THE USE CASE LIBRARY
Explore practical ways to work with AI. Find a workflow, discover the tools, and go straight to the source.
Yuri Kruman, host of The AI Wage Gap podcast, replaced a stack of Castmagic, Buffer and n8n plus three to four hours of reformatting per episode with a Claude Code system built over three…
Replying on Hacker News to a claim that language models are bad at games, the commenter TeMPOraL described reviving a 1997 PC game from his childhood with Claude Code. Within roughly 30 m…
Chandler Nguyen moved his 17 year old WordPress blog, which ran on PHP and MySQL on a cloud VM, to Next.js in four days with Claude Code and the community Superpowers plugin. The plugin f…
Reach people exploring AI agent use cases
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Sponsor this spotStephen Toub describes how the GitHub Copilot agent runtime, which backs the Copilot CLI, app and SDK, was rewritten from TypeScript to Rust mostly by agents and mainly by one developer o…
Lukas Thoms got curious after mocking yet another company's name for its AI bot, and set out to see what everyone calls theirs. A swarm of Claude agents carried out 4,654 searches to gath…
Sakana AI's Agentic Scientist, the third version of its AI Scientist, wraps coding agents in a research scaffold. Parallel workers each propose a hypothesis with rubrics for what an exper…
Two people on X described using Grok Bot to track down unclaimed money. Dusty Cash set up a bot whose only job was to search every US state's unclaimed property program for old deposits,…
John Davenport, a developer who found marketing paralysing, turned promotion of his coding harness into a daily loop run from Claude Code. A Reddit MCP server scans relevant subreddits an…
GitHub built Qubot so employees can explore its data warehouse without waiting on an analyst. A question posted in the Qubot Slack channel spawns a Copilot Cloud Agent, which replies in t…
David Thomas of Notion describes Data Scout, an internal agent that answers employees' plain language questions from governed data in Snowflake. It pairs warehouse numbers with business c…
Monte Carlo built a GTM Hub so its sales and customer teams stop doing AI work in private chat windows. Each role gets its own home screen and triggers agents from the account in front of…
Ramp built Ramp Research, an internal analyst agent that answers data questions in Slack within minutes instead of leaving them queued for an on call analyst. It draws on indexed metadata…
Pulumi's two person data team, Pablo Seibelt and Lucas Crespo, built Platybot to stop working as a help desk for data requests. They started with a Cube semantic layer over Snowflake, org…
Fullscript built Flurry, a Slack agent that turns plain questions into SQL so staff can get data without waiting on analysts. A prototype came together in about a week using Claude Code w…
OLX India's engineering team wanted faster root cause analysis for production alerts. Their first attempt, IntelliOps, combined LibreChat, the open weight GPT OSS 120B model and MCP serve…
Claire Vo, founder of ChatPRD, runs nine Grok Bot agents, and one of them is an LGTM bot that looks after code review. Each day it goes through the GitHub pull requests assigned to her an…
Taku, a musician posting on note, wanted to see whether Grok Bot could make a music video. He chose a song he had made with a collaborator and for which he had already edited an MV by han…
Maxime of The Kreators AI, who says he has managed around $10M in Meta ad spend, connected Meta's official Ads MCP, released in beta on April 29, 2026, to Claude. In one session Claude pu…
Josh Odenheimer on Slack's growth team rebuilt how the company runs paid search, using a set of agents over a SQLite data store. Discovery, copywriting, strategy and optimisation agents c…
Leul Bezane, who runs website conversion work at Rippling, describes Dex, the system his team uses to pick and build site experiments. Claude skills gather signals from Gong calls, funnel…
Chris Tam launched CardShows.io, a directory of trading card shows, in mid March 2026 and uses agents to keep it stocked. The listing agent first ran on OpenClaw on a Raspberry Pi 5 and n…
Rafid Imran runs growth at Yuma AI and is the one person handling the website, so he moved the marketing site off Webflow and into code he manages with Claude Code skills. Separate skills…
Chudi Nnorukam, a developer with ADHD, was managing one blog post every 10 to 14 days, so he set up an OpenClaw agent to carry the process. It writes in his voice using a Voice DNA profil…
Charlie Hills, who writes a Substack about AI, used Codex with Computer Use to collect post statistics from his publisher dashboard, since there was no MCP connector for it. Codex worked…