AIOProductOS MCP

Official71 toolsLive

by AIOProductOS · JavaScript

AIOProductOS: revenue, feedback, work and analytics on one customer record. 71 tools, 3 apps.

com.aioproductos/mcp (AIOProductOS) MCP Server

AIOProductOS: revenue, feedback, work and analytics on one customer record. The server provides 71 tools and includes 3 apps. It connects an AIOProductOS workspace to Claude Code, enabling access to the workspace’s customer-record data via MCP.

🛠️ Key Features

71 tools
3 apps
Unified customer record covering revenue, feedback, work, and analytics

🚀 Use Cases

Connect an AIOProductOS workspace to Claude Code
Access customer-record data for revenue, feedback, work, and analytics

⚡ Developer Benefits

Standardized MCP server integration for Claude Code
Tool-based interface (71 tools) backed by AIOProductOS workspace data

⚠️ Limitations

Available information only states the server’s scope (customer record and supported data types) and counts of tools/apps; specific tool names and behaviors are not provided here.

Captured live from the server via tools/list.

get_pm_playbook

How to operate as a product manager on AIOProductOS. No arguments and no side effects — returns the same operating guide as plain text every call (deterministic): how to ground in the product brain, keep work welded to the spine (insight→feature→task→outcome), prioritise on evidence (affected accounts + MRR + reach), and what 'done' means. Call it FIRST, before planning or prioritising, to load the house rules the other tools assume.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {}
}

whoami

Show the connected AIOProductOS identity (org, member) AND the org's products (id, name, is_primary). Read-only; returns the identity plus the product list. For a multi-product org, call this first to get the product ids, then pass one as `product_id` to any product-scoped tool; omit product_id to use the primary.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {}
}

pm_meta

List the org's PM lists, statuses, members, and features as id+name pairs. Read-only; returns arrays for resolution only (list_features carries the richer catalogue). Call it to turn a name into an id before create_task / update_task — never guess an id.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {}
}

get_product_brain

A grounded snapshot of the org's product so YOU can reason about it. Returns one JSON object with: revenue + top paying accounts (ranked by MRR), web + product analytics headline metrics, the feature list, recent verbatim customer signals (newest first), and open-work counts — each block empty when that source isn't flowing yet. The time-windowed sections (revenue, cost, web + product analytics, feature usage) honour `window` (7 | 30 | 90 days, default 30). Single call, no pagination. Start here to ground, then go deeper with the dedicated list_* reads and the analytics tools. Optional product_id (the org's primary product when omitted).

Parameters2

product_id	string	optional	Product id, from whoami (optional; the org's primary product when omitted).
window	number	optional	Time window in days for the revenue, cost, and analytics sections (optional; 7, 30, or 90; default 30).

Raw schema

{
  "type": "object",
  "properties": {
    "product_id": {
      "type": "string",
      "description": "Product id, from whoami (optional; the org's primary product when omitted)."
    },
    "window": {
      "type": "number",
      "enum": [
        7,
        30,
        90
      ],
      "default": 30,
      "description": "Time window in days for the revenue, cost, and analytics sections (optional; 7, 30, or 90; default 30)."
    }
  }
}

get_weekly_signal_memo

The Weekly Product Signal Memo — the last 7 days of customer signal clustered into themes (insights grouped by feature, ranked by the revenue behind them) with verbatim quotes, week-over-week deltas (new / repeated / stronger / weaker), concluded experiments, and shipped releases. Deterministic — every count is off real rows, no fabricated quotes. Optional `week` (ISO 'YYYY-Www') for a past week; `generate=1` rebuilds + persists the current week now. Read-only apart from that rebuild; returns the persisted memo, empty when the requested week has none. Open a weekly review with it, then drill into a theme with list_insights.

Parameters2

week	string	optional	ISO week to fetch, format 'YYYY-Www' e.g. '2026-W27' (optional; the latest persisted week when omitted).
generate	string	optional	Pass '1' to rebuild and persist the current week's memo now instead of reading the stored one (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "week": {
      "type": "string",
      "description": "ISO week to fetch, format 'YYYY-Www' e.g. '2026-W27' (optional; the latest persisted week when omitted)."
    },
    "generate": {
      "type": "string",
      "description": "Pass '1' to rebuild and persist the current week's memo now instead of reading the stored one (optional)."
    }
  }
}

get_roadmap_drift

Planned vs shipped features over a window: a drift score (0-100, 100 = perfect alignment), counts (planned / shipped / on-time / slipped / unplanned / orphaned), median slip days, and the top slipped + unplanned ships. Deterministic, no LLM cost. window = week | month | quarter (default quarter); optional product_id. Read-only; returns the drift report, zeroed when nothing was planned or shipped in the window. Use it in planning reviews to check delivery against the roadmap, then open the slipped features with list_features.

Parameters2

window	string	optional	Lookback window to compare planned vs shipped over (optional; default quarter).
product_id	string	optional	Product id, from whoami (optional; spans all the org's products when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "window": {
      "type": "string",
      "enum": [
        "week",
        "month",
        "quarter"
      ],
      "default": "quarter",
      "description": "Lookback window to compare planned vs shipped over (optional; default quarter)."
    },
    "product_id": {
      "type": "string",
      "description": "Product id, from whoami (optional; spans all the org's products when omitted)."
    }
  },
  "examples": [
    {
      "window": "quarter"
    }
  ]
}

get_customer_360

Everything about ONE customer, resolved by id, email, domain, or company name: profile, subscription + MRR, how many users sit under the account, and their verbatim feedback. Read-only; returns the matched account, or an empty result when nothing matches the query. The money + people + voice join on one record — call it before answering anything about a specific account.

Parameters1

query

string

required

The account to resolve: an account id, a user's email, a company domain (e.g. 'acme.com'), or a company name.

Raw schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "description": "The account to resolve: an account id, a user's email, a company domain (e.g. 'acme.com'), or a company name."
    }
  },
  "required": [
    "query"
  ],
  "examples": [
    {
      "query": "acme.com"
    }
  ]
}

analyze_nps

NPS for the product: the standard −100…100 score AND revenue-weighted NPS (each respondent weighted by their account MRR), plus detractor accounts ranked by MRR-at-risk (highest first). Surfaces when your biggest customers are the unhappy ones even if the headline looks fine. Computed deterministically off survey responses inside `window_days` (default 90, valid 1–365); returns an empty result when none fall in the window. product_id optional (primary product when omitted). Quantify sentiment after get_product_brain, then dig into a detractor with get_customer_360.

Parameters2

product_id	string	optional	Product id, from whoami (optional; the org's primary product when omitted).
window_days	number	optional	Lookback window in days (optional; default 90, i.e. the last quarter).

Raw schema

{
  "type": "object",
  "properties": {
    "product_id": {
      "type": "string",
      "description": "Product id, from whoami (optional; the org's primary product when omitted)."
    },
    "window_days": {
      "type": "number",
      "description": "Lookback window in days (optional; default 90, i.e. the last quarter).",
      "default": 90,
      "minimum": 1
    }
  },
  "examples": [
    {
      "window_days": 90
    }
  ]
}

analyze_nrr

Net Revenue Retention (revenue-weighted) next to logo retention (count-weighted), the expansion/contraction/churn split, and the accounts that lost the most MRR (ranked, highest loss first). The divergence is the point: '92% of logos but 78% of revenue' means a big account churned. Computed deterministically off subscription movements inside `window_days` (default 90, valid 1–365); empty when none fall in the window. Quantify revenue health, then follow the top-losing accounts into get_customer_360.

Parameters1

window_days

number

optional

Lookback window in days (optional; default 90, i.e. the last quarter).

Raw schema

{
  "type": "object",
  "properties": {
    "window_days": {
      "type": "number",
      "description": "Lookback window in days (optional; default 90, i.e. the last quarter).",
      "default": 90,
      "minimum": 1
    }
  },
  "examples": [
    {
      "window_days": 90
    }
  ]
}

analyze_funnel

Build a conversion funnel from the product's own events: distinct users per step, step-to-step conversion %, and drop-off, evaluated in the exact order you pass. Needs product-analytics events flowing; returns empty counts when none match. Pass `steps` as an ordered list of 2+ event names — call it with NO steps first to get the menu of available event names rather than guessing them. Optional product_id and window_days (default 30, valid 1–365). Pairs with analyze_paths to see where the drop-offs go.

Parameters3

steps	array	optional	Ordered list of 2+ event names forming the funnel; omit to get the menu of available event names first.
product_id	string	optional	Product id, from whoami (optional; the org's primary product when omitted).
window_days	number	optional	Lookback window in days (optional; default 30).

Raw schema

{
  "type": "object",
  "properties": {
    "steps": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Ordered list of 2+ event names forming the funnel; omit to get the menu of available event names first."
    },
    "product_id": {
      "type": "string",
      "description": "Product id, from whoami (optional; the org's primary product when omitted)."
    },
    "window_days": {
      "type": "number",
      "description": "Lookback window in days (optional; default 30).",
      "default": 30,
      "minimum": 1
    }
  },
  "examples": [
    {
      "steps": [
        "signup",
        "activated",
        "subscribed"
      ]
    }
  ]
}

get_retention

Weekly cohort retention for the product: users grouped by first-seen week (one row per cohort, newest last), with the share still active each subsequent week — a lower-triangular grid. Needs product-analytics events flowing; returns empty cohorts when the product has none. window_days default 56 = 8 weekly cohorts (min 7; roughly one extra cohort per added 7 days). product_id optional (primary product when omitted).

Parameters2

product_id	string	optional	Product id, from whoami (optional; the org's primary product when omitted).
window_days	number	optional	Lookback window in days (optional; default 56 = 8 weekly cohorts).

Raw schema

{
  "type": "object",
  "properties": {
    "product_id": {
      "type": "string",
      "description": "Product id, from whoami (optional; the org's primary product when omitted)."
    },
    "window_days": {
      "type": "number",
      "description": "Lookback window in days (optional; default 56 = 8 weekly cohorts).",
      "default": 56,
      "minimum": 7
    }
  },
  "examples": [
    {
      "window_days": 56
    }
  ]
}

analyze_paths

Trace what users do AFTER a start event — the journey flow (Sankey) from the product's own events. Returns the next-step transitions ranked by user count (most common first), empty when no events match. Pass `start` to anchor on an event, or omit for the most common start (call analyze_funnel with no steps to list the event names). Optional product_id and window_days (default 30, valid 1–365).

Parameters3

start	string	optional	Event name to anchor the flow on (optional; the most common start event when omitted — analyze_funnel with no steps lists the event names).
product_id	string	optional	Product id, from whoami (optional; the org's primary product when omitted).
window_days	number	optional	Lookback window in days (optional; default 30).

Raw schema

{
  "type": "object",
  "properties": {
    "start": {
      "type": "string",
      "description": "Event name to anchor the flow on (optional; the most common start event when omitted — analyze_funnel with no steps lists the event names)."
    },
    "product_id": {
      "type": "string",
      "description": "Product id, from whoami (optional; the org's primary product when omitted)."
    },
    "window_days": {
      "type": "number",
      "description": "Lookback window in days (optional; default 30)."
    }
  },
  "examples": [
    {
      "start": "signup"
    }
  ]
}

list_tasks

List the org's board tasks and return the matches with their status, priority, assignees, and any linked feature/insight/sprint. Optionally narrow by status_id or list_id — resolve either via pm_meta. Read-only; returns an empty list when nothing matches. Use it to find a task id before get_task, update_task, or comment_on_task.

Parameters2

status_id	string	optional	Only tasks in this status; resolve the id via pm_meta (optional).
list_id	string	optional	Only tasks on this list; resolve the id via pm_meta (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "status_id": {
      "type": "string",
      "description": "Only tasks in this status; resolve the id via pm_meta (optional)."
    },
    "list_id": {
      "type": "string",
      "description": "Only tasks on this list; resolve the id via pm_meta (optional)."
    }
  }
}

get_task

Get one task by id and return it with its full comments and assignees. Read-only. Resolve the id first with list_tasks — never guess it; pair with update_task or comment_on_task to act on what you read.

Parameters1

string

required

Task id, from list_tasks.

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Task id, from list_tasks."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "task_8f3a"
    }
  ]
}

create_task

Create a task and return the created task. list_id defaults to the org's first list when omitted; feature_id / insight_id link it to the spine and sprint_id schedules it into a sprint. Resolve list/status/feature/insight/member ids via pm_meta and sprint_id via list_sprints — never guess them. Only title is required.

Parameters9

title	string	required	Task title (the only required field).
description	string	optional	Task body / details (optional).
priority	string	optional	Priority level, urgent highest (optional).
list_id	string	optional	List to create the task on; resolve the id via pm_meta (optional; the org's first list when omitted).
status_id	string	optional	Initial status; resolve the id via pm_meta (optional).
feature_id	string	optional	Feature id to link on the spine, from pm_meta or list_features (optional).
insight_id	string	optional	Insight id to link on the spine, from list_insights (optional).
sprint_id	string	optional	Schedule into a sprint (optional; resolve the id via list_sprints).
assignee_member_ids	array	optional	Member ids to assign, from pm_meta (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "title": {
      "type": "string",
      "description": "Task title (the only required field)."
    },
    "description": {
      "type": "string",
      "description": "Task body / details (optional)."
    },
    "priority": {
      "type": "string",
      "enum": [
        "urgent",
        "high",
        "normal",
        "low"
      ],
      "description": "Priority level, urgent highest (optional)."
    },
    "list_id": {
      "type": "string",
      "description": "List to create the task on; resolve the id via pm_meta (optional; the org's first list when omitted)."
    },
    "status_id": {
      "type": "string",
      "description": "Initial status; resolve the id via pm_meta (optional)."
    },
    "feature_id": {
      "type": "string",
      "description": "Feature id to link on the spine, from pm_meta or list_features (optional)."
    },
    "insight_id": {
      "type": "string",
      "description": "Insight id to link on the spine, from list_insights (optional)."
    },
    "sprint_id": {
      "type": "string",
      "description": "Schedule into a sprint (optional; resolve the id via list_sprints)."
    },
    "assignee_member_ids": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Member ids to assign, from pm_meta (optional)."
    }
  },
  "required": [
    "title"
  ],
  "examples": [
    {
      "title": "Fix SSO redirect loop",
      "priority": "high",
      "feature_id": "feat_sso"
    }
  ]
}

create_feature

Create a feature on the product spine and return it (id, key, name, status). The key is generated from the name; status starts 'active'. product_id defaults to the org's primary product when omitted (pass one from whoami for a multi-product org). Only name is required — create a feature here before linking tasks to it with create_task.

Parameters5

name	string	required	Feature name (the only required field), e.g. 'SAML SSO'.
description	string	optional	What the feature is / why it matters (optional).
product_id	string	optional	Product to create it under, from whoami (optional; the org's primary product when omitted).
initiative_id	string	optional	Initiative to align this feature under for line-of-sight, from list_initiatives (optional).
objective_id	string	optional	Objective (goal) to align this feature under directly when there's no intermediate initiative, from list_objectives (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "name": {
      "type": "string",
      "description": "Feature name (the only required field), e.g. 'SAML SSO'."
    },
    "description": {
      "type": "string",
      "description": "What the feature is / why it matters (optional)."
    },
    "product_id": {
      "type": "string",
      "description": "Product to create it under, from whoami (optional; the org's primary product when omitted)."
    },
    "initiative_id": {
      "type": "string",
      "description": "Initiative to align this feature under for line-of-sight, from list_initiatives (optional)."
    },
    "objective_id": {
      "type": "string",
      "description": "Objective (goal) to align this feature under directly when there's no intermediate initiative, from list_objectives (optional)."
    }
  },
  "required": [
    "name"
  ],
  "examples": [
    {
      "name": "SAML SSO"
    }
  ]
}

create_objective

Create an objective, optionally with key results, and return it. period is free text (e.g. 'Q3 2026'); product_id and parent_id (a parent objective) are optional and verified in-org. Each key result takes name + optional unit / start_value / target_value. Only name is required.

Parameters6

name	string	required	Objective name (the only required field), e.g. 'Reach $50k MRR'.
description	string	optional	Context for the objective (optional).
period	string	optional	Free-text period, e.g. 'Q3 2026' (optional).
product_id	string	optional	Product to scope it to, from whoami (optional).
parent_id	string	optional	Parent objective id to nest under, from list_objectives (optional).
key_results	array	optional	Key results to attach (optional; up to 10).

Raw schema

{
  "type": "object",
  "properties": {
    "name": {
      "type": "string",
      "description": "Objective name (the only required field), e.g. 'Reach $50k MRR'."
    },
    "description": {
      "type": "string",
      "description": "Context for the objective (optional)."
    },
    "period": {
      "type": "string",
      "description": "Free-text period, e.g. 'Q3 2026' (optional)."
    },
    "product_id": {
      "type": "string",
      "description": "Product to scope it to, from whoami (optional)."
    },
    "parent_id": {
      "type": "string",
      "description": "Parent objective id to nest under, from list_objectives (optional)."
    },
    "key_results": {
      "type": "array",
      "description": "Key results to attach (optional; up to 10).",
      "items": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string",
            "description": "Key result name, e.g. 'MRR'."
          },
          "unit": {
            "type": "string",
            "description": "Unit, e.g. 'USD' or '%' (optional)."
          },
          "start_value": {
            "type": "number",
            "description": "Starting value (optional; default 0)."
          },
          "target_value": {
            "type": "number",
            "description": "Target value (optional)."
          }
        },
        "required": [
          "name"
        ]
      }
    }
  },
  "required": [
    "name"
  ],
  "examples": [
    {
      "name": "Reach $50k MRR",
      "period": "Q3 2026",
      "key_results": [
        {
          "name": "MRR",
          "target_value": 50000,
          "unit": "USD"
        }
      ]
    }
  ]
}

create_sprint

Create a sprint and return it (id, name, goal, state, dates). state is 'future' (default) or 'active'; start_date / end_date are optional ISO 8601. Only name is required. Schedule tasks into it by passing the returned sprint id as sprint_id on create_task / update_task.

Parameters5

name	string	required	Sprint name (the only required field), e.g. 'Sprint 12'.
goal	string	optional	The sprint goal (optional).
state	string	optional	Lifecycle state (optional; default 'future').
start_date	string	optional	Start, ISO 8601 e.g. '2026-07-15T00:00:00Z' (optional).
end_date	string	optional	End, ISO 8601 (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "name": {
      "type": "string",
      "description": "Sprint name (the only required field), e.g. 'Sprint 12'."
    },
    "goal": {
      "type": "string",
      "description": "The sprint goal (optional)."
    },
    "state": {
      "type": "string",
      "enum": [
        "future",
        "active"
      ],
      "description": "Lifecycle state (optional; default 'future')."
    },
    "start_date": {
      "type": "string",
      "description": "Start, ISO 8601 e.g. '2026-07-15T00:00:00Z' (optional)."
    },
    "end_date": {
      "type": "string",
      "description": "End, ISO 8601 (optional)."
    }
  },
  "required": [
    "name"
  ],
  "examples": [
    {
      "name": "Sprint 12",
      "goal": "Ship SSO",
      "state": "active"
    }
  ]
}

create_page

Create a Page (in-product doc / PRD on the spine) and return it (id, title). `body` is plain text — blank-line-separated blocks become paragraphs; omit it for a blank page. title defaults to 'Untitled'. product_id / parent_id (a parent page) are optional and verified in-org.

Parameters5

title	string	optional	Page title (optional; 'Untitled' when omitted).
body	string	optional	Page content as plain text; blank lines separate paragraphs (optional).
icon	string	optional	An emoji icon for the page (optional).
product_id	string	optional	Product to scope it to, from whoami (optional).
parent_id	string	optional	Parent page id to nest under, from list_pages (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "title": {
      "type": "string",
      "description": "Page title (optional; 'Untitled' when omitted)."
    },
    "body": {
      "type": "string",
      "description": "Page content as plain text; blank lines separate paragraphs (optional)."
    },
    "icon": {
      "type": "string",
      "description": "An emoji icon for the page (optional)."
    },
    "product_id": {
      "type": "string",
      "description": "Product to scope it to, from whoami (optional)."
    },
    "parent_id": {
      "type": "string",
      "description": "Parent page id to nest under, from list_pages (optional)."
    }
  },
  "examples": [
    {
      "title": "PRD: SSO",
      "body": "Problem\n\nUsers can't self-serve SAML today."
    }
  ]
}

update_feature

Update a feature and return it; omitted fields are unchanged. status is 'active' | 'discovered' | 'archived' (there is NO 'shipped' status — set mark_shipped:true to stamp its ship date instead). target_date is 'YYYY-MM-DD' (or null to clear). Resolve the id via list_features; only id is required.

Parameters8

id	string	required	Feature id to update, from list_features (required).
name	string	optional	New name (optional).
description	string	optional	New description; null clears it (optional).
status	string	optional	Lifecycle status (optional).
target_date	string	optional	Target ship date 'YYYY-MM-DD', or null to clear (optional).
mark_shipped	boolean	optional	true stamps the ship date now; false clears it (optional).
initiative_id	string	optional	Align under this initiative (line-of-sight), from list_initiatives; null unlinks (optional).
objective_id	string	optional	Align directly under this objective, from list_objectives; null unlinks (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Feature id to update, from list_features (required)."
    },
    "name": {
      "type": "string",
      "description": "New name (optional)."
    },
    "description": {
      "type": "string",
      "description": "New description; null clears it (optional)."
    },
    "status": {
      "type": "string",
      "enum": [
        "active",
        "discovered",
        "archived"
      ],
      "description": "Lifecycle status (optional)."
    },
    "target_date": {
      "type": "string",
      "description": "Target ship date 'YYYY-MM-DD', or null to clear (optional)."
    },
    "mark_shipped": {
      "type": "boolean",
      "description": "true stamps the ship date now; false clears it (optional)."
    },
    "initiative_id": {
      "type": "string",
      "description": "Align under this initiative (line-of-sight), from list_initiatives; null unlinks (optional)."
    },
    "objective_id": {
      "type": "string",
      "description": "Align directly under this objective, from list_objectives; null unlinks (optional)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "feat_123",
      "mark_shipped": true
    }
  ]
}

update_objective

Update an objective's name / description / period and return it; omitted fields are unchanged (null clears description or period). Resolve the id via list_objectives; only id is required. To move a key result's value use update_key_result.

Parameters4

id	string	required	Objective id, from list_objectives (required).
name	string	optional	New name (optional).
description	string	optional	New description; null clears it (optional).
period	string	optional	New period, e.g. 'Q4 2026'; null clears it (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Objective id, from list_objectives (required)."
    },
    "name": {
      "type": "string",
      "description": "New name (optional)."
    },
    "description": {
      "type": "string",
      "description": "New description; null clears it (optional)."
    },
    "period": {
      "type": "string",
      "description": "New period, e.g. 'Q4 2026'; null clears it (optional)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "obj_123",
      "name": "Reach $75k MRR"
    }
  ]
}

update_key_result

Update a key result — most often to move current_value as progress lands — and return it; omitted fields are unchanged. Resolve the id via list_objectives (each objective carries its key_results with ids). Only id is required.

Parameters6

id	string	required	Key result id, from list_objectives (required).
current_value	number	optional	New current value (optional).
target_value	number	optional	New target value; null clears it (optional).
start_value	number	optional	New starting baseline (optional).
name	string	optional	New name (optional).
unit	string	optional	New unit, e.g. 'USD'; null clears it (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Key result id, from list_objectives (required)."
    },
    "current_value": {
      "type": "number",
      "description": "New current value (optional)."
    },
    "target_value": {
      "type": "number",
      "description": "New target value; null clears it (optional)."
    },
    "start_value": {
      "type": "number",
      "description": "New starting baseline (optional)."
    },
    "name": {
      "type": "string",
      "description": "New name (optional)."
    },
    "unit": {
      "type": "string",
      "description": "New unit, e.g. 'USD'; null clears it (optional)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "kr_123",
      "current_value": 42000
    }
  ]
}

update_sprint

Update a sprint and return it. state is 'future' | 'active' | 'closed' — moving to 'closed' stamps the completion time, reopening clears it. start_date / end_date are ISO 8601 (or null to clear). Resolve the id via list_sprints; only id is required.

Parameters6

id	string	required	Sprint id, from list_sprints (required).
name	string	optional	New name (optional).
goal	string	optional	New goal; null clears it (optional).
state	string	optional	Lifecycle state; 'closed' completes it (optional).
start_date	string	optional	Start, ISO 8601, or null (optional).
end_date	string	optional	End, ISO 8601, or null (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Sprint id, from list_sprints (required)."
    },
    "name": {
      "type": "string",
      "description": "New name (optional)."
    },
    "goal": {
      "type": "string",
      "description": "New goal; null clears it (optional)."
    },
    "state": {
      "type": "string",
      "enum": [
        "future",
        "active",
        "closed"
      ],
      "description": "Lifecycle state; 'closed' completes it (optional)."
    },
    "start_date": {
      "type": "string",
      "description": "Start, ISO 8601, or null (optional)."
    },
    "end_date": {
      "type": "string",
      "description": "End, ISO 8601, or null (optional)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "spr_123",
      "state": "closed"
    }
  ]
}

update_page

Update a Page — rename, set icon, replace the body, or archive/unarchive (archived:true hides it, false restores it). `body` is plain text (blank lines → paragraphs) and REPLACES the page content. Omitted fields are unchanged. Resolve the id via list_pages; only id is required.

Parameters5

id	string	required	Page id, from list_pages (required).
title	string	optional	New title (optional).
icon	string	optional	New emoji icon; null clears it (optional).
body	string	optional	New content as plain text; blank lines separate paragraphs. REPLACES existing content (optional).
archived	boolean	optional	true archives (hides) the page; false restores it (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Page id, from list_pages (required)."
    },
    "title": {
      "type": "string",
      "description": "New title (optional)."
    },
    "icon": {
      "type": "string",
      "description": "New emoji icon; null clears it (optional)."
    },
    "body": {
      "type": "string",
      "description": "New content as plain text; blank lines separate paragraphs. REPLACES existing content (optional)."
    },
    "archived": {
      "type": "boolean",
      "description": "true archives (hides) the page; false restores it (optional)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "page_123",
      "archived": true
    }
  ]
}

list_initiatives

List the org's initiatives — the strategic layer between goals and features (goal → initiative → feature → epic → release). Each returns its name, status, timeframe, the objective it rolls up to (if any), and its linked-feature count. Read-only; empty when none. Resolve an initiative id here before create_feature / update_feature (initiative_id) or update_initiative.

Parameters1

product_id

string

optional

Only initiatives for this product, from whoami (optional; all products when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "product_id": {
      "type": "string",
      "description": "Only initiatives for this product, from whoami (optional; all products when omitted)."
    }
  }
}

create_initiative

Create an initiative — a strategic effort that groups features and rolls up to a goal — and return it. Link it to a goal with objective_id (from list_objectives) to build line-of-sight. status ∈ planned|active|paused|done|abandoned (default planned); timeframe is free text ('H2 2026'). product_id defaults to the primary product. Only name is required. Then align features to it via create_feature / update_feature (initiative_id).

Parameters6

name	string	required	Initiative name (the only required field), e.g. 'Win enterprise'.
description	string	optional	What the initiative is / why it matters (optional).
objective_id	string	optional	Goal this rolls up to, from list_objectives (optional; builds line-of-sight).
status	string	optional	Lifecycle status (optional; default 'planned').
timeframe	string	optional	Free-text timeframe, e.g. 'Q3 2026' or 'H2 2026' (optional).
product_id	string	optional	Product to scope it to, from whoami (optional; the primary product when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "name": {
      "type": "string",
      "description": "Initiative name (the only required field), e.g. 'Win enterprise'."
    },
    "description": {
      "type": "string",
      "description": "What the initiative is / why it matters (optional)."
    },
    "objective_id": {
      "type": "string",
      "description": "Goal this rolls up to, from list_objectives (optional; builds line-of-sight)."
    },
    "status": {
      "type": "string",
      "enum": [
        "planned",
        "active",
        "paused",
        "done",
        "abandoned"
      ],
      "description": "Lifecycle status (optional; default 'planned')."
    },
    "timeframe": {
      "type": "string",
      "description": "Free-text timeframe, e.g. 'Q3 2026' or 'H2 2026' (optional)."
    },
    "product_id": {
      "type": "string",
      "description": "Product to scope it to, from whoami (optional; the primary product when omitted)."
    }
  },
  "required": [
    "name"
  ],
  "examples": [
    {
      "name": "Win enterprise",
      "objective_id": "obj_123",
      "timeframe": "H2 2026"
    }
  ]
}

update_initiative

Update an initiative and return it; omitted fields are unchanged. Re-point it to a different goal with objective_id (null unlinks). status ∈ planned|active|paused|done|abandoned. Resolve the id via list_initiatives; only id is required.

Parameters6

id	string	required	Initiative id, from list_initiatives (required).
name	string	optional	New name (optional).
description	string	optional	New description; null clears it (optional).
objective_id	string	optional	New parent goal, from list_objectives; null unlinks (optional).
status	string	optional	Lifecycle status (optional).
timeframe	string	optional	New timeframe; null clears it (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Initiative id, from list_initiatives (required)."
    },
    "name": {
      "type": "string",
      "description": "New name (optional)."
    },
    "description": {
      "type": "string",
      "description": "New description; null clears it (optional)."
    },
    "objective_id": {
      "type": "string",
      "description": "New parent goal, from list_objectives; null unlinks (optional)."
    },
    "status": {
      "type": "string",
      "enum": [
        "planned",
        "active",
        "paused",
        "done",
        "abandoned"
      ],
      "description": "Lifecycle status (optional)."
    },
    "timeframe": {
      "type": "string",
      "description": "New timeframe; null clears it (optional)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "init_123",
      "status": "active"
    }
  ]
}

list_ideas

List the org's ideas — the native, votable idea backlog — ranked by vote count (highest first). Each returns its title, status, vote count, author, and the feature it was promoted to (if any). status ∈ new|under_review|planned|promoted|declined (optional filter). Read-only; empty when none. Ideas are distinct from insights: an idea is a proposal a team votes on; an insight is a piece of customer evidence. Resolve an idea id here before update_idea / vote_idea / promote_idea.

Parameters2

status	string	optional	Filter by status (optional).
product_id	string	optional	Only ideas for this product, from whoami (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "status": {
      "type": "string",
      "enum": [
        "new",
        "under_review",
        "planned",
        "promoted",
        "declined"
      ],
      "description": "Filter by status (optional)."
    },
    "product_id": {
      "type": "string",
      "description": "Only ideas for this product, from whoami (optional)."
    }
  }
}

create_idea

Create an idea in the backlog and return it (starts with 0 votes, status 'new'). Link the evidence it came from with insight_id (from list_insights). product_id defaults to the primary product. Only title is required. Grow it with vote_idea, then promote_idea turns the winner into a roadmap feature.

Parameters4

title	string	required	Idea title (the only required field), e.g. 'Bulk-edit tasks'.
body	string	optional	The idea in more detail (optional).
insight_id	string	optional	Customer insight this idea came from, from list_insights (optional; welds evidence to the idea).
product_id	string	optional	Product to scope it to, from whoami (optional; the primary product when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "title": {
      "type": "string",
      "description": "Idea title (the only required field), e.g. 'Bulk-edit tasks'."
    },
    "body": {
      "type": "string",
      "description": "The idea in more detail (optional)."
    },
    "insight_id": {
      "type": "string",
      "description": "Customer insight this idea came from, from list_insights (optional; welds evidence to the idea)."
    },
    "product_id": {
      "type": "string",
      "description": "Product to scope it to, from whoami (optional; the primary product when omitted)."
    }
  },
  "required": [
    "title"
  ],
  "examples": [
    {
      "title": "Bulk-edit tasks",
      "body": "Several accounts asked to change status on many tasks at once."
    }
  ]
}

update_idea

Update an idea's title / body / status and return it; omitted fields unchanged. status ∈ new|under_review|planned|promoted|declined (set 'promoted' via promote_idea instead, so a feature is actually created). Resolve the id via list_ideas; only id is required.

Parameters4

id	string	required	Idea id, from list_ideas (required).
title	string	optional	New title (optional).
body	string	optional	New body; null clears it (optional).
status	string	optional	New status (optional; prefer promote_idea over setting 'promoted' by hand).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Idea id, from list_ideas (required)."
    },
    "title": {
      "type": "string",
      "description": "New title (optional)."
    },
    "body": {
      "type": "string",
      "description": "New body; null clears it (optional)."
    },
    "status": {
      "type": "string",
      "enum": [
        "new",
        "under_review",
        "planned",
        "promoted",
        "declined"
      ],
      "description": "New status (optional; prefer promote_idea over setting 'promoted' by hand)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "idea_123",
      "status": "under_review"
    }
  ]
}

vote_idea

Cast (or remove) the connected member's vote on an idea and return the new vote state. Adds your vote by default; pass remove:true to take it back. One vote per member — voting twice is a no-op. Resolve the id via list_ideas; only id is required.

Parameters2

id	string	required	Idea id, from list_ideas (required).
remove	boolean	optional	true removes your vote instead of adding it (optional; default false).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Idea id, from list_ideas (required)."
    },
    "remove": {
      "type": "boolean",
      "description": "true removes your vote instead of adding it (optional; default false)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "idea_123"
    }
  ]
}

promote_idea

Promote an idea into a roadmap feature: creates a feature from the idea (name + description), stamps the idea 'promoted' and links it to the new feature, and returns the feature id. Idempotent — an already-promoted idea returns its existing feature. Resolve the id via list_ideas; only id is required. Align the new feature to an initiative/goal afterwards with update_feature.

Parameters2

id	string	required	Idea id to promote, from list_ideas (required).
product_id	string	optional	Product to create the feature under, from whoami (optional; the idea's product or the primary when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Idea id to promote, from list_ideas (required)."
    },
    "product_id": {
      "type": "string",
      "description": "Product to create the feature under, from whoami (optional; the idea's product or the primary when omitted)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "idea_123"
    }
  ]
}

create_release

Create a release and return it (id, version, changelog, released_at). Omit released_at for an unreleased/draft entry. product_id defaults to the org's primary product. Only version is required.

Parameters4

version	string	required	Version string (required), e.g. 'v2.4.0'.
changelog	string	optional	What shipped (optional).
released_at	string	optional	Ship time, ISO 8601 (optional; omit for a draft).
product_id	string	optional	Product, from whoami (optional; the primary product when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "version": {
      "type": "string",
      "description": "Version string (required), e.g. 'v2.4.0'."
    },
    "changelog": {
      "type": "string",
      "description": "What shipped (optional)."
    },
    "released_at": {
      "type": "string",
      "description": "Ship time, ISO 8601 (optional; omit for a draft)."
    },
    "product_id": {
      "type": "string",
      "description": "Product, from whoami (optional; the primary product when omitted)."
    }
  },
  "required": [
    "version"
  ],
  "examples": [
    {
      "version": "v2.4.0",
      "changelog": "SSO + faster board",
      "released_at": "2026-07-15T00:00:00Z"
    }
  ]
}

update_release

Update a release and return it; omitted fields unchanged. Set released_at to ship it (or null to move it back to draft). Resolve the id via list_releases; only id is required.

Parameters4

id	string	required	Release id, from list_releases (required).
version	string	optional	New version (optional).
changelog	string	optional	New changelog; null clears it (optional).
released_at	string	optional	Ship time ISO 8601, or null for draft (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Release id, from list_releases (required)."
    },
    "version": {
      "type": "string",
      "description": "New version (optional)."
    },
    "changelog": {
      "type": "string",
      "description": "New changelog; null clears it (optional)."
    },
    "released_at": {
      "type": "string",
      "description": "Ship time ISO 8601, or null for draft (optional)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "rel_123",
      "released_at": "2026-07-15T12:00:00Z"
    }
  ]
}

create_experiment

Create a PM experiment (a Build-Measure-Learn hypothesis) and return it. state is 'hypothesis' (default) | 'build' | 'measure' | 'learn'. Only title is required. This is the PM tracker list_experiments reads, not the analytics A/B engine.

Parameters6

title	string	required	Experiment title / the hypothesis in a line (required).
hypothesis	string	optional	The full hypothesis (optional).
metric	string	optional	The metric it moves, e.g. 'activation rate' (optional).
target	string	optional	Target change, e.g. '+5pp' (optional).
state	string	optional	Build-Measure-Learn stage (optional; default 'hypothesis').
product_id	string	optional	Product, from whoami (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "title": {
      "type": "string",
      "description": "Experiment title / the hypothesis in a line (required)."
    },
    "hypothesis": {
      "type": "string",
      "description": "The full hypothesis (optional)."
    },
    "metric": {
      "type": "string",
      "description": "The metric it moves, e.g. 'activation rate' (optional)."
    },
    "target": {
      "type": "string",
      "description": "Target change, e.g. '+5pp' (optional)."
    },
    "state": {
      "type": "string",
      "enum": [
        "hypothesis",
        "build",
        "measure",
        "learn"
      ],
      "description": "Build-Measure-Learn stage (optional; default 'hypothesis')."
    },
    "product_id": {
      "type": "string",
      "description": "Product, from whoami (optional)."
    }
  },
  "required": [
    "title"
  ],
  "examples": [
    {
      "title": "Shorter onboarding lifts activation",
      "metric": "activation rate",
      "target": "+5pp"
    }
  ]
}

update_experiment

Parameters9

id	string	required	Experiment id, from list_experiments (required).
title	string	optional	New title (optional).
hypothesis	string	optional	New hypothesis; null clears it (optional).
metric	string	optional	New metric; null clears it (optional).
target	string	optional	New target; null clears it (optional).
state	string	optional	Build-Measure-Learn stage (optional).
verdict	string	optional	Outcome (optional).
decision	string	optional	What you'll do next (optional).
result	string	optional	Free-text result / what you learned; null clears it (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Experiment id, from list_experiments (required)."
    },
    "title": {
      "type": "string",
      "description": "New title (optional)."
    },
    "hypothesis": {
      "type": "string",
      "description": "New hypothesis; null clears it (optional)."
    },
    "metric": {
      "type": "string",
      "description": "New metric; null clears it (optional)."
    },
    "target": {
      "type": "string",
      "description": "New target; null clears it (optional)."
    },
    "state": {
      "type": "string",
      "enum": [
        "hypothesis",
        "build",
        "measure",
        "learn"
      ],
      "description": "Build-Measure-Learn stage (optional)."
    },
    "verdict": {
      "type": "string",
      "enum": [
        "validated",
        "invalidated"
      ],
      "description": "Outcome (optional)."
    },
    "decision": {
      "type": "string",
      "enum": [
        "pivot",
        "persevere"
      ],
      "description": "What you'll do next (optional)."
    },
    "result": {
      "type": "string",
      "description": "Free-text result / what you learned; null clears it (optional)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "exp_123",
      "state": "learn",
      "verdict": "validated",
      "decision": "persevere"
    }
  ]
}

list_decisions

List the org's logged decisions — title, rationale, status, and any linked feature/release/objective — newest first. Returns an empty list when none. Optional status filter (decided | proposed | revisit). Resolve a decision id here before update_decision.

Parameters1

status

string

optional

Filter by status (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "status": {
      "type": "string",
      "enum": [
        "decided",
        "proposed",
        "revisit"
      ],
      "description": "Filter by status (optional)."
    }
  }
}

create_decision

Log a decision and return it. status is 'decided' (default) | 'proposed' | 'revisit'; a 'decided' one stamps the decision time. Optionally weld it to a feature / release / objective via link_type + link_id (verified in-org). Only title is required.

Parameters5

title	string	required	The decision in a line (required).
rationale	string	optional	Why — the reasoning (optional).
status	string	optional	Decision status (optional; default 'decided').
link_type	string	optional	What it's linked to (optional; pair with link_id).
link_id	string	optional	Id of the linked feature/release/objective, from list_features / list_releases / list_objectives (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "title": {
      "type": "string",
      "description": "The decision in a line (required)."
    },
    "rationale": {
      "type": "string",
      "description": "Why — the reasoning (optional)."
    },
    "status": {
      "type": "string",
      "enum": [
        "decided",
        "proposed",
        "revisit"
      ],
      "description": "Decision status (optional; default 'decided')."
    },
    "link_type": {
      "type": "string",
      "enum": [
        "feature",
        "release",
        "objective"
      ],
      "description": "What it's linked to (optional; pair with link_id)."
    },
    "link_id": {
      "type": "string",
      "description": "Id of the linked feature/release/objective, from list_features / list_releases / list_objectives (optional)."
    }
  },
  "required": [
    "title"
  ],
  "examples": [
    {
      "title": "Ship SSO before mobile",
      "rationale": "Enterprise deals need it",
      "link_type": "feature",
      "link_id": "feat_123"
    }
  ]
}

update_decision

Update a decision and return it; omitted fields unchanged. Moving status to 'decided' re-stamps the decision time. Re-link via link_type + link_id (verified in-org), or clear with nulls. Resolve the id via list_decisions; only id is required.

Parameters6

id	string	required	Decision id, from list_decisions (required).
title	string	optional	New title (optional).
rationale	string	optional	New rationale; null clears it (optional).
status	string	optional	New status (optional).
link_type	string	optional	New link target (optional).
link_id	string	optional	New linked id, or null to unlink (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Decision id, from list_decisions (required)."
    },
    "title": {
      "type": "string",
      "description": "New title (optional)."
    },
    "rationale": {
      "type": "string",
      "description": "New rationale; null clears it (optional)."
    },
    "status": {
      "type": "string",
      "enum": [
        "decided",
        "proposed",
        "revisit"
      ],
      "description": "New status (optional)."
    },
    "link_type": {
      "type": "string",
      "enum": [
        "feature",
        "release",
        "objective"
      ],
      "description": "New link target (optional)."
    },
    "link_id": {
      "type": "string",
      "description": "New linked id, or null to unlink (optional)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "dec_123",
      "status": "revisit"
    }
  ]
}

delete_task

PERMANENTLY delete a task and return the deleted id. Irreversible — there is no undo. Cascades: the task's comments, assignees, tags, attachments, time entries, outcomes, events, relations, and its SUBTASKS are deleted with it; experiment/insight/meeting links to it are cleared. Resolve the id via list_tasks and confirm intent first — prefer update_task (e.g. move it to a done/archived status) when you only want it off the active board.

Parameters2

id	string	required	Task id to permanently delete, from list_tasks (required).
confirm	string	required	Safety gate — must be exactly "DELETE". Required so a bare task id can never trigger a permanent, cascading delete. Confirm with the human FIRST, in plain language naming the task, then pass it.

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Task id to permanently delete, from list_tasks (required)."
    },
    "confirm": {
      "type": "string",
      "enum": [
        "DELETE"
      ],
      "description": "Safety gate — must be exactly \"DELETE\". Required so a bare task id can never trigger a permanent, cascading delete. Confirm with the human FIRST, in plain language naming the task, then pass it."
    }
  },
  "required": [
    "id",
    "confirm"
  ],
  "examples": [
    {
      "id": "task_123"
    }
  ]
}

post_to_channel

Post a message to a team Comms channel you belong to, as the connected member, and return the posted message. It appears live for teammates and is org-visible — keep it work-relevant. Resolve channel_id via list_channels; you can only post to channels you're a member of. Both channel_id and body are required.

Parameters2

channel_id	string	required	Channel id to post into, from list_channels (required).
body	string	required	Message text, visible to all channel members (required).

Raw schema

{
  "type": "object",
  "properties": {
    "channel_id": {
      "type": "string",
      "description": "Channel id to post into, from list_channels (required)."
    },
    "body": {
      "type": "string",
      "description": "Message text, visible to all channel members (required)."
    }
  },
  "required": [
    "channel_id",
    "body"
  ],
  "examples": [
    {
      "channel_id": "chan_123",
      "body": "Shipped SSO — closing the epic."
    }
  ]
}

reply_in_channel

Reply in a thread under a specific message in a Comms channel you belong to, as the connected member, and return the posted reply — org-visible to the channel. Resolve channel_id via list_channels and the parent message's id via read_channel. channel_id, parent_id, and body are all required.

Parameters3

channel_id	string	required	Channel id, from list_channels (required).
parent_id	string	required	Parent message id to thread under, from read_channel (required).
body	string	required	Reply text, visible to all channel members (required).

Raw schema

{
  "type": "object",
  "properties": {
    "channel_id": {
      "type": "string",
      "description": "Channel id, from list_channels (required)."
    },
    "parent_id": {
      "type": "string",
      "description": "Parent message id to thread under, from read_channel (required)."
    },
    "body": {
      "type": "string",
      "description": "Reply text, visible to all channel members (required)."
    }
  },
  "required": [
    "channel_id",
    "parent_id",
    "body"
  ],
  "examples": [
    {
      "channel_id": "chan_123",
      "parent_id": "msg_9",
      "body": "On it — PR up in an hour."
    }
  ]
}

reply_to_conversation

Send a public reply to a support-inbox conversation, as the connected member, and return the result — it goes to the end-user on the conversation's channel. A write. Resolve conversation_id via list_conversations; read the thread with get_conversation before replying. conversation_id and body are required. For an internal-only note use add_note; to close it use resolve_conversation.

Parameters2

conversation_id	string	required	Conversation id to reply to, from list_conversations (required).
body	string	required	Public reply text sent to the end-user (required).

Raw schema

{
  "type": "object",
  "properties": {
    "conversation_id": {
      "type": "string",
      "description": "Conversation id to reply to, from list_conversations (required)."
    },
    "body": {
      "type": "string",
      "description": "Public reply text sent to the end-user (required)."
    }
  },
  "required": [
    "conversation_id",
    "body"
  ],
  "examples": [
    {
      "conversation_id": "conv_42",
      "body": "Thanks for flagging — the export bug is fixed and live."
    }
  ]
}

add_note

Add an INTERNAL note to a support conversation — visible only to your team, never sent to the end-user — and return the result. A write. Use it to record context or hand off; resolve conversation_id via list_conversations. conversation_id and body are required. For a public reply use reply_to_conversation instead.

Parameters2

conversation_id	string	required	Conversation id to note on, from list_conversations (required).
body	string	required	Internal note text, teammates-only (required).

Raw schema

{
  "type": "object",
  "properties": {
    "conversation_id": {
      "type": "string",
      "description": "Conversation id to note on, from list_conversations (required)."
    },
    "body": {
      "type": "string",
      "description": "Internal note text, teammates-only (required)."
    }
  },
  "required": [
    "conversation_id",
    "body"
  ],
  "examples": [
    {
      "conversation_id": "conv_42",
      "body": "Repro'd — linking to feat_sso."
    }
  ]
}

resolve_conversation

Mark a support-inbox conversation resolved (closed) and return the result. A write; idempotent — resolving an already-resolved conversation is a no-op. Resolve conversation_id via list_conversations first. Do it after you've replied and the ask is handled.

Parameters1

conversation_id

string

required

Conversation id to resolve, from list_conversations (required).

Raw schema

{
  "type": "object",
  "properties": {
    "conversation_id": {
      "type": "string",
      "description": "Conversation id to resolve, from list_conversations (required)."
    }
  },
  "required": [
    "conversation_id"
  ],
  "examples": [
    {
      "conversation_id": "conv_42"
    }
  ]
}

cancel_booking

Cancel a scheduled booking (call/meeting) and return the result — the invitee is notified per the scheduling settings. A write. Resolve booking_id via list_bookings first; never guess it. To move it instead of cancelling, use reschedule_booking.

Parameters1

booking_id

string

required

Booking id to cancel, from list_bookings (required).

Raw schema

{
  "type": "object",
  "properties": {
    "booking_id": {
      "type": "string",
      "description": "Booking id to cancel, from list_bookings (required)."
    }
  },
  "required": [
    "booking_id"
  ],
  "examples": [
    {
      "booking_id": "book_7"
    }
  ]
}

reschedule_booking

Reschedule a booking to a new start time (ISO 8601) and return the result — the invitee is notified. A write. Resolve booking_id via list_bookings first. booking_id and start are required.

Parameters2

booking_id	string	required	Booking id to move, from list_bookings (required).
start	string	required	New start time, ISO 8601 (e.g. 2026-07-20T15:00:00Z) (required).

Raw schema

{
  "type": "object",
  "properties": {
    "booking_id": {
      "type": "string",
      "description": "Booking id to move, from list_bookings (required)."
    },
    "start": {
      "type": "string",
      "description": "New start time, ISO 8601 (e.g. 2026-07-20T15:00:00Z) (required)."
    }
  },
  "required": [
    "booking_id",
    "start"
  ],
  "examples": [
    {
      "booking_id": "book_7",
      "start": "2026-07-20T15:00:00Z"
    }
  ]
}

review_artifact

Agent-as-critic over a DRAFT artifact (a feature spec, experiment plan, or page): checks it against a baseline PM bar — clear problem/hypothesis, a measurable success metric, evidence cited, risks named, a rollout/experiment plan — and returns structured findings (section, severity, a CONCRETE suggested fix, and a verbatim evidence quote) plus a 0-100 score. A write: each call re-runs the review and persists it as a new version (see list_artifact_versions). Resolve target_id first — via pm_meta or list_features for a feature, list_experiments for an experiment, list_pages for a page. One small LLM call; use it before sending a draft for sign-off.

Parameters3

target_id	string	required	Id of the feature/experiment/page to review — from pm_meta, list_features, list_experiments, or list_pages.
target_type	string	required	What kind of artifact target_id is: a feature (spec), an experiment (plan), or a page (doc/PRD).
rubric_id	string	optional	Score against a specific rubric; omit to use the org's default rubric (or the built-in baseline).

Raw schema

{
  "type": "object",
  "properties": {
    "target_id": {
      "type": "string",
      "description": "Id of the feature/experiment/page to review — from pm_meta, list_features, list_experiments, or list_pages."
    },
    "target_type": {
      "type": "string",
      "enum": [
        "feature",
        "experiment",
        "page"
      ],
      "description": "What kind of artifact target_id is: a feature (spec), an experiment (plan), or a page (doc/PRD)."
    },
    "rubric_id": {
      "type": "string",
      "description": "Score against a specific rubric; omit to use the org's default rubric (or the built-in baseline)."
    }
  },
  "required": [
    "target_id",
    "target_type"
  ],
  "examples": [
    {
      "target_type": "feature",
      "target_id": "feat_8f3a"
    }
  ]
}

list_artifact_versions

Version history of an artifact's AI reviews (F5): every review run is a version with its score, model, cost, who/what generated it, and whether it's the current one. Read-only; returns the version list, empty when the artifact has never been reviewed. Use it to see how a feature/experiment/page's review changed over time and to pick the version_id to pass to revert_to_version. Takes the same target_id/target_type you'd pass to review_artifact.

Parameters2

target_id	string	required	Id of the reviewed feature/experiment/page — the same id passed to review_artifact.
target_type	string	required	What kind of artifact target_id is: a feature (spec), an experiment (plan), or a page (doc/PRD).

Raw schema

{
  "type": "object",
  "properties": {
    "target_id": {
      "type": "string",
      "description": "Id of the reviewed feature/experiment/page — the same id passed to review_artifact."
    },
    "target_type": {
      "type": "string",
      "enum": [
        "feature",
        "experiment",
        "page"
      ],
      "description": "What kind of artifact target_id is: a feature (spec), an experiment (plan), or a page (doc/PRD)."
    }
  },
  "required": [
    "target_id",
    "target_type"
  ],
  "examples": [
    {
      "target_id": "feat_8f3a",
      "target_type": "feature"
    }
  ]
}

revert_to_version

Restore an earlier artifact version (F5) to current and return the now-current version: the existing current version is flipped to 'reverted' (kept for the learning signal) and the chosen version becomes current again. A write — not idempotent, since re-running reverts again. version_id is the version you want to RESTORE; get it from list_artifact_versions and never guess it. Optional reason is recorded.

Parameters2

version_id	string	required	Id of the version to restore (make current), from list_artifact_versions.
reason	string	optional	Why you're reverting (optional, recorded).

Raw schema

{
  "type": "object",
  "properties": {
    "version_id": {
      "type": "string",
      "description": "Id of the version to restore (make current), from list_artifact_versions."
    },
    "reason": {
      "type": "string",
      "description": "Why you're reverting (optional, recorded)."
    }
  },
  "required": [
    "version_id"
  ],
  "examples": [
    {
      "version_id": "ver_8f3a",
      "reason": "new review missed the metric finding"
    }
  ]
}

update_task

Update one or more of a task's fields and return the updated task; fields you omit are left unchanged (idempotent — re-sending the same values is a no-op). Pass sprint_id: null to remove the task from its sprint. Resolve ids first — the task via get_task/list_tasks, and status/feature/insight/sprint/member ids via pm_meta and the list_* reads — never guess them. Only id is required.

Parameters9

id	string	required	Task id, from list_tasks or get_task.
title	string	optional	New title (optional; omitted fields stay unchanged).
description	string	optional	New body / details (optional).
priority	string	optional	New priority level, urgent highest (optional).
status_id	string	optional	New status; resolve the id via pm_meta (optional).
feature_id	string	optional	Feature id to link on the spine, from pm_meta or list_features (optional).
insight_id	string	optional	Insight id to link on the spine, from list_insights (optional).
sprint_id	string	optional	Move into a sprint, or null to remove (optional; resolve via list_sprints).
assignee_member_ids	array	optional	Member ids to assign, from pm_meta (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Task id, from list_tasks or get_task."
    },
    "title": {
      "type": "string",
      "description": "New title (optional; omitted fields stay unchanged)."
    },
    "description": {
      "type": "string",
      "description": "New body / details (optional)."
    },
    "priority": {
      "type": "string",
      "enum": [
        "urgent",
        "high",
        "normal",
        "low"
      ],
      "description": "New priority level, urgent highest (optional)."
    },
    "status_id": {
      "type": "string",
      "description": "New status; resolve the id via pm_meta (optional)."
    },
    "feature_id": {
      "type": "string",
      "description": "Feature id to link on the spine, from pm_meta or list_features (optional)."
    },
    "insight_id": {
      "type": "string",
      "description": "Insight id to link on the spine, from list_insights (optional)."
    },
    "sprint_id": {
      "type": "string",
      "description": "Move into a sprint, or null to remove (optional; resolve via list_sprints)."
    },
    "assignee_member_ids": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Member ids to assign, from pm_meta (optional)."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "task_8f3a",
      "status_id": "status_in_progress"
    },
    {
      "id": "task_8f3a",
      "sprint_id": "sprint_2026_w27"
    }
  ]
}

comment_on_task

Add a comment to a task, authored as the connected member, and return the created comment. Use to record progress, a decision, or a handoff — the comment is visible to the whole org, so keep it work-relevant. Resolve the task id first with get_task or list_tasks; both id and body are required.

Parameters2

id	string	required	Task id, from list_tasks or get_task.
body	string	required	Comment text; posted as the connected member and visible to the whole org.

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Task id, from list_tasks or get_task."
    },
    "body": {
      "type": "string",
      "description": "Comment text; posted as the connected member and visible to the whole org."
    }
  },
  "required": [
    "id",
    "body"
  ],
  "examples": [
    {
      "id": "task_8f3a",
      "body": "Shipped behind a flag — verifying in production."
    }
  ]
}

capture_insight

Write a piece of customer feedback to the spine (the agent's own hand, not just reading) and return the created insight. Fires the same insight.created webhook a manual capture does — a real side-effect, so only capture genuine signal. Resolve account_id via get_customer_360 and feature_id via list_features and tie them when known; kind='opportunity' marks a prioritisable ask. Only body is required.

Parameters6

body	string	required	The verbatim feedback / insight text (the only required field).
title	string	optional	Short display title (optional).
kind	string	optional	'insight' = raw signal; 'opportunity' = a prioritisable ask (optional).
product_id	string	optional	Product id, from whoami (optional; the org's primary product when omitted).
feature_id	string	optional	Feature id to link on the spine, from list_features or pm_meta (optional).
account_id	string	optional	Account id it's about, from get_customer_360 (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "body": {
      "type": "string",
      "description": "The verbatim feedback / insight text (the only required field)."
    },
    "title": {
      "type": "string",
      "description": "Short display title (optional)."
    },
    "kind": {
      "type": "string",
      "enum": [
        "insight",
        "opportunity"
      ],
      "description": "'insight' = raw signal; 'opportunity' = a prioritisable ask (optional)."
    },
    "product_id": {
      "type": "string",
      "description": "Product id, from whoami (optional; the org's primary product when omitted)."
    },
    "feature_id": {
      "type": "string",
      "description": "Feature id to link on the spine, from list_features or pm_meta (optional)."
    },
    "account_id": {
      "type": "string",
      "description": "Account id it's about, from get_customer_360 (optional)."
    }
  },
  "required": [
    "body"
  ],
  "examples": [
    {
      "body": "Two enterprise accounts asked for SAML this week.",
      "kind": "opportunity",
      "account_id": "acct_acme",
      "feature_id": "feat_sso"
    }
  ]
}

list_conversations

List support-chat conversations in the inbox (open + snoozed by default; pass status='all' to include closed). Read-only; returns the matching conversations, empty when the inbox is clear. Optional product_id to scope to one product; open a full thread with get_conversation.

Parameters2

product_id	string	optional	Product id to scope to, from whoami (optional; spans all products when omitted).
status	string	optional	Pass 'all' to include closed (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "product_id": {
      "type": "string",
      "description": "Product id to scope to, from whoami (optional; spans all products when omitted)."
    },
    "status": {
      "type": "string",
      "enum": [
        "all"
      ],
      "description": "Pass 'all' to include closed (optional)."
    }
  }
}

get_conversation

Read one support conversation: the visitor plus the full message thread, oldest first. Read-only. Resolve the conversation_id first with list_conversations — never guess it.

Parameters1

conversation_id

string

required

Conversation id, from list_conversations.

Raw schema

{
  "type": "object",
  "properties": {
    "conversation_id": {
      "type": "string",
      "description": "Conversation id, from list_conversations."
    }
  },
  "required": [
    "conversation_id"
  ],
  "examples": [
    {
      "conversation_id": "conv_42"
    }
  ]
}

list_insights

Search the captured insight backlog (voice of customer) — the read twin of capture_insight. Read-only; returns the matching insights newest first, empty when nothing matches. Filters: status, kind (insight|opportunity), feature_id, account_id, product_id, and free-text q over title+body; limit default 50, max 200. Use it to survey the evidence behind a feature or account before prioritising — resolve feature_id via list_features and account_id via get_customer_360.

Parameters7

q	string	optional	Free-text search over title + body (optional).
status	string	optional	Only insights in this workflow status (optional).
kind	string	optional	'insight' = raw signal; 'opportunity' = a prioritisable ask (optional).
feature_id	string	optional	Only insights linked to this feature; resolve the id via list_features or pm_meta (optional).
account_id	string	optional	Only insights about this account; resolve the id via get_customer_360 (optional).
product_id	string	optional	Product id to scope to, from whoami (optional; spans all products when omitted).
limit	number	optional	Max rows to return (optional; default 50, max 200).

Raw schema

{
  "type": "object",
  "properties": {
    "q": {
      "type": "string",
      "description": "Free-text search over title + body (optional)."
    },
    "status": {
      "type": "string",
      "description": "Only insights in this workflow status (optional)."
    },
    "kind": {
      "type": "string",
      "enum": [
        "insight",
        "opportunity"
      ],
      "description": "'insight' = raw signal; 'opportunity' = a prioritisable ask (optional)."
    },
    "feature_id": {
      "type": "string",
      "description": "Only insights linked to this feature; resolve the id via list_features or pm_meta (optional)."
    },
    "account_id": {
      "type": "string",
      "description": "Only insights about this account; resolve the id via get_customer_360 (optional)."
    },
    "product_id": {
      "type": "string",
      "description": "Product id to scope to, from whoami (optional; spans all products when omitted)."
    },
    "limit": {
      "type": "number",
      "description": "Max rows to return (optional; default 50, max 200).",
      "default": 50,
      "minimum": 1,
      "maximum": 200
    }
  },
  "examples": [
    {
      "q": "SSO",
      "kind": "opportunity"
    }
  ]
}

list_features

The product's feature catalogue with description, status, and when each was last touched — richer than pm_meta (which is just id+name for resolution). Read-only; returns the matching features, empty when none. Optional product_id and free-text q over name+key; use a feature id from here to link a task or insight on the spine.

Parameters2

q	string	optional	Free-text search over feature name + key (optional).
product_id	string	optional	Product id to scope to, from whoami (optional; spans all products when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "q": {
      "type": "string",
      "description": "Free-text search over feature name + key (optional)."
    },
    "product_id": {
      "type": "string",
      "description": "Product id to scope to, from whoami (optional; spans all products when omitted)."
    }
  }
}

list_objectives

List the org's OKRs. Returns an array of objectives, each with its key results and live progress (0..1 between start and target), so you can prioritise toward what the team is actually trying to move. Read-only; empty when none are set. Read it before prioritising — tie proposed tasks to the objective they move, and cite the live progress when arguing priority. Optional product_id, from whoami.

Parameters1

product_id

string

optional

Product id to scope to, from whoami (optional; spans all products when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "product_id": {
      "type": "string",
      "description": "Product id to scope to, from whoami (optional; spans all products when omitted)."
    }
  }
}

list_experiments

List product experiments. Returns an array where each experiment carries its hypothesis, the metric it moves, the target, its current state, and — once concluded — the verdict and the decision that came out. Read-only; empty when none match. Use it to see what's being tested before proposing new work, and cite a concluded verdict as evidence when you create_task or review_artifact. Optional product_id (from whoami) and state filter.

Parameters2

product_id	string	optional	Product id to scope to, from whoami (optional; spans all products when omitted).
state	string	optional	Only experiments in this state, e.g. 'running' (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "product_id": {
      "type": "string",
      "description": "Product id to scope to, from whoami (optional; spans all products when omitted)."
    },
    "state": {
      "type": "string",
      "description": "Only experiments in this state, e.g. 'running' (optional)."
    }
  },
  "examples": [
    {
      "state": "running"
    }
  ]
}

list_releases

List shipped releases. Returns an array, newest first, where each release carries its version, changelog, and ship date. Read-only; empty when nothing has shipped. Use it to answer 'what did we ship recently?', to ground a changelog or launch summary in real ship dates, and to see what went out before reading get_roadmap_drift. Optional product_id, from whoami.

Parameters1

product_id

string

optional

Product id to scope to, from whoami (optional; spans all products when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "product_id": {
      "type": "string",
      "description": "Product id to scope to, from whoami (optional; spans all products when omitted)."
    }
  }
}

list_pages

List the in-product docs / PRDs (Pages) on the spine. Returns an array of pages with title + id only — no content, so it stays cheap to scan. Read-only; empty when none exist. Use it to find the page id, then read the full content with get_page; pair with review_artifact (target_type 'page') to critique a draft PRD. Optional product_id, from whoami.

Parameters1

product_id

string

optional

Product id to scope to, from whoami (optional; spans all products when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "product_id": {
      "type": "string",
      "description": "Product id to scope to, from whoami (optional; spans all products when omitted)."
    }
  }
}

get_page

Read one Page (doc / PRD) by id and return its full content. Read-only. Resolve the id first with list_pages — never guess it.

Parameters1

string

required

Page id, from list_pages.

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Page id, from list_pages."
    }
  },
  "required": [
    "id"
  ],
  "examples": [
    {
      "id": "page_12"
    }
  ]
}

get_codebase_map

The auto-generated codebase brain map for one product: a plain-language summary, the module/node/edge counts, when the map was last generated, and the labels of the modules it found. Read-only; returns the latest generated map, empty when none has been generated for the product yet. Use it to ground 'where in the code does X live?' questions and to see how the codebase splits into modules before discussing architecture or scoping engineering work. Optional product_id, from whoami; omit for the org's primary product.

Parameters1

product_id

string

optional

Product id, from whoami (optional; the org's primary product when omitted).

Raw schema

{
  "type": "object",
  "properties": {
    "product_id": {
      "type": "string",
      "description": "Product id, from whoami (optional; the org's primary product when omitted)."
    }
  }
}

list_sprints

Sprints — name, goal, state, and window, newest first. Read-only; returns the matching sprints, empty when none exist. See the delivery cadence (active + recent), and resolve a sprint_id here before scheduling a task via create_task / update_task. Optional state filter (e.g. 'active').

Parameters1

state

string

optional

Filter by state, e.g. 'active' (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "state": {
      "type": "string",
      "description": "Filter by state, e.g. 'active' (optional)."
    }
  },
  "examples": [
    {
      "state": "active"
    }
  ]
}

list_channels

List the team Comms channels the connected member belongs to (membership-scoped). Read-only; returns the member's channels, empty when they belong to none. Call read_channel with a channel_id to read one.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {}
}

read_channel

Read a Comms channel's recent messages, newest included (the connected member must be a channel member). Read-only; returns the messages, empty when the channel is silent. Resolve channel_id first with list_channels — never guess it. Optional limit.

Parameters2

channel_id	string	required	Channel id, from list_channels.
limit	number	optional	Max messages to return (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "channel_id": {
      "type": "string",
      "description": "Channel id, from list_channels."
    },
    "limit": {
      "type": "number",
      "description": "Max messages to return (optional)."
    }
  },
  "required": [
    "channel_id"
  ],
  "examples": [
    {
      "channel_id": "chan_eng",
      "limit": 50
    }
  ]
}

list_bookings

Upcoming confirmed bookings on the org's scheduling. Read-only; returns the bookings, empty when none are scheduled. Pass include='all' for full history.

Parameters1

include

string

optional

Pass 'all' for history (optional).

Raw schema

{
  "type": "object",
  "properties": {
    "include": {
      "type": "string",
      "enum": [
        "all"
      ],
      "description": "Pass 'all' for history (optional)."
    }
  }
}

get_device_candidates

Clusters of ≥2 end_users seen on the same device: 'anon_bridge' (high confidence — an anonymous visitor later identified) or 'device_shared' (low confidence — review only). Read-only; returns the candidate clusters, empty when none are found. Use it to find merge targets, then act with merge_end_users.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {}
}

list_identity_merges

List the org's end-user merge history. Returns an array of merge events, newest first, where each carries its event id, kind (merge or unmerge), the target and source end-user ids, the reason, who ran it, when, and — for merges — whether it has already been reverted. Read-only; empty when no merges have ever run. Use it to audit identity changes and to find the event id to pass to unmerge_end_users (only un-reverted merges can be undone).

Parameters1

limit

number

optional

Max events to return (optional; default 50, max 200).

Raw schema

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "number",
      "description": "Max events to return (optional; default 50, max 200).",
      "default": 50,
      "minimum": 1,
      "maximum": 200
    }
  }
}

merge_end_users

Merge source end-users into a target and return the merge result, including the merge event id (also recoverable later via list_identity_merges): all FK rows (events, insights, tasks, …) are re-pointed onto the target and the sources are tombstoned. A write; reversible for 30 days via unmerge_end_users. Get the candidate ids from get_device_candidates first — never guess which users to fold together. target_end_user_id and source_end_user_ids are required.

Parameters3

target_end_user_id	string	required	UUID of the end-user to keep, from get_device_candidates.
source_end_user_ids	array	required	UUIDs of end-users to fold into the target, from get_device_candidates.
reason	string	optional	Why the merge (optional, recorded).

Raw schema

{
  "type": "object",
  "properties": {
    "target_end_user_id": {
      "type": "string",
      "description": "UUID of the end-user to keep, from get_device_candidates."
    },
    "source_end_user_ids": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "UUIDs of end-users to fold into the target, from get_device_candidates."
    },
    "reason": {
      "type": "string",
      "description": "Why the merge (optional, recorded)."
    }
  },
  "required": [
    "target_end_user_id",
    "source_end_user_ids"
  ],
  "examples": [
    {
      "target_end_user_id": "eu_keep",
      "source_end_user_ids": [
        "eu_discard"
      ],
      "reason": "device:anon_bridge"
    }
  ]
}

unmerge_end_users

Undo a previous end-user merge: reads the merge ledger and re-points every FK row (events, insights, tasks, …) back to its original end-user, un-tombstoning the folded-in sources. Safe to retry — a second undo of the same merge changes nothing (it fails with already_reverted). Use to correct a wrong identity merge (merges stay reversible for 30 days). Find the event_id with list_identity_merges (pick an un-reverted merge); event_id is required.

Parameters1

event_id

string

required

Id of the merge event to undo, from list_identity_merges.

Raw schema

{
  "type": "object",
  "properties": {
    "event_id": {
      "type": "string",
      "description": "Id of the merge event to undo, from list_identity_merges."
    }
  },
  "required": [
    "event_id"
  ],
  "examples": [
    {
      "event_id": "uuid"
    }
  ]
}

README.md6 KBView on GitHub

AIOProductOS plugin for Claude Code

Connect your AIOProductOS workspace to Claude Code and work your whole product from chat — feedback, revenue, tasks, releases, analytics, and code activity joined on one customer record.

One install gives you:

The workspace connection — the AIOProductOS remote MCP server: 71 tools over the product spine, and it doesn't just read. It's a fully autonomous PM surface — read the spine and write to it across the whole strategy-to-delivery ladder: capture and vote on ideas, promote them into features, set initiatives and objectives & key results, plan sprints and releases, run experiments, log decisions, write pages, and create/update/delete tasks — plus post to team channels, capture insights, and merge/unmerge people. OAuth sign-in, no API keys.
/aioproductos:triage — Monday-morning product triage: surfaces the top 3 customer-evidenced insights, scores them transparently from real revenue and usage, and (after you confirm) creates the tasks, assigns a named AI teammate, and schedules them into the next sprint.
The aioproductos-triage skill — the full triage doctrine, available whenever you ask "what should we work on next?"

What you can do

Read the spine — customer 360, product brain, weekly signal memo, roadmap drift; analytics: NPS, NRR, funnels, retention, path analysis; list ideas, initiatives, tasks, features, objectives, sprints, releases, pages, experiments, insights, conversations, channels, bookings, identity merges, codebase map.

Write to the spine — no jumping back to the web UI:

Discovery — capture ideas, vote on them, promote an idea into a feature
Strategy — create/update initiatives, objectives and key results, decisions, experiments
Roadmap — create/update features, releases, pages
Delivery — create/update tasks, comment, create/update sprints
Customers & comms — capture insights, post to channels, merge/unmerge end users
AI artifacts — review artifacts, revert to a prior version

Everything is scoped to your organization and your role's permissions, and writes go through the same guardrails as the app.

Writes someone else can see. Three groups reach beyond your own workspace, so they're worth knowing about before you connect: reply_to_conversation, add_note and resolve_conversation act on your support inbox and a visitor sees the reply; post_to_channel and reply_in_channel post to team channels as you; cancel_booking and reschedule_booking change a booked meeting and notify the guest.

One destructive tool. delete_task is permanent, cascades to subtasks, and has no undo — so it requires confirm: "DELETE" alongside the task id. A task id alone can never trigger it; the assistant has to ask you first. Nothing else deletes anything.

Interactive apps

Three tools render a working interface in the conversation rather than a wall of JSON (MCP Apps, SEP-1865). They aren't screenshots — each one calls back into this same MCP:

Ask for	You get	What it writes
`list_tasks`	Board — your tasks grouped by status, ranked by priority	change a status → `update_task`
`get_weekly_signal_memo`	Weekly signal — this week's themes with the evidence behind each	a theme → `create_task`, linked to its feature
`analyze_funnel`	Funnel — conversion per step with the live MRR behind each one	read-only

Hosts that support MCP Apps (Claude, ChatGPT, VS Code, Goose and others) render them inline. Everywhere else the tools return exactly the text they always did — the app is an enhancement, never the only copy of the answer.

Install

code

/plugin marketplace add AIOProductOS/claude-plugin
/plugin install aioproductos@aioproductos

On first use, the AIOProductOS connector will prompt you to sign in with your workspace account and approve access. All data is scoped to your organization and your role's permissions.

Requirements

An AIOProductOS workspace (aioproductos.com). New organizations get a 14-day onboarding runway on their own data, and every plan carries a 30-day money-back guarantee. Your AI usage is never metered — flat plans, no credit meters.

What the triage looks like

code

This week's triage — top 3 (evidence-backed). Confirm before I create them.

# | Insight (source)              | Proposed task            | Score
--+-------------------------------+--------------------------+------
1 | "Need SAML" — 3 accts, $4.2k  | SSO/SAML for enterprise  | 2.4
2 | Onboarding drop 38% (funnel)  | Shorten signup form      | 240
3 | Churned acct cited exports    | CSV export on reports    | 4.0

Want me to create, assign (Ada · Backend AI), and schedule all 3 into Sprint W27?

Every number traces to a record on the spine — accounts, MRR, funnel steps — not a planning-poker vibe. Effort stays a human call, and nothing is written until you confirm.

Other ways to connect

Any MCP host: custom connector URL https://platform.aioproductos.com/api/mcp
CLI/stdio: npx @aioproductoscom/mcp
Docs: aioproductos.com/mcp

Support

Questions, feedback, feature requests: office@aioproductos.com — a human founder answers every email.

License

MIT — see LICENSE. The plugin is free; it drives a paid AIOProductOS workspace.

Install

Tools (71)

get_pm_playbookwhoamipm_metaget_product_brainget_weekly_signal_memoget_roadmap_driftget_customer_360analyze_nps

Configuration

Environment variables

PRODUCTOS_TOKENrequiredsecret

AIOProductOS personal access token (Settings → Tokens & Agents).

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@aioproductoscom/mcp@0.19.0"
      ],
      "env": {
        "PRODUCTOS_TOKEN": "<YOUR_PRODUCTOS_TOKEN>"
      }
    }
  }
}