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Molecule.dev

Molecule.dev

Organization

@molecule-dev

Open-source, composable full-stack packages an AI can wire correctly. Swap any provider in one line. Export anytime.

www.molecule.dev/@molecule_dev On GitHub since December 2021

232

Published Tools

10,165

Total Stars

18,710

Weekly Downloads

4

GitHub Followers

4

Public Repos

100/100

Avg Security

Published Tools

4 MCP Servers189 Skills7 Agentsacross 17 categories

LLM-backed AI agents provider for molecule.dev — a tool-calling loop over the swappable @molecule/api-ai chat bond

Agentai-agents
44395/wk2 dirs

Molecule Dev, Inc.

Language-model OCR provider for molecule.dev — extracts text from images through any vision-capable @molecule/api-ai model

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Skillai-ml
442 dirs

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Skillai-ml
44166/wk2 dirs

LLM decisions provider for molecule.dev — typed choice/score/yes-no answers by composing the swappable ai chat bond

Skillai-ml
4492/wk2 dirs

Local (offline) ai-embeddings provider for molecule.dev — runs a small sentence-embedding model in-process via Transformers.js (onnxruntime); no API key and no network at query time

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Skillai-ml
4491/wk2 dirs

Batteries-included Retrieval-Augmented Generation for molecule.dev — composes @molecule/api-semantic-search (retrieval) with the bonded @molecule/api-ai chat provider (generation) to answer questions grounded in your own documents

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Skillai-ml
4465/wk2 dirs

Molecule Dev, Inc.

Language-model speech-to-text provider for molecule.dev — transcribes audio through any audio-capable @molecule/api-ai chat model

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Skillai-ml
4486/wk2 dirs

molecule.dev hosted embeddings provider — embeddings billed to your molecule project, no vendor account

Skillai-ml
442 dirs

Pinecone vector store provider for molecule.dev — serverless vector similarity search

Skillai-ml
4488/wk2 dirs

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Skillai-ml
44271/wk2 dirs

BullMQ distributed cron scheduling provider for molecule.dev

Skillai-ml
442 dirs

OpenAI embeddings provider for molecule.dev — text-embedding-3-small/large

Skillai-ml
44214/wk2 dirs

RAG Q&A pipeline — chunk + embed + retrieve + ground answer with sources

Skillai-ml
44204/wk2 dirs

vLLM-Omni image generation provider for molecule.dev — self-hosted Qwen-Image-2.1 and other diffusion models over the OpenAI-compatible Images API

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Skillai-ml
442 dirs

Gemini API ai-embeddings provider for molecule.dev — hosted gemini-embedding-2: text, images, audio and video in one vector space (REST via fetch, zero dependencies)

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Skillai-ml
44305/wk2 dirs

Shared AI agent tools with backend abstraction for sandbox and local execution

Agentai-ml
448K/wk2 dirs

OpenAI content classifier for molecule.dev — text and image moderation with omni-moderation

Skillai-ml
4439/wk2 dirs

ChromaDB vector store provider for molecule.dev — open-source embedding database

Skillai-ml
4443/wk2 dirs

Batteries-included AI agent — a tool-calling loop over the swappable @molecule/api-ai chat bond

Agentai-agents
4465/wk2 dirs

Language-model translation provider for molecule.dev — translates through any @molecule/api-ai model, hosted or self-hosted

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Skillai-ml
4434/wk2 dirs

Default LLM-composed AI summarization provider for molecule.dev — summarizes over any bonded @molecule/api-ai chat provider

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Skillai-ml
44209/wk2 dirs

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MCP Servermcp
442 dirs

OpenAI speech provider for molecule.dev — Whisper STT + TTS

Skillai-ml
44187/wk2 dirs

LLM-composed Retrieval-Augmented Generation provider for molecule.dev — the default ai-rag bond; composes @molecule/api-semantic-search (retrieval) with the bonded @molecule/api-ai chat provider (generation) to answer questions grounded in your own docume

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Skillai-ml
4452/wk2 dirs

Anthropic Claude AI provider for molecule.dev

MCP Servermcp
44427/wk2 dirs

Zero-shot LLM text classifier for molecule.dev — scores candidate labels by composing the swappable ai chat bond

Skillai-ml
442 dirs

OpenAI image generation provider for molecule.dev — DALL-E 3 and gpt-image-1

Skillai-ml
4458/wk2 dirs

Notification center core interface for molecule.dev

SkillAI Tool
441 dir

TeleOCR provider for molecule.dev — extracts text from images with the open TeleOCR document-parsing model served by vLLM

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SkillDocument Processing
441 dir

Vertical notification feed: typed icon + title + body + relative time + unread indicator, with optional per-row link wrapping

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SkillAI Tool
441 dir

Push notification provider interface for molecule.dev

SkillAI Tool
441 dir

Web Push provider for molecule.dev push notifications

SkillAI Tool
441 dir

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SkillCode Generation
441 dir

Per-user notification preferences (channel toggles per type) — single-row JSONB store with delivery-gate helpers.

SkillAI Tool
441 dir

GitHub Actions

Frontend logging interface for molecule.dev

SkillAI Tool
441 dir

Translations for @molecule/app-annotation-pin-react in 79 languages

SkillData Labeling
441 dir

Visual condition / rule builder — nested AND / OR groups of field-operator-value leaves, used for feature-flag targeting, automation triggers, segmentation, and IoT scenarios

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SkillAI Automation
441 dir

Default in-process scheduler provider for molecule.dev

SkillAI Tool
441 dir

GitHub Actions

Internationalization interface for molecule.dev API

SkillAI Tool
441 dir

GitHub Actions

Internationalization interface for molecule.dev

SkillAI Tool
441 dir

External authentication provider using Supabase for molecule.dev — verifies Supabase user JWTs server-side with the public anon key

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SkillAI Tool
441 dir

Default i18n bond setup with 80-language definitions, lazy-loading wrapper, and locale persistence via storage bond. Used by every flagship app — 113 lines of byte-identical wiring across the fleet.

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SkillAI Tool
441 dir

Self-hosted translation provider for molecule.dev — Google MADLAD-400 (400+ languages) through a small CTranslate2 sidecar server, shipped with the package

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SkillAI Tool
441 dir

MySQL database provider for molecule.dev

SkillAI Tool
441 dir

Elasticsearch search provider for molecule.dev

SkillAI Tool
441 dir

Stripe payment provider for molecule.dev.

SkillAI Tool
441 dir

Trigger / condition / action workflow runner with AI-assisted step suggestions

SkillAI Automation
441 dir

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SkillAI Tool
441 dir

CONNECT-capable HTTP(S) proxy agent built from the standard proxy environment, for vendor SDKs that ignore it.

AgentAI Tool
441 dir

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SkillAI Tool
441 dir

LTX video generation provider for molecule.dev — Lightricks' hosted LTX-2.5/LTX-2.3 text/image-to-video-with-audio over the async V2 job API

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SkillSpeech & Audio
441 dir

GitHub Actions

End-to-end test core: Playwright's test, expect and page, with the browser supplied by a swappable bond — the live IDE preview inside a molecule sandbox, or real Playwright browsers on your machine and CI.

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SkillAI Tool
441 dir

HTML5 audio player chrome — play/pause, scrub, time, volume, optional waveform slot

SkillSpeech & Audio
441 dir

Drop-in /notifications page composing notification-feed/center primitives — header, filter chips, paginated list, mark-all-read action, empty state. Wires to api-resource-notification via the HTTP bond.

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SkillAI Tool
441 dir

In-memory vector store provider for molecule.dev — brute-force cosine similarity, zero external dependencies

Skillai-ml
4484/wk1 dir

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SkillAI Assistant
441 dir

Webhook capture provider for molecule.dev

SkillAI Tool
441 dir

Docker-based code sandbox container provider

SkillAI Tool
441 dir

Vonage SMS provider for molecule.dev

SkillAI Tool
441 dir

GitHub Actions

Abstract OCR (text extraction from images) interface — bond a vision model, Tesseract, or molecule.dev's hosted service

SkillDocument Processing
441 dir

Database-backed notification center provider for molecule.dev

SkillAI Tool
441 dir

Default provider for @molecule/app-notification-center

SkillAI Tool
441 dir

Notification center core interface for molecule.dev — in-app notification bell with pagination, read tracking, realtime updates, and polling

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SkillAI Tool
441 dir

GitHub Actions

Server-side QR code generation — SVG / PNG / data-URL output for emails, PDFs, and push-notification icons.

SkillAI Tool
441 dir

GitHub Actions

Client-side push notifications interface for molecule.dev

SkillAI Tool
441 dir

Field-level encryption core interface for molecule.dev — encrypt, decrypt, hash, verify, and rotate keys

SkillAI Tool
441 dir

Default in-process monitoring provider for molecule.dev

SkillAI Tool
441 dir

Feature-flag list row: name + status + rollout% + environment toggles

SkillAI Tool
441 dir

Feature flag management core interface for molecule.dev — flag evaluation, targeting rules, and percentage rollouts

SkillML Testing
441 dir

GitHub Actions

Cron scheduling core interface for molecule.dev — schedule, pause, resume, and manage recurring jobs

SkillAI Tool
441 dir

Reads Gemini CLI sessions — the session log (.jsonl), the older session .json and /chat save checkpoints — into a normalized agent session

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AgentLLM Tool
441 dir

DeepSeek AI provider for molecule.dev

SkillAI Tool
441 dir

CoinGecko crypto-prices provider for molecule.dev

SkillAI Tool
441 dir

Google Cloud Translation provider for molecule.dev — text translation via the Google Translate API

SkillAI Tool
441 dir

Database provider for Cloudflare D1 — SQLite on Workers, reusing the SQLite dialect with a D1-backed pool instead of a native driver.

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SkillAI Tool
441 dir

Self-hosted translation provider for molecule.dev — Mozilla's Firefox Translations (Bergamot) models on the CPU, in-process, no API key

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SkillAI Tool
441 dir

EmbeddingGemma 2 ai-embeddings provider for molecule.dev — Google's open (Apache-2.0) multimodal embedding model run in-process via Transformers.js (ONNX): text, images and audio in one 768-d space, task prefixes applied for you, Matryoshka 512/256/128

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Skillai-ml
44259/wk1 dir

Saved payment-method resource for Stripe SetupIntent flow (saved cards, default card, detach).

SkillAI Tool
441 dir

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SkillAI Tool
441 dir

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SkillAI Tool
441 dir

GitHub Actions

Core wiring mechanism for molecule.dev providers

SkillAI Tool
441 dir

Drop-in /billing/* routes (checkout, cancel, portal) + defineTiers helper for molecule.dev

SkillAI Tool
441 dir

AI video-generation core interface — generate short video clips with audio from text prompts and first-frame images, job-based, via swappable providers

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SkillSpeech & Audio
441 dir

Puppeteer HTML-to-PDF provider for molecule.dev

SkillDocument Processing
441 dir

AI content moderation pipeline — classify, policy-match, action, audit-log

SkillAI Automation
441 dir

Encrypting upload provider for molecule.dev — encrypts every file before another upload provider stores it, decrypts on read.

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SkillAI Tool
441 dir

Generic HTTP analytics provider — POSTs track/identify/page events to a configured first-party endpoint. Built for CLIs and services (mlcl, molecule-mcp) that emit into molecule.dev's own analytics.

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SkillAI Tool
441 dir

Config-driven OAuth provider button row composing @molecule/app-oauth-logos-react with layout variants (horizontal / vertical / grid) and brand-themed inline colors

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SkillAI Tool
441 dir

Full-text search core interface for molecule.dev

AgentSearch
441 dir

PostHog analytics provider for molecule.dev.

SkillAI Tool
441 dir

GitHub Actions

Webhook core interface for molecule.dev

SkillAI Tool
441 dir

TanStack Virtual provider for @molecule/app-virtual-scroll

SkillAI Tool
441 dir

React bindings for @molecule/app-analytics (route listener, hooks)

SkillAI Tool
441 dir

Queue-backed reliable webhook provider for molecule.dev

SkillAI Tool
441 dir

OAuth 2.0 client core interface for molecule.dev — consume external OAuth APIs with authorization, token exchange, refresh, and revocation

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SkillAI Tool
441 dir

React Native push notifications provider for molecule.dev (expo-notifications)

SkillAI Tool
441 dir

Sandbox UI for live-testing chatbots: bot picker, message thread, input area, error region. Extracted from ai-chatbot-builder TestChat.

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SkillChatbot
441 dir

Webhook delivery log row with request/response JSON panels, status, and retry

SkillAI Tool
441 dir

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Skillai-ml
441 dir

Modal model hosting for molecule.dev — run a model server container on a T4/L4/A10 GPU or CPU with per-second billing, behind Modal proxy auth

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SkillAI Tool
441 dir

Semantic search over any document corpus for molecule.dev — composes the ai-embeddings + ai-vector-store bonds (index + search)

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SkillVector & Embeddings
441 dir

Kev decisions provider for molecule.dev — typed choice/score/yes-no answers from the open-weights Kev models (Qwen-based, 0.8B–27B) on your own kev.serve host

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SkillAI Tool
441 dir

Wrapper list above leaderboard rows with podium / top-N highlighting

SkillAI Tool
441 dir

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SkillSpeech & Audio
441 dir

Generic ranked-aggregate engine: record metrics, compute leaderboards over daily/weekly/monthly/all-time windows with rank tie-breaking, scope isolation, and cron rollup.

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SkillAI Tool
441 dir

Leaderboard row — rank, avatar, name, score, optional change indicator

SkillAI Tool
441 dir

molecule.dev hosted speech provider — text-to-speech and transcription billed to your molecule project, no vendor account

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SkillSpeech & Audio
441 dir

molecule.dev hosted content classifier — text and image moderation billed to your molecule project, no vendor account

SkillAI Tool
441 dir

Abstract content moderation interface with AI-powered checking and user report management

SkillAI Tool
441 dir

Whistle speech provider for molecule.dev — Cactus Compute's 16.9 MB seven-language speech-to-text running in-process on CPU via the needle WASM engine (no server, no key)

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SkillSpeech & Audio
441 dir

AI text summarization composed over any bonded LLM (@molecule/api-ai), with a swappable provider contract

SkillLLM Tool
441 dir

Client storage interface for molecule.dev

Skillai-ml
44531/wk1 dir

Google Gemini AI provider for molecule.dev

SkillLLM Tool
441 dir

Object-storage project archive provider for molecule.dev — standard tar.gz artifacts of generic ArchiveParts (source, database dumps, git bundles: nothing privileged) persisted through @molecule/api-uploads under the storage id the uploads bond mints, ver

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Skillai-ml
4440/wk1 dir

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SkillSpeech & Audio
441 dir

Framework-agnostic client + UI metadata for the AI model catalog

SkillAI Tool
441 dir

PostgreSQL database client for molecule.dev

SkillAI Tool
441 dir

NVIDIA NeMo-Speech.cpp speech provider for molecule.dev — self-hosted batch and streaming speech-to-text with speaker diarization (Nemotron-3-Diarization)

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SkillSpeech & Audio
441 dir

GitHub Actions

JWT interface and key management for molecule.dev

SkillAI Tool
441 dir

JSON Web Token provider using jsonwebtoken for molecule.dev

SkillAI Tool
441 dir

Twilio SMS provider for molecule.dev

SkillAI Tool
441 dir

molecule.dev hosted OCR provider — text extraction from images billed to your molecule project, no vendor account

SkillDocument Processing
441 dir

Notification resource handlers for molecule.dev

SkillAI Tool
441 dir

Drag-and-drop core interface for molecule.dev — sortable lists, draggable items, and droppable zones

Skillai-ml
4457/wk1 dir

ElevenLabs text-to-speech provider for molecule.dev

SkillSpeech & Audio
441 dir

GitHub OAuth provider for molecule.dev.

SkillAI Tool
441 dir

Notification dropdown panel with unread state, mark-all-read, item list, empty state

SkillAI Tool
441 dir

Self-hosted Tesseract OCR provider for molecule.dev — text extraction from images in your own process, no vendor account, no per-call cost

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SkillDocument Processing
441 dir

Unread count badge and positioned wrapper for attaching to any child

SkillAI Tool
441 dir

Zhipu GLM AI provider for molecule.dev

SkillAI Tool
441 dir

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SkillAI Tool
441 dir

Claude Code agent runtime — unattended runs in ephemeral cloud sandboxes; artifacts-only return, per-run credentials, deny-by-default egress

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MCP Servermcp
4492/wk1 dir

Push notification capture provider for molecule.dev

SkillAI Tool
441 dir

Reads VS Code GitHub Copilot Chat exports (Chat: Export Chat…) into a normalized agent session

AgentCode Generation
441 dir

Google OAuth provider for molecule.dev.

SkillAI Tool
441 dir

Confucius4-R2T2 speech provider for molecule.dev — self-hosted append-only streaming speech-to-text

SkillSpeech & Audio
441 dir

Twitter OAuth provider for molecule.dev.

SkillAI Tool
441 dir

GitHub Actions

Image processing core interface for molecule.dev

SkillComputer Vision
441 dir

Default HTTP/SSE copilot provider for inline AI suggestions

SkillCode Generation
441 dir

AES-256-GCM encryption provider for molecule.dev — authenticated encryption, SHA-256 hashing, and key rotation

SkillAI Tool
441 dir

Feature-flag CRUD with targeting rules, environments, and on/off/killed/scheduled states. Extracted from the feature-flag-manager flagship.

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SkillAI Tool
441 dir

Health monitoring interface with composable checks for molecule.dev

SkillAI Tool
441 dir

GitLab OAuth provider for molecule.dev.

SkillAI Tool
441 dir

dnd-kit provider for @molecule/app-drag-drop

Skillai-ml
4457/wk1 dir

Audio8-ASR-Infinite speech provider for molecule.dev — self-hosted low-latency streaming speech-to-text for Chinese and English

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SkillSpeech & Audio
441 dir

Sign in with Apple OAuth provider for molecule.dev.

SkillAI Tool
441 dir

node-cron scheduling provider for molecule.dev

SkillAI Tool
441 dir

Pin/annotation marker overlay with click-to-place pins and label/note popups for 3d-model-viewer, image annotations, map pins, hotspot tours

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SkillData Labeling
441 dir

Task scheduler interface for molecule.dev

SkillAI Tool
441 dir

Scheduler provider for Cloudflare Workers Cron Triggers — the platform owns the clock, so tasks run from the scheduled() handler instead of an in-process timer.

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SkillAI Tool
441 dir

Canonical OAuth provider brand logos (GitHub, Google, GitLab, Twitter/X, Apple, Facebook, Microsoft, LinkedIn, Discord) as React SVG components — identical across every app regardless of icon bond

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SkillAI Tool
441 dir

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SkillSpeech & Audio
441 dir

GitHub Actions

HTTP client core interface for molecule.dev

SkillAI Tool
441 dir

molecule.dev hosted translation provider — translate through molecule.dev with a project API key, no translation-vendor account

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SkillAI Tool
441 dir

Database core interface for molecule.dev

SkillAI Tool
441 dir

DeepL translation provider for molecule.dev — text translation via DeepL API

SkillAI Tool
441 dir

Reads Claude Code sessions — the /export text and the session .jsonl — into a normalized agent session

MCP Servermcp
44271/wk1 dir

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SkillAI Tool
441 dir

SQLite database provider for molecule.dev

SkillAI Tool
441 dir

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SkillAI Tool
441 dir

Meilisearch search provider for molecule.dev

SkillAI Tool
441 dir

Stability AI image generation provider for molecule.dev — Stable Diffusion 3, Stable Image Core/Ultra

SkillGenerative AI
441 dir

Payment resource with subscription plan management

SkillAI Tool
441 dir

Axios HTTP client provider for @molecule/app-http

SkillAI Tool
441 dir

Stripe Identity KYC bond for molecule.dev — document + selfie verification, normalized status, signed webhooks.

SkillAI Tool
441 dir

molecule.dev hosted image generation provider — images billed to your molecule project, no vendor account

SkillAI Tool
441 dir

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Skillai-ml
44197/wk1 dir

On-device Whistle ai-voice provider for molecule.dev — Cactus Compute's 16.9 MB seven-language speech-to-text in the browser (CPU-only WASM, no WebGPU)

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SkillSpeech & Audio
441 dir

Native fetch HTTP client provider for molecule.dev

SkillAI Tool
441 dir

React pricing page + checkout flow that consumes /api/billing/* (provided by @molecule/api-entitlements + @molecule/api-payments-stripe)

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SkillAI Tool
441 dir

Default HTTP image generator provider implementation

SkillAI Tool
441 dir

Drop-in pricing page composing pricing-table + subscription-plan-card + Stripe checkout, with PlanUpdated success page

SkillAI Tool
441 dir

Image generation pipeline: prompt assembly, provider call, variations, AI prompt enhancement

SkillAI Automation
441 dir

Slack channel bond — implements @molecule/api-channel for sendMessage, webhook signature verification, and inbound event parsing.

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SkillAI Tool
441 dir

Kandinsky 6.0 video generation provider for molecule.dev — self-hosted open-weight text/image-to-video-with-audio over a vLLM-Omni server's /v1/videos API

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SkillSpeech & Audio
441 dir

Shared Playwright `test` + `expect` with auto-attached browser console-error/pageerror guard. Every fleet app's e2e specs import from here so a runtime exception (React mount failure, ESM/CJS interop error, unhandled rejection) hard-fails the test instead

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SkillAI Tool
441 dir

Upload document → extract text → AI extract structured fields

SkillDocument Processing
441 dir

Mic permission + MediaRecorder wrapper that emits a Blob — voice notes, meeting capture, AI voice agents

SkillSpeech & Audio
441 dir

Stylized SVG audio waveform with click-to-seek + region overlays — renders pre-computed peaks for music-daw / podcast / streaming

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SkillSpeech & Audio
441 dir

Default HTTP/SSE AI assistant panel provider

SkillAI Assistant
441 dir

CoinMarketCap crypto-prices provider for molecule.dev

SkillAI Tool
441 dir

Analytics core interface for molecule.dev

SkillAI Tool
441 dir

Axios HTTP client provider for molecule.dev.

SkillAI Tool
441 dir

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SkillSpeech & Audio
441 dir

Egress relay HTTP client for molecule.dev — outbound HTTP through the platform relay for runtimes that cannot dial out

SkillAI Tool
441 dir

Telegram channel bond.

SkillAI Tool
441 dir

HTTP webhook provider for molecule.dev

SkillAI Tool
441 dir

Axiom analytics provider for molecule.dev — batches tracked events into an Axiom dataset over the ingest API, never blocking the caller.

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SkillAI Tool
441 dir

Virtual scroll core interface for molecule.dev — virtual/infinite scrolling for large lists and grids

SkillAI Tool
441 dir

Frontend analytics interface for molecule.dev

SkillAI Tool
441 dir

Webhook notifications provider for molecule.dev

SkillAI Tool
441 dir

PostHog analytics provider for molecule.dev frontend

SkillAI Tool
441 dir

PostgreSQL pgvector provider for molecule.dev — vector similarity search with pgvector

Skillai-ml
4439/wk1 dir

Owner-scoped journal entry resource with optional at-rest encryption, mood linkage, daily streaks, and JSON/CSV/TXT export. Extracted from mental-health-journal flagship.

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SkillAI Tool
441 dir

Notifications interface with multi-channel support for molecule.dev

SkillAI Tool
441 dir

localStorage provider for @molecule/app-storage

Skillai-ml
4442/wk1 dir

SMS capture provider for molecule.dev

SkillAI Tool
441 dir

AsyncStorage provider for @molecule/app-storage (React Native)

Skillai-ml
441 dir

<!-- AUTO-GENERATED — DO NOT EDIT THIS FILE. Generated by `mlcl sync-docs` from the package's src/index.ts JSDoc + mlcl/registry.json. Edits here are overwritten on the next commit (molecule's pre-commit hook regenerates). To change this document, edit th

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SkillSpeech & Audio
441 dir

GitHub Actions

SMS core interface for molecule.dev

SkillAI Tool
441 dir