Replace Perplexity?
KINDA · weekend projectA retrieval-plus-LLM answer engine is buildable, but Perplexity's search stack, source ranking, UX, mobile/browser surfaces, and model access make full parity hard.
Build me a personal answer engine like Perplexity, wrapping real search and LLM APIs, not rebuilding them. Requirements: - A local web app on localhost:3000: Node + Express + htmx, one input box, streamed answers. - Per question: query the Brave Search API (key in .env), fetch the top 6 results with undici, extract readable text with @mozilla/readability + jsdom, then pass the question plus numbered excerpts to Claude or GPT (key in .env) with instructions to answer only from the excerpts and cite as [1][2]. - Render citations as footnote links; show the full source list under every answer. - Follow-up questions stay in the same thread with prior Q&A in the context window. - Threads stored in SQLite via better-sqlite3; a sidebar lists past threads by first question. - If a page fails to fetch or extract, drop it and continue. Never cite a page that was not fetched. - Binds to localhost only; no accounts, no telemetry, only the search and LLM calls leave my machine. - Out of scope: crawling my own web index, model routing, and mobile apps. Answer quality tracks the search API, that is the deal. - README: which keys to get (Brave Search has a free tier) and rough per-query cost.
$ open in your agent (prompt prefilled, you press enter) or copy it raw · this prompt is generated from the build plan · improve it via PR
They pay because answers arrive fast with sources and fewer query-building chores.
xsearch quality
xsource ranking
xmodel routing
xmobile/browser apps
xpublisher integrations
xspeed
What does the Perplexity verdict mean?
The core job looks buildable, with meaningful gaps: search quality, source ranking. Read the full tradeoff list before committing. This research record is not a hosted IVCIFY tool.
What price does this directory record show for Perplexity?
The directory records $20/month for Pro, checked 2026-07-30. Verify the source before making a purchase decision. This reference stays outside retail Stack Math unless current matched evidence supports the comparison.
What do I lose by replacing Perplexity?
Honestly: search quality; source ranking; model routing; mobile/browser apps; publisher integrations; speed. If any of those are load-bearing for you, keep paying.
Is there an open-source alternative to Perplexity?
The listed prior art includes Perplexica (Open-source AI search engine inspired by Perplexity.). Inspect those projects before starting from a blank prompt.