Can Claude Code make the whole campaign in one go?

It can chain the calls, but approve the hero first: every creative is made from it, so a wrong hero is six wrong images.

What does the session cost?

Only the generations. Creating the project, opening and filing assets are free; each image bills at its model's published rate. The result of an image call does not carry its price, so read the ledger.

Why did the agent stop halfway?

It measured the wallet before and after an image on an account other work was also spending from, and inferred a price four times too high. Give it the rate in the brief, or let it read the ledger.

A call timed out. Was I charged twice?

No. The same request within five minutes gets a 409 that names the existing job, and only the first was billed. Find the image with the jobs or assets tools.

Can it put my headline on the creative?

Not with the raw image tools. The Social and poster pack and the static ad presets set your words as real text; run them with nolgia_run_preset or from the Campaigns page.

Does this work from ChatGPT?

Not yet. ChatGPT is marked Soon on the MCP page. Claude Code and Cursor work today.

Guides / MCP

Run an ad campaign end to end from Claude Code with MCP

You do not open a composer. You tell Claude Code what the campaign needs, it calls the NOLGIA tools, and the creatives land in a project you can open on the site.

9 min read
September 24, 2026

The hero

Creatives

Project

What you make, in order. Tap one to jump to its step.

You run a small ad campaign from Claude Code by connecting it to NOLGIA's MCP server and asking for the campaign in plain words. Claude Code creates a project, opens the hero image you approved, makes each creative from that hero with the image to image tool, renders every creative in the sizes you name, and files the results into the project. You review the images on the project page or in your Library, and nothing in the loop needs a composer open.

Everything below is one real session on a fictional product: matte black headphones with an orange light ring. The tool calls are printed as Claude Code made them, the images are what came back, and the prices come from the live catalog when this page loads. Setting up the connection is covered in Generate from Claude Code or Cursor with MCP; this guide starts after that.

What goes wrong, and the fix

Mistake	Why it hurts	Fix
Asking for all six images in one line	The agent generates before the product is agreed, and you pay for six wrong ones	Approve the hero first, then fan out
Describing the product again for every creative	Each description drifts and the product changes shape	Make the creatives from the approved hero with image to image, so the reference travels
Skipping the project	Six assets land loose in the Library with nothing tying them together	Create the project first and pass its id on every generation
Reading the wallet balance as a receipt	On an account other people use, the balance moves for reasons outside the session; ours inferred a price four times too high and stopped	Give the agent the ceiling and the per image rate up front, and read the ledger, not the balance
Retrying a call that timed out	The first call usually finished on the server; a blind retry is a second image	A retry of the same request gets a 409 within five minutes and is not billed twice; find the result with the assets tool

Before you start

Claude Code connected to NOLGIA with a Personal Access Token, per the MCP guide.
Credits in your top-up balance: a token spends top-up credits only.
An approved hero image of the product in your Library. Ours is fictional, made with GPT Image 2.5 Flare: no brand, no logo, no copy on the image.
A short brief with the model, the sizes and the ceiling. Ours: three creatives, 1:1 and 9:16, at most eighty credits.

Matte black over-ear headphones with a thin glowing orange light ring on each ear cup, floating over a wet black floor under magenta and electric blue gels with an orange glow pooling beneath — **The approved hero.** Made with GPT Image 2.5 Flare before the session. Every creative below was made from it.

Brief Claude Code

One message carries the whole job: the product, the hero's asset id, the model, the three creatives, the two sizes, the filing rule and the ceiling. We also told it which tools to use and to leave the model list alone, because we were naming the model ourselves.

The brief, as sent (the credit figure is spelled out here)

You are running a small ad campaign for me on NOLGIA through the nolgia MCP tools. Work only with those tools; do not run shell commands and do not call nolgia_list_models (I am telling you the model).

The product is fictional: matte black over-ear headphones with a thin glowing orange light ring on each ear cup. The approved hero image already exists in my library as asset f1ee9d2b-307a-4d81-97f6-dc7758f6f7e5. Never put words, logos or brand names on any image.

Do this, in order, and tell me each tool call you make and what came back (ids, sizes, credits):
1. Create a project named "Orange Ring campaign" with a one-line description.
2. Open the hero asset with nolgia_get_asset so you know what it looks like, and file it into the project.
3. Make three creatives from the hero with nolgia_image_to_image on the model gpt-image-2.5-flare, using the hero as the reference image so the product stays the same, each in two sizes, aspect ratio 1:1 and 9:16, so six images in total, every one filed into the project by passing the project id:
Creative A "Hero on black glass": the headphones standing on a black glass floor, one long orange light streak reflected beneath them, light haze, deep blacks, premium ad look.
Creative B "Night rain": the headphones in close-up with fine rain droplets on the matte shells and neon reflections in teal and magenta, music-video look.
Creative C "Silhouette": a dancer in a long dark coat seen from behind wearing the headphones, under blue strobes and haze on a dark stage, the orange rings the only warm light, fashion-film look, no face visible.
4. Spend at most eighty credits in total. If a call fails, report it and continue with the next; do not retry more than once.
5. Finish with a short table: creative, size, asset id, and the project id.

Tip:Name the model and the reference. nolgia_list_models returns the whole catalog, far more than a session needs. Say the model id in the brief. The hero rides as the reference image on every image to image call, which is what keeps the product the same across creatives.

The session, verbatim

Claude Code loaded the four tools it needed, created the project, opened the hero and filed it, then made Creative A in both sizes. Signed URLs are shortened here; nothing else is edited.

Project, hero and the first creative (arguments and results as key and value lines)

CALL nolgia_create_project
  name: Orange Ring campaign
  description: Ad creatives for matte black over-ear headphones with glowing orange light rings.
RESULT id: 4ad8e0af-a367-4cab-a79d-e90a84457d1b, name: Orange Ring campaign

CALL nolgia_get_asset
  asset_id: f1ee9d2b-307a-4d81-97f6-dc7758f6f7e5
CALL nolgia_add_project_assets
  project_id: 4ad8e0af-a367-4cab-a79d-e90a84457d1b
  asset_ids: f1ee9d2b-307a-4d81-97f6-dc7758f6f7e5
RESULT status: ready, kind: image, name: Premium product photograph of matte, asset_id: f1ee9d2b-..., url: (signed url)
RESULT added: true

CALL nolgia_image_to_image
  prompt: Matte black over-ear headphones with a thin glowing orange light ring on each ear cup, standing on a black glass floor, one long orange light streak reflected beneath them, light haze, deep blacks, premium ad look. No text, no logos, no brand names.
  model: gpt-image-2.5-flare
  image_url: (signed url of the hero)
  aspect_ratio: 1:1
  project_id: 4ad8e0af-a367-4cab-a79d-e90a84457d1b
RESULT status: ready, kind: image, asset_id: 1b3ec704-c876-42ae-b3f7-19cae3a44be6

CALL nolgia_image_to_image
  (same prompt, model, image_url and project_id)
  aspect_ratio: 9:16
RESULT status: ready, kind: image, asset_id: d39075c6-96eb-4420-9775-3bbd8b521e6d

Then it stopped. The image result carries no price, so Claude Code read the account balance before and after the second image and saw it fall by 33. It concluded that each image cost that much, that six would cost about four times the ceiling, and that the ceiling was already blown, so it reported and asked how to proceed.

Where it stopped, in its own words (credit figures spelled out)

I need to flag a budget issue before continuing.

After generating Creative A (1:1 and 9:16), I checked the account balance:
- Before tracking: balance was 5672 after the first image.
- After the second image (9:16): balance dropped to 5639, a thirty-three credit cost per image on gpt-image-2.5-flare at default quality.

That means Creative A alone (2 images) cost roughly sixty-six, and all 6 planned images would cost about one hundred and ninety-eight, well over 2x your eighty credit cap. [...] Per your instruction to spend at most eighty in total, I'm stopping here rather than continuing to Creative B and C.

How would you like to proceed?

Watch for this:The balance is not a receipt. The account in this guide is shared with other work, and the balance moved for reasons outside the session. The billing ledger showed the two images had billed exactly the model's published rate. Read the ledger, or give the agent the rate in the brief. Stopping was the right behaviour; the input was wrong.

Our reply, resuming the same session (credit figures spelled out)

Good call to stop and ask. Two facts: this account's wallet is shared with other work running at the same time, so its balance moves for reasons outside this session and is not a receipt; the billing ledger shows each of your two images billed exactly eight credits. So the six images cost forty-eight, inside the eighty ceiling. Continue: make Creative B and Creative C in both sizes (four more images) from the same hero reference, file each into the project, do not check the balance again, and finish with the table.

It fired the four remaining calls together. Three came back at once; the fourth timed out on the client. The single retry it was allowed got a 409 from NOLGIA, which is the duplicate guard: the same request within five minutes is refused and named, not billed again. It then listed the project's assets, listed the library, found the image the timed-out call had made, and filed it.

Creatives B and C, the timeout and the 409 (arguments and results as key and value lines)

CALL nolgia_image_to_image
  prompt: Close-up of matte black over-ear headphones with a thin glowing orange light ring on each ear cup, fine rain droplets beading on the matte shells, neon reflections in teal and magenta, dark moody music-video look. No text, no logos, no brand names.
  model: gpt-image-2.5-flare, image_url: (signed url of the hero), aspect_ratio: 1:1, project_id: 4ad8e0af-...
CALL nolgia_image_to_image
  (same prompt) aspect_ratio: 9:16
CALL nolgia_image_to_image
  prompt: A dancer in a long dark coat seen from behind, wearing matte black over-ear headphones with a thin glowing orange light ring on each ear cup, under blue strobes and haze on a dark stage, the orange rings the only warm light, fashion-film look, no face visible. No text, no logos, no brand names.
  model: gpt-image-2.5-flare, image_url: (signed url of the hero), aspect_ratio: 1:1, project_id: 4ad8e0af-...
CALL nolgia_image_to_image
  (same prompt) aspect_ratio: 9:16
RESULT status: ready, asset_id: 01a38561-9845-4ff7-b599-5921f55deb32
RESULT status: ready, asset_id: 8b18bb12-3991-4b50-bdfa-066fce41a671
RESULT status: ready, asset_id: e0a2c254-1d91-4c73-b68c-fd79bbc0719d
RESULT (error) The operation timed out.

CALL nolgia_image_to_image
  (Creative C again) aspect_ratio: 9:16
RESULT (error) 409 Conflict: this exact request was already submitted as job a765a98e-01f6-450e-8d3a-bcaf22bac6ba less than 5m0s ago and has not been billed twice. Check it with GET /jobs/a765a98e-01f6-450e-8d3a-bcaf22bac6ba. To run it again anyway, resubmit with a different Idempotency-Key header.

CALL nolgia_list_assets
  modality: image, project_id: 4ad8e0af-..., limit: 10
CALL nolgia_list_assets
  modality: image, limit: 5
RESULT ... id: 3dab587a-4454-4feb-b4c3-5ae634607fff ...
CALL nolgia_add_project_assets
  project_id: 4ad8e0af-..., asset_ids: 3dab587a-4454-4feb-b4c3-5ae634607fff
RESULT added: true

Tip:Let it read jobs. We had allowed only the tools in the brief, so its first idea, nolgia_list_jobs, was refused by our own allowlist and it found the image through nolgia_list_assets instead. Allow the jobs tools too: the 409 names the job id, and nolgia_list_jobs reads it directly.

The campaign

Six images, all from the one hero, all on GPT Image 2.5 Flare, each billed at the model's rate. The product is the same object in every one because the hero was the reference on every call.

The headphones floating over a wet black floor with an orange light streak reflected beneath, orange haze left and blue haze right, square — **Creative A, 1:1.** Hero on black glass.

The headphones standing on a wet floor with orange ring reflections, magenta haze left and blue haze right, vertical — **Creative A, 9:16.** The same brief at story size.

Close-up of the headphones covered in fine rain droplets, magenta and cyan neon reflections, square — **Creative B, 1:1.** Night rain.

Close-up of the rain-beaded headphones with the orange ring glowing, vertical — **Creative B, 9:16.**

A dancer in a long dark coat seen from behind wearing the headphones under blue stage strobes and haze, no face visible, square — **Creative C, 1:1.** Silhouette.

The same dancer from behind under blue strobes, the orange ring the only warm light, vertical — **Creative C, 9:16.** The image the timed-out call had already made.

Where it lands on the site

Open Projects and the campaign's project. The hero and the six creatives sit in its media, and the project's cast, locations and brand kit slots are ready if the next round needs a recurring performer, a place or your palette and logo. From here you download the set or open any image in Studio.

The Orange Ring campaign project page with its media grid: the hero and the six creatives — **The project page.** Seven assets, filed by the session.

The same session can run the campaign presets on the Campaigns page with nolgia_run_preset: posters in four sizes with your words set as real text, static ad packs, billboards and launch films. We stayed on the raw image tools here so the transcript shows every parameter.

Three ways to run it

Path	How	Best when
Fastest	One preset per format with nolgia_run_preset from Claude Code, or on the site from Campaigns	You want the proven layouts and real text set on posters
Hands off	Brief the NOLGIA Agent in its chat; it works through the formats and files them	You are not at a terminal
Most control	Claude Code with the raw image tools, as in this guide	You want to direct each creative and keep the reference

What stays outside the session

Publishing. NOLGIA does not post to ad platforms or schedule. You download the set and upload it where the campaign runs.
Copy on the image. The raw image tools do not set real text; the poster presets do.
Video creatives. The same session can call nolgia_text_to_video and nolgia_image_to_video; this guide stayed on stills.
A price in the result. An image result returns the asset, not the credits it cost. The ledger on your billing page has the charge per image.
ChatGPT. Marked Soon on the MCP page; this guide is Claude Code only.

What it costs

Reading is free: listing models, creating a project, opening an asset and filing assets spend nothing. Each image bills at its model's rate. Live rates for the model in this guide and the presets the Campaigns page runs:

GPT Image 2.5 FlareEvery plan
Per image
Native 8 credits · 2K 21 credits · 4K 58 credits

Read live from the catalog when this page loads. Every price is shown before you generate. See every rate.

Try it yourself

The hero and the brief

Headphones hero, 1600x1600 WebPWebP image · 1600x1600 · 186 KBDownload

Upload the hero to your Library, put its asset id into the brief above in place of ours, and send the brief to Claude Code with NOLGIA connected. Allow the jobs tools as well. Your creatives will differ from ours; the product should not, because the hero is the reference on every call.

Checklist

Token connected; nolgia_get_account answers.
Hero approved before any creative; its asset id in the brief.
Project created; its id on every generation.
Model named in the brief; the model list left alone.
Ceiling and the per image rate in the brief; the jobs tools allowed.
A timeout is checked, not retried blind.
Open the project on the site and look at every image at full size.

Questions and answers

Can Claude Code make the whole campaign in one go?: It can chain the calls, but approve the hero first: every creative is made from it, so a wrong hero is six wrong images.
What does the session cost?: Only the generations. Creating the project, opening and filing assets are free; each image bills at its model's published rate. The result of an image call does not carry its price, so read the ledger.
Why did the agent stop halfway?: It measured the wallet before and after an image on an account other work was also spending from, and inferred a price four times too high. Give it the rate in the brief, or let it read the ledger.
A call timed out. Was I charged twice?: No. The same request within five minutes gets a 409 that names the existing job, and only the first was billed. Find the image with the jobs or assets tools.
Can it put my headline on the creative?: Not with the raw image tools. The Social and poster pack and the static ad presets set your words as real text; run them with nolgia_run_preset or from the Campaigns page.
Does this work from ChatGPT?: Not yet. ChatGPT is marked Soon on the MCP page. Claude Code and Cursor work today.

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