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Maker History

  • Lumigo Alpha
    Lumigo AlphaBrighter Searches, Better Discoveries
    Apr 2025
  • Clicmon
    ClicmonBuy and sell online doing good for the environment
    May 2023
  • 🎉
    Joined Product HuntJuly 18th, 2022

Forums

What's the biggest token waste in your AI coding workflow?

I've been benchmarking AI coding agents for the past few months and one finding keeps coming up: agents spend ~80% of their context budget on orientation, reading files, grepping, exploring - before they write a single line of code.

On a FastAPI codebase (~800 files), Claude Code averaged 23 tool calls per task just to figure out what's relevant. That's 40K+ tokens burned before any actual work happens.

I've been building a solution to this and we're launching it on Product Hunt tomorrow. But before that, I'm curious:

What's the biggest source of token waste in your workflow? Is it the exploration phase, context window exhaustion mid-task, session restarts, or something else entirely?

Nicola Alessi

10d ago

Vexp - Cut AI coding costs 58% with pre-indexed codebase context

vexp is a local-first context engine for AI coding agents. It pre-indexes your codebase into a dependency graph and serves only relevant context via MCP, so Claude Code, Cursor, and other agents stop wasting tokens on blind file exploration. Benchmarked on FastAPI (42 runs): 58% less cost, 63% fewer output tokens, 90% fewer tool calls. Runs 100% locally, no cloud, no account required. Free tier available.
Nika

12d ago

What do you expect from Product Hunt when you launch here? [motivation and reasoning]

I understand that everyone comes here with the hope of winning the Product of the Day award (at least one of the top three spots).

But so what does that mean for you?

Are you going to sell more products/subscriptions?

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