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Guides for agents that do real work.
Step-by-step articles on running Actionway from Claude Code and other local agents — generating media, sourcing files, and pulling live data, with real commands and catalog prices.
Connect your agentAI financial statement analysis: compute or fetch the ratios
There are two ways to get a margin out of an AI financial statement analysis workflow, and both are cents rather than dollars — each call is quoted before it runs, so the number you act on is the one the agent shows you. You can pull the income statement and let the agent divide, or you can fetch a ratios record that already contains sixty-six computed figures. We ran both against the same company on the same day. The gross margin they returned agrees to six decimal places, which makes the choice about something other than accuracy.
Best way to track earnings season in Claude Code
Earnings season is a scheduling problem wearing an analysis costume. The hard part is not reading a result — it is knowing which of your companies report on which day, and then actually looking on that day. In Claude Code finance work that turns into one calendar call, quoted before it runs, which returns who reports when together with what is expected, and which fills in the actual figures after each company prints.
Best Claude Code skills for financial analysis, priced
The Claude Code skills for financial analysis that matter are not clever models — they are plain data calls, and the useful surprise is how little the data costs. An income statement is $0.01 per run, and the ratios, estimates, and calendar calls are in the same range, each quoted before it runs. Everything after that — the margins, the growth rates, the ranking, the written summary — is the agent working locally, which costs nothing. A full look at one company runs to a few cents, and knowing that changes how often you are willing to look.
Best MCP server for stock data: four rivals, one table
An MCP server for stock data in Claude Code earns its place the moment you need more than one company. A single quote you can look up in a browser; four companies lined up on the same fields is a different job, and it is the one analysts actually do. We pulled the latest annual income statement for four chipmakers — one call each at $0.01 per run — and put the margins side by side. The spread is wide, and four things in the result will quietly break your comparison if you do not catch them.
Best AI 3D model generator for 3D printing, tested
An AI 3D model generator for 3D printing is judged on something different from one aimed at games. A game engine wants a light mesh; a printer wants a shape it can physically resolve. We sent one figurine through both image-to-3D services in the Actionway catalog on their cheapest untextured settings — from $0.22 per run (none-standard-triangle) — and the two files that came back differ by a factor of fifty. Neither difference is about quality, and the cheaper one is the denser one.
Best AI UGC ad generator: one product, one talking clip
There is no single AI UGC ad generator in the Actionway catalog, and that turns out to be the useful part. A talking-head ad is three separate calls — a presenter, a voice, and a lip sync pass that puts them together — which means you can change the script without repaying for the face, or swap the face without rewriting the script. We ran all three from a Claude Code session and the finished clip is below, along with the one billing detail that will surprise you.
Best AI voice generator for audiobooks: what a book costs
The useful thing about an AI voice generator for audiobooks is not the voice — it is that the bill can be knowable from the manuscript. Two of the three speech models in the Actionway catalog price by the character, so with either of those a book that has been written has already been costed. We ran the same 373-character passage through two models from a Codex session: $0.02 for 373 characters at $0.002 per 40 characters (text) each, about twenty seconds of audio, and the amounts matched the catalog to the cent. Both clips are below.
Best Google Maps MCP server for Claude Code: a local list
Looking for a Google Maps MCP server for Claude Code usually means you want one thing: a list. A city, a category, and a table you can work with — names, addresses, ratings, distances. Actionway does it in two calls, and we ran them while writing this: one geocode at $0.01 per run to turn a city name into coordinates, one places search at $0.04 per run to get the businesses around them. Thirteen rows came back. Two things about that response are worth knowing before you build on it.
Best Claude Code skills for Instagram carousels
The hard part of an Instagram carousel is not any one image — it is that the slides have to look like a set when somebody swipes. The Claude Code skills for Instagram carousels that matter are the image models the Actionway Skill adds to the session, at $0.15 per run, plus one technique: generate the first slide, then pass it back as a reference for the rest. We made a three-slide set that way for $0.45 for 3 runs at $0.15 per run. It held the look, and it did not hold one thing.
Best Claude Code skills for a slide deck: art, not layout
Claude Code can already build a slide deck — it writes the file, the structure, and the words. What it cannot do is make the pictures, and a deck of stock gradients everyone has seen before is what most presentations end up with. The Claude Code skills for a slide deck that actually change the result are the image models the Actionway Skill adds, at $0.15 per run. We made a title image and a matching section image for $0.30 for 2 runs at $0.15 per run, then sent the same brief to a cheaper model to see what changes.
Best Claude Code TikTok skill: from a brief to a clip
A short vertical video is two kinds of work, and only one of them costs money. A Claude Code TikTok skill is what adds the paid half — the shots and the voice — while the joining, the mixing, and the trimming are ordinary file work your agent already does for nothing. We made a finished ten-second clip this way: two generated shots at $0.07 per second (480p), one voiceover line, and an ffmpeg pass that cost nothing. The whole thing is below, along with the one number that will surprise you.
Claude Code vs Codex for game development: what differs
Claude Code vs Codex for game development has a shorter answer than the question suggests: for the asset half, pick either. Codex ships an image tool of its own and Claude Code does not, but neither builds a mesh, reads a line of dialogue, or writes a music bed — and when both reach the Actionway catalog for those, it is the same services at the same prices from the same balance. We built an eleven-guide series this way and the agent was never the variable. What does differ is narrower than you would expect, and it matters most after the file lands.
Best MCP for game assets in Claude Code
Searching for an MCP for game assets in Claude Code usually means you want one connection that covers images, 3D, voice, and music instead of a server per provider. Actionway is that catalog, and there are three ways to reach it: a Remote MCP server, a plugin, or a local CLI that installs a Skill. All three call the same services at the same prices from one balance. What changes is how much you install locally — and, on one of them, whether you also get a command you can run outside an agent.
Best lip sync tools for Claude Code users
The lip sync tools for Claude Code users are four services in the Actionway catalog, from $0.14 per second (720p) of finished video, and any of them will take a still image plus an audio file and give you a talking character. Getting a usable result took us three attempts, and the two failures are the useful part: your character needs a visible mouth, and the model will re-render your art in its own style.
Best Claude Code skills for game art
After running every art job in the Actionway catalog against one game project, the useful summary is not a ranking of models — it is a list of which jobs to hand over and which to keep. These are the Claude Code skills for game art worth installing, what each one costs, and where a human still has to take over.
Best 2D-to-3D tools for Codex game devs
The 2D-to-3D tools for Codex game devs are two services in the Actionway catalog, from $0.22 per run (none-standard-triangle), and both take one image and return a mesh. The difference that matters is not the price: we sent the same concept art to both and got back 1.49 million triangles from one and 31,000 from the other. This is what to ask for so you get the second kind.
Best character generators for Codex users, compared on one brief
The honest way to compare character generators for Codex users is to send each one the same brief and look at what comes back. We did: one desert scavenger, one paragraph, four image models between $0.10 per run and $0.30 per run, every run made from a Codex session with the Actionway Skill installed. The four results are below, unedited, with the render time each took.
Best character voice tools for Codex users
The character voice tools for Codex users are three speech models in the Actionway catalog. Two of them price the job before it runs, at $0.002 per 40 characters (text), and that is the number that matters here — not the per-model quality. One line of robot dialogue cost $0.006 for 83 characters at $0.002 per 40 characters (text) and rendered in nine seconds, which changes what you can afford to voice and, more usefully, what you can afford to re-record.
Best game asset tools for Codex users
Codex writes your game and cannot draw a single pixel of it. These are the game asset tools for Codex users worth installing, one job at a time: concept art at $0.15 per run, store art from the same reference, a 3D model from $0.22 per run (none-standard-triangle), and a character voice for well under a cent. Every price, time, and file below comes from a real run we paid for.
Best music tools for Codex game devs
The music tools for Codex game devs worth knowing are three models in the Actionway catalog, from $0.20 per run, and a run returns two full candidate tracks rather than one. We wrote two scene briefs from a Codex session — a tense desert crawl and a safe camp — and both tracks below came back on the first attempt, at $0.20 per run each.
Best trailer tools for Codex game devs
A game trailer is four kinds of work, and only two of them cost money. The trailer tools for Codex game devs in the Actionway catalog cover the shots and the sound — video from $0.07 per second (480p), music at $0.20 per run, narration at $0.002 per 40 characters (text) of script — while the cutting, the mixing, and the titles stay on your machine and cost nothing. The clip below is one shot with its bed under it.
Best motion tools for Codex game devs
Motion tools for Codex game devs take a video of something moving and put that movement onto your character. Two services in the Actionway catalog do it, from $0.12 per second of output, and neither needs a rig, a skeleton, or a mocap suit. We ran the whole pipeline from a Codex session — generate the driving clip, transfer the motion, inspect the result — and what comes back is finished footage: the fastest way to put a moving character on a store page.
Best Steam capsule art tools for Codex users
Store art is the first asset most projects need and the one most likely to be redone. The Steam capsule art tools for Codex users are the image models in the Actionway catalog, at $0.15 per run, and the trick is not the model — it is passing your character back as a reference and leaving room for the title. Two runs, two aspect ratios, both below.
Generate video from a product photo in Claude Code: a five-step recipe
One product photo, one sentence about the motion, one five-second clip for the product page. Claude Code cannot generate video by itself — there is no video model inside it — but with the Actionway Skill installed it can: Seedance 2.0 Mini at $0.07 per second (480p), Seedance 2.0 from $0.14 per second (480p), or Kling 3 from $0.20 per second (720p), priced per second of output. Here is the recipe we used to generate video from our sneaker photo, including the two drafts we threw away and why.
GPT Image 2 skill for Claude Code: how to use it
The GPT Image 2 skill for Claude Code is the Actionway Skill: install it once and Claude Code can call GPT Image 2 at $0.15 per run, with Seedream and the Banana models listed beside it at their own prices. No OpenAI key to manage and no wrapper to write. The product photo in this guide — the white sneaker the rest of our demo series is built on — took 75 seconds from prompt to file.
One product photo, three ad creatives: the Claude Code image editing skill
You have one good product photo and the ad campaign needs three. The Claude Code image editing skill people search for is the Actionway Skill: Claude Code can look at an image but cannot change one, and with the Skill installed it hands your photo plus a sentence to a model that accepts a reference image — Banana Pro at $0.30 per run, GPT Image 2 at $0.15 per run, or Banana 2 at $0.20 per run. Below are the three versions we made from our sneaker photo, with the exact prompt and time for each.
Claude Code music generation, reviewed: the bed for a 30-second demo video
Our sneaker demo video needed a music bed, and we made it with Claude Code music generation through the Actionway Skill — Claude Code has no audio model of its own, so the Skill is what put Suno v5 at $0.20 per run, Suno v5.5 at $0.20 per run, and MiniMax Music at $0.40 per run in front of the agent. It took three attempts, and the first one sang our brief out loud. This is the review: what we asked, what came back each time, how we checked, and the brief that finally worked.
Claude Code OCR: how to pull the tables out of a PDF
A supplier sends a PDF price sheet and you want the size and price table in a spreadsheet. Claude Code can open a PDF and describe it, but that is reading, not OCR: nothing is extracted, and tables come back as prose. With the Actionway Skill installed, Claude Code OCR means sending the PDF — up to 40 pages per call — to the document OCR service from $0.01 per item, settled by usage, and getting the tables back as data. The answers below come from doing exactly that with a one-page wholesale sheet; the run took 47 seconds.
Claude Code text to speech: one script, three voices
Claude Code text to speech for a video voiceover works once the Actionway Skill is installed: paste the script, pick a speech model, and an mp3 lands in your project. Claude Code's own voice mode is dictation — it turns what you say into typed input — so it cannot produce that file. To show the difference between the three models in the catalog, we ran the same 57-word script for a sneaker demo through all of them — MiniMax TTS at $0.002 per 40 characters (text), VoxCPM at $0.002 per 40 characters (text), and Seed Audio at $0.01 per second — and put the three results below so you can listen before you choose.
Transcribe audio to subtitles with Claude Code
You have a voiceover for a product video and you need subtitles. Claude Code cannot listen to a file, but once the Actionway Skill is installed it can transcribe audio through the transcription service for $0.10 per run and write the result out as an SRT file next to the video. This guide walks through that in five steps, using the 19-second voiceover from our sneaker demo; the run took 19 seconds and the subtitles it produced are below.
An OpenRouter for what GPT-6 Astra can do
Actionway is an OpenRouter for Astra agent skills: one Skill install in Codex gives GPT-6 Astra every catalog capability — images, video, voice, transcripts, live data — each priced per run and found through a free catalog search, so you never write a tool per task.
GPT-6 Astra computer use, or a direct API call?
GPT-6 Astra computer use can read a number off a web page; a structured Actionway call returns the same number as JSON with a receipt — a market quote is one $0.01 per run call. Use the browser when a page has no API, and the priced call when the fact has one.
Generate video from GPT-6 Astra
GPT-6 Astra has no video model, but from Codex with the Actionway Skill it can generate video: a 5-second 480p clip with Seedance 2.0 Mini comes to $0.35 for 5 s at $0.07 per second (480p), and the run in this guide finished in 76 seconds with the clip saved into the project.
Direct a long take with GPT-6 Astra and Seedance 2.5
An Astra Seedance long take splits the work: GPT-6 Astra plans the rooms and blocking, Actionway renders each segment with Seedance 2.5 at $0.20 per second (480p), and ffmpeg joins them locally. The 5-second segment in this guide came to $1.00 for 5 s at $0.20 per second (480p) and rendered in about eight minutes.
Have GPT-6 Astra watch severe weather alerts
GPT-6 Astra can watch U.S. weather alerts for free: Actionway's weather alert service is free, returns each alert as structured JSON, and a Codex task can rebuild a status page from it every hour. This guide shows a real Texas check with eight active alerts.
Generate images from Claude Code
Claude Code cannot generate images on its own — it has no image model. With the Actionway Skill installed, the same session can generate images from Claude Code: GPT Image 2 at $0.15 per run or a Seedream 5 LTE draft at $0.10 per run, saved as a file in your project about a minute later.
Stock analysis in Claude Code: build an earnings brief
Stock analysis in Claude Code works once the agent can see live numbers: through Actionway a market quote is $0.01 per run and an income statement $0.01 per run, both returned as JSON, and Claude Code writes the earnings brief itself. This guide shows a real NVDA run.
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