Agent Sightings Real agent use cases

Find local pilot customers from the codebase

A builder asked Claude Code to inspect their app source, identify what it does, and name the top five nearby companies that would make good pilots.

Agent or tool
Claude Code
Topic
Software Development
Reported on
Lenny's Newsletter
Added
2026-10-15

Why it matters

Coding agents are moving from autocomplete to doing whole tasks: reading a codebase, making a plan and changing many files. This case is a concrete example of where that works in practice. It is one of 221 sightings filed under Software Development on Agent Sightings (number 167 by interest), and one of 255 involving Claude Code.

How you could try it

Here is a reusable prompt, written by us in our own words, that captures the task. Paste it into Claude Code or any similar agent and adjust the details to your situation.

Look at this project directory, summarize what the product does, then list the top 5 companies in <city> that would be good pilot customers. Include why each fits and a LinkedIn search query.

Saved

Tip: Work on a fresh branch, ask for a plan before edits, and review the diff and test results before merging.

Source

Read the original first-hand account on Lenny's Newsletter: https://www.lennysnewsletter.com/p/everyone-should-be-using-claude-code. Our summary is a paraphrase; details are in the source.

Built an AI agent? Feature your agent on Agent Sightings, free submission or a featured spot.

Browse more like this

More in Software Development · more with Claude Code · all browse pages · industry guides

Related sightings

← All 2754 use cases