Molecule.dev

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

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

BullMQ distributed cron scheduling provider for molecule.dev

Client storage interface for molecule.dev

localStorage provider for @molecule/app-storage

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

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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

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

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

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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

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

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

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

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

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

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

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

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

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

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

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

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

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