Real AI agent use cases, with sources and setup prompts

Let Claude search and organize your local photo and video library

Videre is a local-first Rust CLI media library: it finds duplicates, fixes wrong dates, clusters faces and builds a local gallery. It has structured JSON output and a built-in MCP server so agents like Claude can search and manage the library without uploading anything.

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Source

erhangundogan on Hacker News · 2026-10-16 · Project link

Written in our own words. Credit to the original author. Link checked 2026-10-18.

What they did

Videre is a local-first Rust CLI media library: it finds duplicates, fixes wrong dates, clusters faces and builds a local gallery. It has structured JSON output and a built-in MCP server so agents like Claude can search and manage the library without uploading anything.

Result (as claimed)

Open source (Apache 2.0); shared on Show HN.

Tools they used

Cost: Pricing depends on the tools you pick; check each official pricing page.

Set it up

  1. Define the job

    Say exactly what you want done and what the agent may and may not do on your behalf.

  2. Share only what is needed

    Give Videre the minimum files or access required. Avoid sharing passwords in chat when a safer login flow exists.

  3. Review the plan

    Ask the agent to show its plan or draft before it acts, and approve each step that has real consequences.

  4. Check the result

    Confirm the outcome yourself (order placed, request sent, document understood) and keep a record.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: Let Claude search and organize your local photo and video library
What the original author did: Videre is a local-first Rust CLI media library: it finds duplicates, fixes wrong dates, clusters faces and builds a local gallery. It has structured JSON output and a built-in MCP server so agents like Claude can search and manage the library without uploading anything.
Reported result (as claimed by the author): Open source (Apache 2.0); shared on Show HN.
Source: https://news.ycombinator.com/item?id=50117598
Tools they used: Videre, Claude
Category: Personal & life

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

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Guides for this use case

How to make faceless YouTube videos with AI · How to run multiple coding agents together · How to build an MCP server for AI agents · How to run local LLMs with AI agents

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