Pipelex

Prepare inputs for MTHDS methods. Use when user says "prepare inputs", "create inputs", "use my files", "generate test data", "template", "synthesize inputs", "mock inputs", "I have a PDF/image/document to use", "make sample data", or wants to create…

Prepare inputs for MTHDS methods. Use when user says "prepare inputs", "create inputs", "use my files", "generate test data", "template", "synthesize inputs", "mock inputs", "I have a PDF/image/document to use", "make sample data", or wants to create…

Prepare inputs for MTHDS methods. Use when user says "prepare inputs", "create inputs", "use my files", "generate test data", "template", "synthesize inputs", "mock inputs", "I have a PDF/image/document to use", "make sample data", or wants to create…

Design a MTHDS method bundle top-down with a construction workflow matched to its complexity — build a fully understood shallow graph directly as a coherent runnable bundle, or use validated signature-driven stepwise refinement for deep, uncertain, staged, or…

Edit an existing MTHDS method bundle (.mthds files). Use when the user says "change this pipe", "update the prompt", "rename this concept", "rename this pipe", "change the model", "tweak the instructions", "modify the method", "add a step", "remove this…

Reorganize a designed method bundle into a clear, browsable layout. Use when signature-driven construction left one .mthds file per refinement, when any existing layout needs regrouping into coherent modules (or one simple file), or when the user says…

Design a MTHDS method bundle top-down with a construction workflow matched to its complexity — build a fully understood shallow graph directly as a coherent runnable bundle, or use validated signature-driven stepwise refinement for deep, uncertain, staged, or…

Edit an existing MTHDS method bundle (.mthds files). Use when the user says "change this pipe", "update the prompt", "rename this concept", "rename this pipe", "change the model", "tweak the instructions", "modify the method", "add a step", "remove this…

Move this repo's exact `mthds` dependency pin to the latest release on PyPI (or a version you name), re-lock, adapt the engine source to whatever the new release broke, run the checks, and write the CHANGELOG entry — stopping before the commit. Use whenever…

Automates the Pipelex release workflow: bumps the version in pyproject.toml, finalizes the CHANGELOG.md Unreleased section, runs quality checks, creates a release/vX.Y.Z branch, commits, pushes, and opens a PR to main. Use when user says "release", "cut a…

Write a migration ledger entry for a configuration schema change in pipelex, so that a user's existing file can be repaired instead of thrown away. Use when `make check-migration-schemas` (alias `cmig`) or `make check-ledger` (alias `cl`) refuses a change,…

Add a new AI model to the Pipelex inference system. Guides through all required steps: backend TOML configuration (OpenAI, Azure, Anthropic, Google, etc.), kit sync, test profile collections, and fixture regeneration. Use when the user says "add a model",…

Resolve open drift contracts — the review obligations between code and docs declared in drift.toml. Use whenever `make drift-check` (or the `make agent-check` / `make check` aggregates, or the CI lint-drift job) fails with open contracts, when the user says…

Bump the pinned `@pipelex/mthds-ui` (and `elkjs`) version that the generated ReactFlow HTML loads from jsDelivr. Re-fetches the bundle, recomputes SRI hashes, and updates the Python constants in `standalone_assets.py`. Use when user says "update graph ui",…

Test an AI model on a specific backend using the Pipelex inference test infrastructure. Handles test profile creation, fixture regeneration, and running the right test class for the model type (LLM, image gen, extract, search). Use when the user says "test…

Bump the minimum required version of the upstream dependency this SDK rests on — the `mthds` package, which provides the MTHDS protocol wire types via its `mthds/protocol` subpath. Use when the user says "bump mthds", "bump the mthds version", "bump min mthds…

Show the minimum required version of the upstream dependency this SDK rests on — the `mthds` package (provider of the MTHDS protocol wire types via `mthds/protocol`). Read-only: reports the current floor without changing anything. Use when the user says…

Prepare a new release for the pipelex-sdk-js project (@pipelex/sdk). Bumps version in package.json, syncs package-lock.json, updates CHANGELOG.md, manages the release/vX.Y.Z branch, runs checks, and commits. Use when the user says "release", "prepare a…

Detect interface-contract drift between @pipelex/sdk's client surface and the wire specs it implements (defaults to comparing against the last release tag, but the user can specify any tag or commit). Compares the PipelexApiClient request/response shapes…

Bump the @pipelex/mthds-form optional peer dependency in mthds-ui to a newer published version. Reads the form kernel's CHANGELOG.md for the versions in between, checks each change against the seams this library consumes (the gate in src/form/runGate.ts, the…

Add a new pipeline example to the Storybook from a .mthds bundle file. Generates both dry-run and live-run GraphSpecs via pipelex CLI, creates the data directory, spec file, wires it into mockGraphSpec.ts, and creates the story file. Use when user says "add…

Automates the mthds-ui release workflow: bumps the version in package.json, finalizes the CHANGELOG.md Unreleased section, runs quality checks and tests, creates a release/vX.Y.Z branch, commits, pushes, and opens a PR to main. Use when user says "release",…

Moves this repo's `pipelex` dependency pin to the latest release on PyPI (or a version you name), re-locks, migrates `.pipelex/` config if the schema moved, runs the checks, and writes the CHANGELOG entry — stopping before the commit. Use whenever the user…

Turn a Pipelex MTHDS bundle into an API request against any bundle-shaped pipelex-api route — push it as a ready-to-run query into the live "Pipelex FastAPI" Postman collection, emit a curl command, execute it directly, or just preview the body. Covers the…

Automates the Pipelex API release workflow: bumps the version in pyproject.toml, finalizes the CHANGELOG.md Unreleased section, runs quality checks, creates a release/vX.Y.Z branch, commits, pushes, and opens a PR to main. Use when user says "release", "cut a…

Bump this repo's two @pipelex npm dependencies — @pipelex/sdk and @pipelex/mthds-ui — to their latest published versions (or to versions the user names). Reads each package's CHANGELOG for the versions in between, maps every breaking bullet onto the client…

Automates the pipelex-mcp release workflow: bumps the version in package.json, finalizes the CHANGELOG.md Unreleased section, regenerates package-lock.json, runs quality checks and tests, creates a release/vX.Y.Z branch, commits, pushes, and opens a PR to…

Guide developers through creating and updating ChatGPT and MCP apps. Covers the full lifecycle: brainstorming ideas against UX guidelines, bootstrapping projects, implementing tools/views, debugging, running dev servers, deploying and connecting apps to…

Bootstrap this pipelex-starter-js template into a real project — replaces the template name (pipelex-starter-js / "Pipelex Starter") in package.json, README, CLAUDE.md, the app UI and the release skill, sets description, author, repo URL and license, resets…

Bump the @pipelex/sdk dependency in pipelex-starter-js to a newer published version. Reads the SDK's CHANGELOG.md for the versions in between, calls out breaking changes, applies mechanical renames (e.g. an env var or option renamed X → Y) to this repo's own…

Prepare a new release for the pipelex-starter-js project. Bumps version in package.json, syncs package-lock.json, updates CHANGELOG.md, manages the release/vX.Y.Z branch, runs checks, and commits. Use when the user says "release", "prepare a release", "bump…

Bootstrap this pipelex-starter-python template into a real project — replaces the placeholder name (piper / Piper) everywhere it appears, the package directory, description, author, repo URL and LICENSE holder, then regenerates the lock file and runs the…

Prepare a new release for the pipelex-starter-python project. Bumps version in pyproject.toml, syncs uv.lock, updates CHANGELOG.md, manages the release/vX.Y.Z branch, runs lint/type checks and tests, and commits. Use when the user says "release", "prepare a…

Move this repo's exact `mthds` dependency pin to the latest release on PyPI (or a version you name), re-lock, adapt the client to whatever the new release broke, run the checks, and write the CHANGELOG entry — stopping before the commit. Use whenever the user…

Automates the pipelex-sdk-python release workflow: bumps the version in pyproject.toml, finalizes the CHANGELOG.md Unreleased section, runs quality checks, regenerates uv.lock, creates a release/vX.Y.Z branch, commits, pushes, and opens a PR to main. Use when…

Move this package's `mthds` floor — the types-only peer that supplies the MTHDS protocol wire types through `mthds/protocol` — to the latest version published on npm, or to a version the user names. It edits both sites (`peerDependencies` and…

Automates the mthds-form release workflow: bumps the version in package.json, renames the CHANGELOG.md `[Unreleased]` section into a version heading, runs the full gate (checks, tests, build, and the bundle assertions), creates a `release/vX.Y.Z` branch,…

Automates the kajson release workflow: bumps the version in pyproject.toml, finalizes the CHANGELOG.md Unreleased section, runs quality checks, creates a release/vX.Y.Z branch, commits, pushes, and opens a PR to main. Use when user says "release", "cut a…

Prepare a new release for the pipelex-cookbook project. Bumps version in pyproject.toml, syncs uv.lock, updates CHANGELOG.md, manages the release/vX.Y.Z branch, runs lint and type checks, and commits. Use when the user says "release", "prepare a release",…