# Pull analytics across all accounts with ChatGPT

Source: https://developers.tokportal.com/agents/chatgpt/analytics-multi-account/
Markdown: https://developers.tokportal.com/agents/chatgpt/analytics-multi-account.md

From ChatGPT, one call summarizes every managed account: `get_analytics_dashboard` (filters `platform`, `country`, `account`, `from`/`to`), `get_analytics_series` for daily or weekly curves of views/likes/comments/shares/followers, `list_account_video_analytics` per account, `get_comment_pulse` for what people say, and `export_analytics_videos` / `create_analytics_report` for the CSV or branded report. TokPortal collects the numbers because it operates the accounts — no per-account OAuth, no Business-account requirement, no scraping on your side.

## Connect TokPortal to ChatGPT

ChatGPT is a chat assistant: OpenAI's assistant; plans with developer mode can add remote MCP servers as custom connectors.

<div class="install-buttons"><a class="install-button primary" href="https://developers.tokportal.com/mcp/remote">Add to ChatGPT</a><a class="install-button" href="https://developers.tokportal.com/mcp">All hosts</a></div>

Custom connectors are available on ChatGPT plans that allow developer mode / custom MCP connectors:

1. **Settings → Connectors → Create** (or **Advanced → Developer mode → Create**).
2. Name: `TokPortal` · URL: `https://app.tokportal.com/api/ext/mcp` · Authentication: **OAuth**.
3. Save, then sign in to TokPortal when ChatGPT prompts you and choose the access level.

Enable the connector per chat from the **+** menu. Read-only tools work in regular chat; write tools require the connector to be enabled in developer mode.

Snippet status: **verified** against ChatGPT's documentation ([source](https://platform.openai.com/docs/guides/developer-mode)).

Once connected, sanity-check the setup with a read-only call: "What is my TokPortal credit balance?" should trigger `tokportal_get_credit_balance`. GET requests and dry-run writes do not spend credits.

## Try the workflow without spending

For this trial, use the remote MCP endpoint `https://app.tokportal.com/api/ext/mcp`, local `tokportal-mcp` **1.15.1 or later**, or the REST API. Upgrade and restart an older local server first. Version 1.15.0 does not forward the dry-run header; do not use its write tools for a simulation. If you cannot verify the installed local version, use the remote endpoint or REST.

Use the [sandbox](https://developers.tokportal.com/sandbox) for the first attempt. MCP write tools accept `dry_run: true` as a top-level argument, beside `body`; REST writes accept the `X-TokPortal-Dry-Run: true` header. Keep your usual authentication and scopes. Each simulated write validates the request and returns `credits_would_charge` with `credits_charged: 0`. Nothing is created or published.

Simulated IDs start with `00000000-0000-4000-8000-`. Use them only in later dry-run writes. GET requests read real data, so skip publish-readiness checks and polling for synthetic IDs. Simulations have no cross-call memory and upload URLs are placeholders: do not upload files to them.

To run for real, review the returned price and confirm **before the first live write**. Bundle creation charges credits immediately; publishing hands the order to a manager. Repeat creation without dry-run mode and use the new real IDs for configuration and publishing. A synthetic ID cannot be reused in a live request.

## How it works

Analytics in TokPortal are workspace-wide and account-scoped at once. Start with `get_analytics_contract` once — it tells the agent which metrics, granularities and freshness guarantees apply to your workspace — then `get_analytics_dashboard` for the headline numbers over `from`/`to`, filtered by repeatable `platform`, `country` and `account` params. `get_analytics_series` returns time series with `metric` (`views`, `likes`, `comments`, `shares`, `followers`), `granularity` (`day`, `week`) and `mode` (`cumulative`, `gained`, `snapshot`) — `gained` per day is what most dashboards want.

Per account, `get_analytics_account` (or `get_account_analytics`) gives the profile-level snapshot and `list_account_video_analytics` the per-video table (paginated, `sort_by`/`sort_order`), which the agent can rank to find winning hooks. Comments: `get_comment_pulse` for the aggregate mood and `list_analytics_account_comments` for the text. If a number looks stale, `can_refresh_account_analytics` says whether a refresh is allowed and `refresh_account_analytics` triggers it — refreshes are rate-limited by design.

For deliverables, `export_analytics_videos` returns a CSV filtered by `account`, `platform`, `country`, `q`, `from`, `to`; `create_analytics_report` returns a structured report and `export_analytics_report_html` a branded HTML page. From ChatGPT the useful pattern is a scheduled digest: every morning, dashboard for yesterday, top 5 videos, accounts with zero posts in 7 days (join with `list_accounts`), any new entries in `list_account_bans` — posted to Slack or written to a sheet.

## Run it from ChatGPT

ChatGPT works from natural language: paste the prompt below into a chat with the TokPortal connector enabled. It will simulate the write tools with `dry_run: true` and show the returned prices before you decide to run anything for real.

**Tool sequence**

1. `tokportal_get_analytics_contract` — Metrics, granularities and freshness rules for your workspace.
2. `tokportal_get_analytics_dashboard` — Totals over `from`/`to` with `platform`/`country`/`account` filters.
3. `tokportal_get_analytics_series` — `metric`, `granularity`, `mode`, optional `account`.
4. `tokportal_list_accounts` — Enumerate accounts (`platform`, `country`, `banned=false`) to iterate.
5. `tokportal_list_account_video_analytics` — Per-video table per account, sortable.
6. `tokportal_get_comment_pulse` — Aggregate comment signal across accounts.
7. `tokportal_refresh_account_analytics` — Force a refresh when `can_refresh_account_analytics` allows.
8. `tokportal_export_analytics_videos` — CSV for spreadsheets.
9. `tokportal_create_analytics_report` — Structured report (or `export_analytics_report_html`).

**Prompt to paste**

```text
Evaluate this workflow in the TokPortal sandbox only.
Use the remote MCP endpoint https://app.tokportal.com/api/ext/mcp or local tokportal-mcp 1.15.1 or later for write tools.
Verify the installed local version before using its write tools. Version 1.15.0 is unsafe for simulations.
If the local version is older or unknown, use the remote endpoint or authenticated REST
requests with X-TokPortal-Dry-Run: true instead.
For every non-GET MCP tool call, set dry_run: true as a top-level boolean beside body.
For every REST write in a workflow, send the X-TokPortal-Dry-Run: true header.
Use normal read tools for existing real objects. Do not GET or poll synthetic IDs,
and do not upload files to simulated upload URLs. Simulated objects have no cross-call memory.
Show credits_would_charge and verify credits_charged is 0 for each simulated write.
Do not execute any live write. Ask for my explicit GO before the first real write,
including bundle creation, which charges immediately. After GO, repeat creation
without dry_run and use the new real IDs; never reuse synthetic IDs in live requests.

Use the TokPortal MCP tools. Build my weekly digest: get_analytics_dashboard for the last 7 days,
get_analytics_series (views, day, gained) for the same window, top 5 videos across accounts via
list_account_video_analytics, and any list_account_bans since 7 days ago. Output a short markdown report.
```

Enable the TokPortal connector from the **+** menu of the chat (developer mode for write tools), then paste the prompt.

**REST equivalent** (write requests below are simulations; GET requests read existing real data)

```bash
curl "https://app.tokportal.com/api/ext/analytics?platform=tiktok&country=US&from=2026-08-01&to=2026-08-31" -H "X-API-Key: sk_..."

curl "https://app.tokportal.com/api/ext/analytics/series?metric=views&granularity=day&mode=gained&from=2026-08-01&to=2026-08-31" -H "X-API-Key: sk_..."

curl "https://app.tokportal.com/api/ext/accounts/ACCOUNT_ID/analytics/videos?sort_by=views&sort_order=desc&per_page=10" -H "X-API-Key: sk_..."

curl "https://app.tokportal.com/api/ext/analytics/export/videos?platform=tiktok&from=2026-08-01&to=2026-08-31" -H "X-API-Key: sk_..." -o videos.csv
```

## Key parameters

| Parameter                      | Values                                        | Notes                                        |
| ------------------------------ | --------------------------------------------- | -------------------------------------------- |
| `from / to`                    | YYYY-MM-DD                                    | Date window on dashboard, series, exports.   |
| `platform / country / account` | repeatable                                    | Filters on dashboard and exports.            |
| `metric`                       | views · likes · comments · shares · followers | get\_analytics\_series.                      |
| `granularity / mode`           | day · week / cumulative · gained · snapshot   | gained+day for daily deltas.                 |
| `sort_by / sort_order`         | e.g. views · desc                             | list\_account\_video\_analytics.             |
| `q`                            | text                                          | Caption search in export\_analytics\_videos. |

Full schemas: [OpenAPI reference](https://developers.tokportal.com/api-reference) · [openapi.json](https://developers.tokportal.com/openapi.json).

## Example configurations

**Dashboard call (query)**

```json
{"platform":["tiktok","instagram"],"country":["US"],"from":"2026-08-01","to":"2026-08-31"}
```

**Series call (query)**

```json
{"metric":"followers","granularity":"day","mode":"gained","account":"ACCOUNT_UUID","from":"2026-08-01","to":"2026-08-31"}
```

**Report request**

```json
{"title":"August recap","from":"2026-08-01","to":"2026-08-31","platforms":["tiktok"],"countries":["US","GB"]}
```

## Credits

Analytics reads are free and count only against the 120 requests/minute rate limit. Refreshes are throttled per account (`can_refresh_account_analytics`). See [Credits & Pricing](https://developers.tokportal.com/credits) and [Analytics API](https://developers.tokportal.com/analytics).

## Why not the official API

Official insight APIs (TikTok Display/Research, Instagram Graph insights) require each account to be yours, authorized via OAuth, and — on Instagram — a professional account; aggregating 50 accounts means 50 tokens and 50 refresh cycles. TokPortal already operates the accounts and exposes one aggregated, filterable analytics surface.

As of August 2026 the first-party routes look like this. TikTok's Content Posting API (Direct Post) requires each account owner to authorize your app with the `video.publish` scope, limits every user access token to 6 requests per minute, keeps all posts from unaudited apps in private viewing mode until TikTok audits the app, and enforces an unpublished daily post cap per user (`spam_risk_too_many_posts`) that integrators commonly report at roughly 15–25 posts per account per day. Meta's Instagram Content Publishing API allows 100 API-published posts per professional account in a 24-hour moving window and only for accounts you own and connect via OAuth. Neither creates accounts, warms them, or reports third-party bans. TokPortal is human-operated infrastructure: accounts created and run by managers in the target country, one `X-API-Key` for all of them, dated slots (max 3 per day per bundle) instead of per-account tokens.

Sources: [TikTok Content Posting API – Direct Post](https://developers.tiktok.com/doc/content-posting-api-reference-direct-post), [TikTok Content Posting API – Get started](https://developers.tiktok.com/doc/content-posting-api-get-started), [Instagram Platform – Content Publishing](https://developers.facebook.com/docs/instagram-platform/content-publishing).

## FAQ

### How fresh are the numbers?

`get_analytics_contract` states the freshness rules; most accounts refresh on a schedule and `refresh_account_analytics` can force one when `can_refresh_account_analytics` says so.

### Can I get lifetime views per video?

`list_account_video_analytics` and `get_video_analytics` return the per-video counters as collected; series use `mode=cumulative` for running totals or `gained` for deltas.

### How do I build a daily digest?

Schedule the agent (cron, n8n, Copilot Studio trigger…) to call the dashboard for yesterday, the top videos, `list_account_bans?since=yesterday`, and post the summary.

### Is there raw data?

`list_analytics_account_raw_snapshots` and `list_analytics_post_raw_snapshots` expose the underlying snapshots for audits.

## Related

- [Analytics API](https://developers.tokportal.com/analytics)
- [Saved accounts](https://developers.tokportal.com/saved-accounts)
- [Agency multi-client](https://developers.tokportal.com/use-cases/industry/agency-multi-client-management)
- [Webhooks](https://developers.tokportal.com/webhooks)
- [MCP server](https://developers.tokportal.com/mcp)

## Also works with

- [Pull analytics across all accounts with Gemini CLI](https://developers.tokportal.com/agents/gemini-cli/analytics-multi-account)
- [Pull analytics across all accounts with Goose](https://developers.tokportal.com/agents/goose/analytics-multi-account)
- [Pull analytics across all accounts with Perplexity](https://developers.tokportal.com/agents/perplexity/analytics-multi-account)
- [Pull analytics across all accounts with Microsoft Copilot Studio](https://developers.tokportal.com/agents/copilot-studio/analytics-multi-account)
- [Pull analytics across all accounts with Factory Droid](https://developers.tokportal.com/agents/factory-droid/analytics-multi-account)
- [Pull analytics across all accounts with n8n](https://developers.tokportal.com/agents/n8n/analytics-multi-account)

[All 25 agents for "Pull analytics across all accounts"](https://developers.tokportal.com/agents/for/analytics-multi-account)

## Other jobs with ChatGPT

- [Create TikTok accounts with ChatGPT](https://developers.tokportal.com/agents/chatgpt/create-tiktok-accounts)
- [Post 100 TikTok videos a day with ChatGPT](https://developers.tokportal.com/agents/chatgpt/post-100-videos-a-day)
- [Run US TikTok accounts from abroad with ChatGPT](https://developers.tokportal.com/agents/chatgpt/us-tiktok-accounts-from-abroad)
- [Warm TikTok & Instagram accounts with ChatGPT](https://developers.tokportal.com/agents/chatgpt/warm-accounts)
- [Run a faceless TikTok channel with ChatGPT](https://developers.tokportal.com/agents/chatgpt/faceless-channel)
- [Seed UGC across many accounts with ChatGPT](https://developers.tokportal.com/agents/chatgpt/ugc-seeding)
- [Seed a music sound on TikTok with ChatGPT](https://developers.tokportal.com/agents/chatgpt/music-sound-seeding)
- [Launch an app with persona accounts with ChatGPT](https://developers.tokportal.com/agents/chatgpt/app-persona-launch)
- [Run multi-client agency operations with ChatGPT](https://developers.tokportal.com/agents/chatgpt/agency-multi-client)
- [Get ban alerts via webhooks with ChatGPT](https://developers.tokportal.com/agents/chatgpt/ban-webhooks)
- [Create Instagram accounts with ChatGPT](https://developers.tokportal.com/agents/chatgpt/create-instagram-accounts)