Interfaces & Data

Interfaces

Interface	Type
CLI pipeline scripts	Python (extract_raw.py, extract_checked.py, embed.py, ingest.py)
Lookup REST API	Express + DuckDB
Web UI	React + Vite
config.toml	Configuration
Ollama HTTP embed/chat endpoints	Local model backend

Produces

• 3-Database/clipboard.duckdb — the indexed store
• Typed TOML entry files (2-Embed/)
• Vector embeddings
• Index/search metadata
• Lookup server build (Node)
• Lookup web client build

Consumes

• Raw clipboard history (.txt inputs in 1-Input/)
• Local Ollama model endpoints
• phi4-mini / snowflake-arctic-embed2 models
• DuckDB runtime
• Node runtime (for the lookup server/web client)

Depends on

• Python 3.12+
• DuckDB
• Ollama (service) with phi4-mini and snowflake-arctic-embed2
• requests, tomli-w
• Node (server/web dependencies)
• React / Vite / Express toolchain

Used by

• 4-Lookup/server and 4-Lookup/web — the pipeline's own downstream consumer
• Operator workflows: search, paste-back, archival

Unlike most other DRS projects in this portfolio, ClipboardFilter's used_by list is mostly internal to itself (its own lookup UI) rather than other Aptlantis projects — it's a self-contained pipeline + UI pair.