The toolkit for product teams building with AI agents.
Frenchie Method gives your agents a production-grade workflow from requirement to release. Frenchie Kit gives them the file tools to read, listen, extract, and create.
The workflow layer for building software with agents.
Turn a rough idea into shared artifacts, test cases, implementation plans, reviews, walkthroughs, and release checks. Frenchie Method keeps the agent, the human, and the repo aligned from requirement to release.
Requirement discovery with edge cases.
Design before implementation for user-facing work.
The file and multimodal tools your agent can call.
Give your agent OCR, transcription, extraction, and generation through one Kit. Send files in, get clean Markdown or generated assets back, and keep the workflow moving. Under the hood, Kit ships as MCP tools and slash commands.
Collect user intent until the agent is no longer guessing. Capture scope, edge cases, constraints, and open questions.
01-requirement.md
Acceptance criteria
Turns the requirement into clear behavior, edge cases, constraints, and design guidance when the change is user-facing.
02-acceptance-criteria.md
Test case
Comes before the implementation plan. Acceptance criteria are not test cases.
03-test-case.md
Implementation plan
Reads requirements, design, and test cases, then adapts the work to the project architecture and tools.
04-implementation-plan.md
Review
Reviews the actual result first, then checks correctness, tests, security, and artifact drift.
08-review-report.md
Release-check
Lists what is ready, risky, and missing before release. It does not merge or release.
09-release-checklist.md
kit quick scan
The Kit your agent reaches for when work includes files.
Frenchie Kit handles file parsing and generation outside the agent context, then returns clean Markdown or files the agent can use. It is delivered through MCP tools and slash commands.
PDF/image to Markdown for scanned specs, invoices, forms, screenshots, contracts, and handwritten notes.
Transcription
Audio/video to Markdown for meetings, demos, sales calls, interviews, and user research.
Extraction
Office and spreadsheet files to Markdown for DOCX, XLSX, CSV, TSV, and PPTX workflows.
Image generation
Prompt to image file for visual concepts, covers, mockups, and product assets.
Hosted and local agents
Stdio MCP for local agent tools. HTTP MCP for hosted and web agents.
Privacy and pricing
Credit-based pricing, 100 free credits on first signup, files processed and deleted, results expire after delivery.
quick start
Install once. Give your agent a workflow and tools.
The plain install sets up Frenchie Method skills for text workflows. Method text workflows do not require an API key. Kit commands can be used standalone, but Kit/MCP file tools need an API key and credits when files or generated assets are processed.
01
Install Frenchie
$ npx @lab94/frenchie install
This sets up Frenchie Method skills and the local commands your agent can use for text-first workflow guidance.
02
Start with Method
> /frenchie-method
> /prepare-feature "Describe the feature"
Method turns the request into artifacts the agent can follow and the human can review.
03
Add Kit when files appear
$ npx @lab94/frenchie login
# browser approval creates and writes the CLI key
> /ocr ./spec.pdf
> /transcribe ./interview.mp4
Use Kit commands directly when you only need OCR, transcription, extraction, or generation. Kit/MCP file tools need a logged-in API key and credits for processing; they do not require entering the full Method workflow.
use cases
Built for real agent workflows.
Solo builder
Turn an idea into requirements, test cases, an implementation plan, and release-check artifacts that survive across sessions.
Small product team
Keep agents, product decisions, design notes, tests, and PR review in shared .frenchie/ artifacts.
Bug or hotfix
Use /systematic-debug to investigate, then keep enough evidence to review and release safely.
File-heavy work
Parse PRDs, recordings, screenshots, spreadsheets, and docs through MCP, then feed the context into Method artifacts.
trust, pricing, boundaries
Useful on purpose. Narrow on purpose.
Frenchie is not trying to replace your repo, your issue tracker, or your agent. It gives the agent a method to follow and tools to handle files. The rest stays in the workflow your team already uses.
Frenchie is not a document intelligence platform, RAG system, or project management suite.
100
free creditson signup
$1
100 creditscredit-based pricing, no subscriptions
30m
result expiryfiles are processed and deleted
git
your repo flowworks through your existing git host and worktrees
method guide
Read the Method principles, then go deeper in the blog.
Start with the public principles page to understand the workflow model, artifact trail, quality checks, and human approval gates. The Method articles unpack how review trails, test-first planning, and worktrees behave in real projects.
Frenchie Method is a structured workflow for AI-assisted product development. It helps agents and humans move from requirement to release through shared artifacts, test cases, implementation plans, reviews, and release checks.
How is Frenchie Method different from Frenchie Kit?
Method is the workflow layer. Kit is the file and multimodal capability layer. Method keeps the work traceable, while Kit turns files and prompts into usable context or assets.
Do I need an API key for Method?
No. Method text workflows do not require an API key. Hosted Kit processing, such as OCR, transcription, extraction, and generation, requires credits and an API key when those capabilities are used.
Does Method work for solo builders?
Yes. Method is useful even when you are the whole product team because it keeps the work recoverable across sessions, branches, and agent handoffs.
Does Method work for product teams?
Yes. Teams can use Method artifacts as shared context for product decisions, test evidence, walkthroughs, review reports, and release readiness.
What agents does it support?
Frenchie is built for agents that can install skill commands and MCP tools. The installer configures supported local agents automatically and documents the hosted HTTP path for web agents.
Where are Method artifacts stored?
Feature artifacts live under .frenchie/docs/feature/[feature-name]/ so another agent, teammate, or later session can continue from the same trail.
Do I need to commit .frenchie/?
That is your choice. Teams often commit durable product artifacts and ignore local state or generated scratch files. Frenchie keeps the structure clear either way.
Why does Frenchie use worktrees?
Worktrees keep parallel agent tasks isolated, preserve the main checkout, and make setup and cleanup explicit.
What happens when the implementation no longer matches the artifacts?
Frenchie review calls out artifact drift. The human can update the artifacts, change the implementation back, or treat the difference as a scope change and rerun the affected steps.
What MCP tools does Frenchie Kit include?
Kit includes OCR to Markdown, transcription to Markdown, file extraction to Markdown, image generation, async result polling, hosted upload support, and result file fetching where needed.
What happens to files I send through Frenchie Kit?
Files are processed and deleted. Results expire after delivery instead of becoming long-term storage.
How does pricing work?
Frenchie uses credit-based pricing with no subscriptions. You get 100 free credits on signup, credits do not expire, and hosted Kit capabilities consume credits only when used.
Can I still just use OCR or transcription without Method?
Yes. Kit commands can be used standalone after install. You can call /ocr, /transcribe, extraction, or generation commands without entering the full Method workflow. Kit/MCP file tools need an API key and credits when they process files or generated assets.
Give your agent a trail to follow.
Install Frenchie Method for the workflow. Add Frenchie Kit whenever the work includes files.