Contextual vs Reduck

A local-first AI context engine with semantic search, temporal recall, and on-device indexing.

Ready-made automation scripts for LinkedIn, Twitter, Reddit and more, or write your own.

About Contextual

A local-first AI context engine with semantic search, temporal recall, and on-device indexing. A context engine that runs entirely on your machine, indexed, queryable, and aware of how your repository changed over time. ▸ nexus_search (query="why did we switch the webhook signer to HMAC-SHA512?", intent="mixed") . Contextual is engineered around the smallest set of ideas that make a codebase searchable through time, on a single laptop, without sending anything out. Ask "what did this file mean last quarter?" and walk the answer backwards.

About Reduck

Ready-made automation scripts for LinkedIn, Twitter, Reddit and more, or write your own. Reduck lets your agent create and run scripts for fast and reliable browser automation. Unreliable Results vary from run to run, and get worse as the context grows. Fast Tools are deterministic scripts, so they run in milliseconds, with no step-by-step thinking. 02 Reduck runs deterministic scripts in your own Chrome, no credentials exposed, no bot detection. Reduck can sweep X for the posts driving a topic and profile the accounts behind them.