, inferred or imported.",
+        "type": "string"
+      },
+      "source": {
+        "type": "string"
+      },
+      "source_label": {
+        "description": "Where the fact came from, e.g. \"from Contacts\".",
+        "type": "string"
+      },
+      "source_ref": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "state": {
+        "description": "current, planned, completed, stale (age_label set) or disputed.",
+        "type": "string"
+      },
+      "text": {
+        "type": "string"
+      },
+      "tier": {
+        "description": "entity, join, static, dynamic or vector.",
+        "type": "string"
+      }
+    },
+    "required": [
+      "id",
+      "kind",
+      "text",
+      "state",
+      "source_label"
+    ],
+    "type": "object"
+  },
+  "type": "array"
+}

addedOutput schema / properties / omitted

Added value: +{
+  "description": "Facts left out, counted by reason.",
+  "items": {
+    "additionalProperties": true,
+    "properties": {
+      "count": {
+        "type": "number"
+      },
+      "kind": {
+        "type": "string"
+      },
+      "reason": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "reason",
+      "kind",
+      "count"
+    ],
+    "type": "object"
+  },
+  "type": "array"
+}

addedOutput schema / properties / trace

Added value: +{
+  "additionalProperties": true,
+  "description": "Which facts were supplied and why. fact_ids equals facts[].id.",
+  "properties": {
+    "assembler": {
+      "type": "string"
+    },
+    "budget_tokens": {
+      "type": "number"
+    },
+    "caller": {
+      "type": "string"
+    },
+    "fact_ids": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "question": {
+      "type": "string"
+    },
+    "scope_key": {
+      "type": "string"
+    },
+    "selection_notes": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "used_tokens": {
+      "type": "number"
+    }
+  },
+  "required": [
+    "fact_ids",
+    "assembler"
+  ],
+  "type": "object"
+}

Changed1 schema field changedSep 25, 2026

addedOutput schema / properties / known_facts

Added value: +{
+  "items": {
+    "additionalProperties": true,
+    "description": "A personal fact Dayze currently serves: ref, kind, text, source. Read live; disputed or no-longer-true facts are left out.",
+    "type": "object"
+  },
+  "type": "array"
+}

Changed1 schema field changedSep 14, 2026

addedInput schema / properties / include_quiz_results

Added value: +{
+  "default": true,
+  "description": "Include latest quiz results (slug, result_type, result_data). Default true.",
+  "type": "boolean"
+}

Changed5 schema fields changedSep 3, 2026

addedOutput schema / properties / error

Added value: +{
+  "description": "Present when life state is unavailable.",
+  "type": "string"
+}

addedOutput schema / properties / generated_at
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / ok
```
Added value: +{
+  "type": "boolean"
+}
```
addedOutput schema / properties / partial
```
Added value: +{
+  "type": "boolean"
+}
```

addedOutput schema / properties / sections

Added value: +{
+  "additionalProperties": true,
+  "description": "Per-section ok/error status for partial packs.",
+  "type": "object"
+}

Changed6 schema fields changedSep 1, 2026

addedInput schema / properties / focus

Added value: +{
+  "description": "Optional focus hint echoed in the pack (e.g. places, travel, people)",
+  "type": "string"
+}

addedInput schema / properties / include_places

Added value: +{
+  "default": false,
+  "description": "Include recent canonical places (venue-level, no GPS points)",
+  "type": "boolean"
+}

addedInput schema / properties / include_trips

Added value: +{
+  "default": false,
+  "description": "Include recent/upcoming trips from completed travel history",
+  "type": "boolean"
+}

addedOutput schema / properties / focus

Added value: +{
+  "type": [
+    "string",
+    "null"
+  ]
+}

addedOutput schema / properties / places

Added value: +{
+  "additionalProperties": true,
+  "description": "Recent canonical places when include_places=true.",
+  "type": "object"
+}

addedOutput schema / properties / trips

Added value: +{
+  "additionalProperties": true,
+  "description": "Recent trips when include_trips=true.",
+  "type": "object"
+}

Changed1 schema field changedAug 31, 2026

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "identity": {
+      "additionalProperties": true,
+      "type": "object"
+    },
+    "memories": {
+      "additionalProperties": true,
+      "type": "object"
+    },
+    "preferred_tool": {
+      "type": "string"
+    },
+    "protocol": {
+      "additionalProperties": true,
+      "description": "Life Context Protocol metadata.",
+      "type": "object"
+    },
+    "pulse": {
+      "additionalProperties": true,
+      "type": "object"
+    },
+    "query": {
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "whats_next": {
+      "additionalProperties": true,
+      "type": "object"
+    },
+    "who_matters": {
+      "additionalProperties": true,
+      "type": "object"
+    }
+  },
+  "required": [
+    "protocol",
+    "preferred_tool",
+    "identity",
+    "pulse",
+    "whats_next"
+  ],
+  "type": "object"
+}

Changed4 schema fields changedAug 31, 2026

changedInput schema / properties / include_memories / default
```
Previous value: -falseNew value: +true
```

changedInput schema / properties / include_memories / description

Previous value: -"Include recent memories when no query is provided; a query always enables focused memories"New value: +"Include recent memories (default true). A query always enables focused memories."

changedInput schema / properties / include_relationships / default
```
Previous value: -falseNew value: +true
```

changedInput schema / properties / include_relationships / description

Previous value: -"Include inner-circle, relationship health, and reach-out suggestions"New value: +"Include who_matters (inner-circle, relationship health, reach-out). Default true."

Changed4 schema fields changedAug 31, 2026

addedInput schema / properties / include_location

Added value: +{
+  "default": false,
+  "description": "Include city/country label; never returns a precise address",
+  "type": "boolean"
+}

addedInput schema / properties / include_memories

Added value: +{
+  "default": false,
+  "description": "Include recent memories when no query is provided; a query always enables focused memories",
+  "type": "boolean"
+}

addedInput schema / properties / include_money

Added value: +{
+  "default": false,
+  "description": "Include the private cashflow summary",
+  "type": "boolean"
+}

addedInput schema / properties / include_relationships

Added value: +{
+  "default": false,
+  "description": "Include inner-circle, relationship health, and reach-out suggestions",
+  "type": "boolean"
+}

AddedJul 14, 2026

TDQS

A4/5.0

Behavior5/5

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

With readOnlyHint/destructiveHint already covering safety, the description still adds a lot: a $0.20 cost, an API key requirement, explicit privacy framing ('never returns a precise address', 'never a GPS trail'), and citation rules for returned records ('cite with inspect_url, never build a link from an id; a record without one has no page (inspect_note says which)'). These are behavioral facts an agent could not get from annotations or schema.

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

Conciseness4/5

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

It is dense but front-loaded: content inventory first, then opt-out mechanics, then citation rules, with the spec link and price at the end. Every sentence carries information, though the run-on enumeration and parentheticals make it heavier than ideal.

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?

For a 13-parameter composite tool with an output schema present, the description covers account scoping, section opt-outs, privacy defaults, pricing, and even the interpretation of returned inspect_url/inspect_note fields. The one notable omission is routing relative to get_life_context and the notable_* family.

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

Parameters4/5

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

Schema coverage is 100%, so the baseline is 3, but the description adds cross-parameter semantics the schema cannot: which sections are default-on versus opt-in, that 'current location and money stay opt-in', and that a given section is suppressed with include_*=false. The account-selection note also gives context for the `account` parameter that the schema does not.

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

Purpose4/5

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

The description gives a specific verb+resource ('Life Context pack for one Dayze account') and enumerates exactly what the pack contains: identity, pulse, people, next actions, memories, quizzes, place visits, traced facts. It is clearly a broad read-only aggregate rather than a single-domain getter. It does not, however, explicitly distinguish itself from the close siblings get_life_context, notable_pack, or notable_profile, which an agent must otherwise infer from names alone.

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

Usage Guidelines3/5

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

It gives real operational guidance for account selection ('with more than one Dayze connection, say which account you are answering from') and for tuning output ('Use include_*=false to omit default sections; current location and money stay opt-in'). What is missing is when to prefer this composite pack over get_life_context or the notable_* siblings — the usage guidance is param-tuning rather than tool-selection.

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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Life Context Pack

Input Schema

Output Schema

Schema Changelog

TDQS

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