jm-rivera · Nov 12, 2026 · Nov 5, 2026 · Nov 6, 2026 · Nov 9, 2026 · Nov 10, 2026
diff --git a/content/hub/build/share.md b/content/hub/build/share.md
@@ -73,7 +73,7 @@ An embed follows the mode of its link. The embed of a live link redraws its card
 
 ### Turn a live link into a snapshot
 
-Under a live link, **Make this link a snapshot** stops the updates. The dialog says: "Everyone who has the link then sees the numbers as they were when you made it. This cannot be undone." The link keeps its address and loses the "Live data" line. To share live data again, make a new link.
+Under a live link, **Make this link a snapshot** stops the updates. The dialog says: "To stop live updates, make this link a snapshot. Everyone who has the link then sees the numbers it shows now, and they stay that way. This cannot be undone." The link keeps its address and loses the "Live data" line. To share live data again, make a new link.
 
 ## Check the link
 

diff --git a/content/hub/get-started/connect-your-assistant.md b/content/hub/get-started/connect-your-assistant.md
diff --git a/content/hub/index.md b/content/hub/index.md
@@ -8,25 +8,55 @@ The Development Finance Observatory (DFO) brings development finance data from t
 
 See the full list of datasets on the [sources page](/data/sources), and check out the [roadmap](/data/roadmap) to see what's in the pipeline.
 
+## Connect your AI assistant
+
+Connect Claude, ChatGPT, Gemini, or Le Chat to the DFO, and your assistant answers development finance questions from DFO data and names the source of each figure. Each assistant needs this server address and no account or token.
+
+```text
+https://developmentfinance.org/mcp
+```
+
+:::tabs
+
+::tab{label="Claude"}
+
+[Add the DFO to Claude](https://claude.ai/customize/connectors?modal=add-custom-connector&connectorName=DFO&connectorUrl=https%3A%2F%2Fdevelopmentfinance.org%2Fmcp). The link opens Claude with the connector's name and address filled in, and you confirm.
+
+::tab{label="ChatGPT"}
+
+Open [Plugins](https://chatgpt.com/plugins) in ChatGPT, select **+**, then **Add custom MCP server**. Name it DFO, paste the address under **Connection**, choose **No authentication**, and select **Create as a plugin**.
+
+::tab{label="Gemini"}
+
+Open [Connected Apps](https://gemini.google.com/apps) in Gemini on the web, select **Add a custom app**, paste the address, and select **Next**. Custom apps need a personal Google account held by someone in the US aged 18 or over. On Gemini Enterprise, a team administrator can add the server for the team.
+
+::tab{label="Le Chat (Mistral)"}
+
+In [Le Chat](https://chat.mistral.ai), open **Intelligence**, then **Connectors**, and select **Add Connector**. On the **Custom MCP Connector** tab, enter DFO as the name, paste the address as the **Server URL**, and select **Connect**.
+
+:::
+
+[Connect your assistant](../dfo-ai/connect.md) covers team plans, coding tools such as Claude Code, and a question that checks the connection.
+
 ## Where to start
 
 Choose the starting point that matches what you want to do.
 
 | If you want to…                                                    | Use                                                                   | Start here                                                                                                                                |
 | ------------------------------------------------------------------ | --------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------- |
+| Ask an AI assistant (like Claude or ChatGPT) about the data        | The DFO MCP server, a connector that lets AI assistants use DFO tools | [Connect your assistant](../dfo-ai/connect.md)                                                                                            |
 | Make a chart, e.g. French health aid for a briefing                | DFO Studio ([/studio](/studio))                                       | [Use DFO Studio](get-started/use-studio.md)                                                                                               |
 | Download data as a CSV, e.g. aid disbursements to Nigeria          | Data search ([/data](/data))                                          | [Get data](get-started/get-data.md)                                                                                                       |
-| Let an AI assistant (like Claude or ChatGPT) query the data        | The DFO MCP server, a connector that lets AI assistants use DFO tools | MCP server guide <!-- TODO: link when the MCP endpoint and its guide are public -->                                                       |
-| Pull data into a script or app                                     | The DFO API                                                           | API quickstart <!-- TODO: link when the API guide is public -->                                                                           |
+| Pull data into a script or app                                     | The DFO API                                                           | [API quickstart](../dfo-apis/quickstart.md)                                                                                               |
 | Load OECD, IMF, or TOSSD data into Python (pandas)                 | DFO Python packages                                                   | Python packages: [ODA reader](../oda_reader/index.md), [IMF reader](../imf-reader/index.md), and [TOSSD reader](../tossd-reader/index.md) |
 | Convert amounts between currencies or to constant prices in Python | DFO Python packages                                                   | [pydeflate](/docs/tools/pydeflate)                                                                                                        |
 | Manage and load data to a Data Commons Platform instance           | DFO Python packages                                                   | [DCP tools](../dcp-tools/index.md)                                                                                                        |
 
 **Do I need an account?**
 
-The DFO, its tools, and its infrastructure are free to use. For Studio you'll need an account after making five search queries. Sign in to save your work in Studio.
+The DFO, its tools, and its infrastructure are free to use. The MCP server and the API need no account. For Studio you'll need an account after making five search queries. Sign in to save your work in Studio.
 
 ## Next
 
+- [Connect your assistant](../dfo-ai/connect.md): Add the DFO to Claude, ChatGPT, Gemini, Le Chat, or a coding tool in a few minutes.
 - [Get data](get-started/get-data.md): A step-by-step guide to finding a dataset and downloading it as a CSV.
-- How the data fits together: Explore [the knowledge graph](data/knowledge-graph.md) to see how the DFO matches data from different publishers so one search can cover them all.
diff --git a/content/hub/skills/use-in-your-agent.md b/content/hub/skills/use-in-your-agent.md
@@ -10,7 +10,7 @@ Install the DFO skills in the assistant you already use, and it answers developm
 
 The DFO assistant in [DFO Studio](../get-started/use-studio.md) loads and uses the DFO skills automatically, so you have nothing to set up. [How the DFO assistant uses skills](what-a-skill-is.md#how-the-dfo-assistant-uses-skills) explains how it picks one.
 
-<!-- TODO: add an MCP route once the DFO MCP endpoint is public. data-mcp's search names the skills attached to the datasets it finds, and get_skill and get_skill_file load them, so an MCP client needs no copy. Link get-started/connect-your-assistant.md when it joins the navigation. -->
+<!-- TODO: add an MCP route once the DFO MCP endpoint is public. data-mcp's search names the skills attached to the datasets it finds, and get_skill loads them, so an MCP client needs no copy. Link get-started/connect-your-assistant.md when it joins the navigation. -->
 
 ## Before you start
 

diff --git a/content/hub/skills/what-a-skill-is.md b/content/hub/skills/what-a-skill-is.md
@@ -67,7 +67,7 @@ Install the skills under `skills/` in your own assistant to use them.
 
 ## How the DFO assistant uses skills
 
-The DFO assistant is an agent too, and it reads the same skills from the knowledge graph. The `apis` repository serves them through its Skills API, and the DFO MCP server gives the assistant two tools over it: `get_skill` loads a skill's `SKILL.md` and lists its reference files, and `get_skill_file` reads one of those files.
+The DFO assistant is an agent too, and it reads the same skills from the knowledge graph. The `apis` repository serves them through its Skills API, and the DFO MCP server gives the assistant one tool over it. `get_skill` loads a skill's `SKILL.md` and lists its reference files, and reads one of those files when given its `path`.
 
 The descriptions the assistant matches against come from its data search. Skills are attached to datasets, and the search result names up to five skills attached to the datasets it found. A question about DFO itself goes straight to [`dfo-faq`](../../dfo-skills/dfo-faq/SKILL.md).
 

diff --git a/hub.yaml b/hub.yaml
@@ -10,13 +10,14 @@ nav:
   - title: Home
     page: index.md
 
+  - mount: dfo-ai
+
   - title: Get started
     children:
       - title: Get data
         page: get-started/get-data.md
       - title: Use DFO Studio
         page: get-started/use-studio.md
-      # Connect your assistant (get-started/connect-your-assistant.md) joins once the MCP endpoint is public.
 
   - title: Build with the DFO
     children:
@@ -27,7 +28,6 @@ nav:
       - title: Use DFO data in your code
         page: build/use-data-in-code.md
       - mount: dfo-apis
-      - mount: dfo-ai
 
   - title: Data
     children:

diff --git a/roadmap/ai-tools.yaml b/roadmap/ai-tools.yaml
@@ -12,6 +12,49 @@ categories:
     label: Models and access
 
 entries:
+  - id: switchable-plan-decisions
+    title: Clearer plans with switchable decisions
+    description: >-
+      Studio's plan card leads with the question, a short summary and the
+      decisions that shape the answer: how sectors and regions are counted,
+      whether multilateral spending is included, gross or net flows, and how
+      phrases such as "major donors" are read. Defaults follow OECD counting
+      conventions, and each answer ends with a "Counted as" line. Each decision
+      can be switched in one click, on the plan card before a run or from chips
+      under the answer afterwards, and the figure is recalculated without a new
+      search. Plans list each decision once and take about half as long, and
+      Studio prepares the data while you review the plan.
+    categories: [analysis]
+    status: released
+    released_on: "2026-10-30"
+
+  - id: new-analytical-operations
+    title: New analytical operations
+    description: >-
+      Studio can give one figure across every row, join tables whose key
+      columns have different names, and compute each donor's share of a pooled
+      total.
+    categories: [analysis]
+    status: released
+    released_on: "2026-10-24"
+
+  - id: clarifying-questions
+    title: Several clarifying questions at once
+    description: >-
+      When a question is ambiguous, Studio can ask up to three clarifying
+      questions in one pause and keeps your answers in the conversation.
+    categories: [analysis]
+    status: released
+    released_on: "2026-10-23"
+
+  - id: studio-daily-limits
+    title: Daily Studio limits
+    description: >-
+      Studio allows 5 prompts a day for guests and 75 for signed-in users.
+    categories: [models-access]
+    status: released
+    released_on: "2026-10-23"
+
   - id: faster-reliable-answers
     title: Faster and more reliable answers
     description: >-

diff --git a/roadmap/platform.yaml b/roadmap/platform.yaml
@@ -16,6 +16,53 @@ categories:
     label: Developer experience
 
 entries:
+  - id: sortable-tables-chart-hovers
+    title: Sortable tables and focused chart hovers
+    description: >-
+      Tables can be sorted by column, and table cards fit their rows and columns.
+      Hovering over a chart shows only the series under the pointer, and several
+      cards from one answer collapse into one row in the chat.
+    categories: [charts]
+    status: released
+    released_on: "2026-11-01"
+
+  - id: api-reference-and-errors
+    title: OpenAPI reference and standard errors
+    description: >-
+      The OpenAPI description is at /openapi.json, and each refusal code is
+      documented at /codes/{code}. Every error is a problem+json document.
+      Dataset downloads cover any stored version in any format, with retention
+      periods and paged version history.
+    categories: [developer-experience]
+    status: released
+    released_on: "2026-10-25"
+
+  - id: search-assumptions-shown
+    title: Assumptions shown with search answers
+    description: >-
+      Search shows the assumptions behind each answer and, for a partial
+      answer, how many parts of the question were answered.
+    categories: [data-exploration]
+    status: released
+    released_on: "2026-10-24"
+
+  - id: open-source-repositories
+    title: Open-source code
+    description: >-
+      The platform's code repositories are public under the MIT licence.
+    categories: [developer-experience]
+    status: released
+    released_on: "2026-10-24"
+
+  - id: guest-shared-snapshots
+    title: Guest access to shared snapshots
+    description: >-
+      Anyone with the link can open a shared Studio snapshot without signing in.
+      Live links now work for canvases with more than four data cards.
+    categories: [sharing-publishing]
+    status: released
+    released_on: "2026-10-23"
+
   - id: more-chart-types
     title: Scatter plots
     description: >-

diff --git a/sources.yaml b/sources.yaml
@@ -83,7 +83,7 @@ sources:
     ref: dev
     docs_dir: docs/guide
     path: mcp
-    title: MCP server
+    title: AI assistants (MCP)
 
   - name: dfo-skills
     repo: DevelopmentFinanceObservatory/skills