LearnPrompt vs Sakana AI

Side-by-side comparison of features, pricing, and ratings

Analysis generated Live tool data as of 2026-11-13
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LearnPrompt or Sakana AI: which should you choose?

DimensionLearnPromptSakana AI
What it isFree open-source Chinese wiki of AI-coding tutorials and task-card workflows (Claude Code, Codex, Agent Skills)Tokyo lab selling Japanese-language LLMs and multi-agent orchestration to enterprises
Price modelFree, permanently (open source on GitHub)Contact sales — custom enterprise agreement, no published prices
Who buysIndividual devs and creators already running Claude Code / Codex whose process is still messyRegulated Japanese finance, defense and intelligence orgs needing in-country data residency
Core assets47 tutorials across 8 paths, task-card templates, CLAUDE.md/AGENTS.md and SKILL.md writing guides, Harness 5-component debugging methodSakana Fugu orchestration, Sakana Namazu Japanese LLM API, Sakana Marlin research reports, Sakana Translate, Sakana Chat
IntegrationsClaude Code, Codex, Obsidian, ChatGPT, GitHub, Hermes/OpenClawNVIDIA, Claude Code (via Fugu-Ultra v1.1)
Getting startedRead the one path you're stuck on — no signup, no sales callTalk to sales; onboarding tied to a procurement and compliance process
LearnPrompt
LearnPrompt

LearnPrompt 用任务卡把 Claude Code 与 Codex 的 Agentic Coding 工作流跑进真实项目

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Sakana AI
Sakana AI

Sakana AI orchestrates frontier LLMs and ships Japanese-specialised models for enterprise and government

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Pricing
Free
Contact Sales
Plans
FreeFree
—
Popularity
9 views
7.2k views
Skill Level
Intermediate
Advanced
API Available
Platforms
Web
WebAPI
Categories
💻 Code & Development🔬 Research & Education
🔬 Research & Education🕸️ Agent Frameworks & Orchestration
FeaturesLearnPromptSakana AI
8 条学习路径:AI 编程入门、Claude Code、Codex、Agent 工程、Agent Skills、Loop Engineering、Obsidian AI、Hermes / OpenClaw
任务卡模板:拆出输入、输出、失败态与验收标准
Agentic Coding 最小工作流:计划、改动、验证、复盘
Claude Code 与 Codex 执行面选型对比(CLI / IDE / 桌面 / Cloud)
CLAUDE.md / AGENTS.md 项目规则写作指南
SKILL.md 写作指南:把重复流程包装为可复用 Skill
Harness 五组件排查法:指令、约束、记忆、反馈、编排逐层定位
Loop Engineering:为下一轮留下状态、验收结果和下一步
Obsidian AI 知识工作台:目录、索引与项目交接
Hermes / OpenClaw 长驻 Agent 架构导读与成本核算
可重放 Showcase:正常路径、失败场景与越界反例都要跑
教程标注一手来源与核验日期,命令权限回官方文档对账
网页端在线免费阅读,无需注册
开源课程仓库,社区可提交教程与 Agent 工作流
旧版站点归档,可回看历史课程与导航
Sakana Fugu orchestrates frontier LLMs across complex multi-step tasks
Fugu Ultra variant tuned for maximum performance
Fugu Max tuned for the Pareto frontier of cost vs performance
Fugu Cyber orchestration model tuned for cybersecurity workloads
Fugu keeps running if a closed upstream model becomes unavailable
Sakana Namazu Japanese-specialised LLM with web search and code execution built in
Namazu post-trained in-house and callable via the Sakana developer console
Namazu integrated into Evidence Finder medical search for physicians
Sakana Marlin autonomous research agent returns analyst-grade strategy reports
Marlin Interactive Reading mode for conversing with a generated report
Marlin exports reports to PowerPoint-compatible slides
Sakana Translate translates and proofreads Japanese, English and Chinese with register control
Sakana Chat conversational front end with memory and My Fish memory visualisation
Sakana Aquarium AI agent platform grounded in ontologies for decision-making
Sakana API Platform enterprise early-access program with admin console
IntegrationsLearnPromptSakana AI
Claude Code
Codex
Obsidian
ChatGPT
Hermes
OpenClaw
GitHub
NVIDIA

Who should pick LearnPrompt, and who should pick Sakana AI?

  • Developer with a messy Claude Code / Codex workflow
    Pick: LearnPrompt

    Free task-card templates plus CLAUDE.md/AGENTS.md and SKILL.md guides let you formalize a process you've repeated three times, with no signup or spend.

  • Technical lead choosing between Claude Code and Codex execution surfaces
    Pick: LearnPrompt

    The CLI / IDE / desktop / Cloud selection comparison is exactly the decision document for that call, and it's free.

  • Japanese bank or securities firm analyst producing research at volume
    Pick: Sakana AI

    Sakana Marlin generates analyst reports on demand, Namazu handles Japanese-specialised language, and data stays inside Japan — the SMBC/MUFG/Daiwa track record is the proof point.

  • Developer wanting a Japanese-language LLM in their own stack
    Pick: Sakana AI

    Namazu has been callable as a standalone API since August 2026, so you integrate it directly rather than through a chat UI.

  • Zero-budget beginner who has never opened a terminal
    Pick: LearnPrompt

    It's the only free option here, but note its own guidance: start with the AI coding basics path — the Codex and Agent paths assume you've already shipped something.

Frequently Asked Questions

Could I use LearnPrompt to learn Sakana AI's products?

No. LearnPrompt's paths cover Claude Code, Codex, Agent Skills, Loop Engineering, Obsidian and Hermes/OpenClaw frameworks. Sakana's Fugu, Namazu, Marlin and Translate stack is not covered — these are unrelated product lines.

Does LearnPrompt give me an LLM to use?

It's a wiki, not a model provider. It teaches workflows around tools you already access (Claude Code, Codex, ChatGPT) and publishes task-card templates, CLAUDE.md/AGENTS.md and SKILL.md writing guides, and a Harness five-component troubleshooting method.

Is there any free way to try Sakana AI?

Pricing is contact-only, with no published self-serve tier in the data. Sakana Chat is the conversational front end featuring Fugu and the new-generation Namazu, but commercial terms go through a custom enterprise agreement — budget for a sales conversation, not a signup form.

Who should not use Sakana AI?

Per its own positioning: consumers and small teams wanting a free general-purpose chatbot, anyone who needs published prices before talking to sales, and organizations outside Japan needing documented localisation and local support.

I'm outside Japan. Is Sakana relevant to me?

Its differentiation is Japanese-language specialisation plus data residency and export-control compliance for Japan. If you have no onshore-Japan requirement, that premium buys you nothing you can't get elsewhere.

What else are LearnPrompt and Sakana AI compared with?

Where can you read more about LearnPrompt and Sakana AI?

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