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Use cases as they join the library, and repositories as recorded snapshots see them enter or leave the top 200. Every date below says what it measures.
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18 use cases
Use case
Get automatic briefings before external calls with Lindy Meeting Prep
Lindy’s Meeting Prep routine sends a briefing before each meeting, or as a daily digest, with the attendees, their job titles and companies, and summaries of earlier meetings, by email or text.
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Use case
Qualify inbound sales emails and draft replies for review with Make AI Agents
Make’s help center walks through an agent that reads lead emails, researches the sender’s company, scores the lead, checks your calendar and leaves a draft reply in Gmail with a Slack link for you to review.
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Use case
Hand off research and document tasks to the Dispatch agent in Claude Cowork
Anthropic’s Cowork docs describe Dispatch, a background agent in Claude Desktop that splits one request into child tasks, runs each as its own session and forwards permission prompts to you, even from your phone.
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Use case
Get a new OCR model running on unfamiliar GPU hardware with Claude Code in a sandbox
Simon Willison gave Claude Code full permissions inside a Docker container on an NVIDIA Spark and had it get DeepSeek-OCR working; it took four prompts and under 40 minutes, with one nudge from him.
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Use case
Delegate errands to Meta’s Muse, with approval before it sends or buys
Meta’s Muse runs in its own secure cloud VM, takes requests in WhatsApp or the Muse app, and asks before sending email or buying; a separate Sentinel agent must approve anything it sends to the internet.
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Use case
Hand CRM updates and follow-up drafts to Grok Bot agents with approval steps
Grok Bot launched in beta in August 2026: always-on agents with their own cloud computer that sign in to your apps, learn routines by watching you, and come back when something needs your approval.
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Use case
Let Microsoft Scout prepare meetings and sort out calendar conflicts in Microsoft 365
Microsoft announced Scout at Build 2026: an always-on personal work agent for Frontier customers, built on the open-source OpenClaw and on Work IQ, that handles meeting prep, scheduling conflicts and routine tasks.
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Use case
Research new business leads and brief your sales team with Zapier Agents
Zapier’s guide shows an agent that starts when a lead arrives, looks up the company on the web, adds the details to your CRM and drafts outreach, with approval steps you add before anything is sent or changed.
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Use case
Build a formula-based analysis workbook with Agent Mode in Excel
Agent Mode in Excel plans formulas, sheets and charts from a prompt, checks and fixes its own results, and reports its validation steps; Microsoft reports 57.2% accuracy on SpreadsheetBench in its own evaluation.
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Use case
Apply the context engineering lessons from Manus to a long-running agent loop
The Manus team describes the context rules it settled on after rebuilding its agent framework four times: keep the prompt prefix cacheable, mask tools instead of removing them, and use files as memory.
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Use case
Hunt for variants of fixed bugs with an LLM agent, as Google's Big Sleep did in SQLite
Google's Big Sleep agent started from recent SQLite fixes, looked for related unfixed bugs and found an exploitable stack buffer underflow before it reached an official release.
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Use case
Turn public competitor pages into a structured market scan with Crawl4AI
Crawl4AI crawls pages into clean Markdown and extracts fields such as product names and prices with CSS or XPath schemas or an LLM, giving an agent tidy input for a market or competitor comparison.
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Use case
Prototype agent checkout with signed user mandates using Google's AP2
AP2 is an open protocol from Google for payments made by agents: the user signs an intent mandate and a cart mandate, giving merchants and payment providers an audit trail of what the user approved.
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Use case
Import recipes and plan the week's meals in self-hosted Mealie with an AI provider
Mealie is a self-hosted recipe manager and meal planner; with an OpenAI-compatible provider it can turn web pages, pasted text or photos into recipes, parse ingredients and suggest tags.
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Use case
Program a robot dog with an AI assistant: Anthropic's Project Fetch experiment
Anthropic split eight staff without robotics experience into two teams to program a quadruped robot to fetch a ball; the team using Claude finished more tasks and, on shared tasks, took about half the time.
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Use case
Try a desktop-operating agent safely in Anthropic's computer use demo container
Anthropic's computer-use-demo runs Claude inside a Docker desktop that you watch in the browser, with a chat panel, so you can test screen, mouse and keyboard automation away from your own machine.
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Use case
Run long research tasks with sub-agents in DeerFlow
DeerFlow 2.0 is an open-source agent harness from ByteDance that plans a task, hands parts to sub-agents and works in a sandbox with memory, skills and search tools, using any OpenAI-compatible model.
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Use case
Run coding agents from one self-hosted control centre with OpenHands
OpenHands Agent Canvas runs the OpenHands agent, or Claude Code, Codex, Gemini CLI and other ACP agents, on your machine or in Docker sandboxes, and can trigger them from schedules or webhooks.
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21 use cases
Use case
Build a voice agent that answers and places phone calls with Pipecat
Pipecat is an open-source Python framework for real-time voice agents; its telephony support lets a bot take inbound calls or dial out through providers such as Twilio and Telnyx.
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Use case
Watch competitor pricing and product pages with changedetection.io
changedetection.io checks chosen parts of web pages on a schedule, tracks prices and restocks, and can use an LLM to summarise changes or ignore ones that do not matter.
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Use case
Evolve faster algorithms with AlphaEvolve and automated evaluators
Google DeepMind's AlphaEvolve pairs Gemini models with automatic scoring to evolve code, and reports gains in data-centre scheduling, AI kernels and open maths problems.
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Use case
Generate long maths explainer videos with an agent that writes Manim code
TheoremExplainAgent plans scenes, writes Manim Community animation code and adds narration to produce theorem explanation videos longer than five minutes.
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Use case
Build and debug a Godot game with an agent through godot-mcp
godot-mcp lets an MCP client launch the Godot editor, run a project, read its debug output and create scenes, so the agent can check whether its game code works.
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Use case
Let an agent decompile and annotate a binary in Ghidra through GhidraMCP
GhidraMCP exposes Ghidra's decompiler and renaming tools over MCP, so an agent such as Claude Code can list functions, read decompiled code and propose clearer names.
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Use case
Fill out repetitive web forms with Skyvern's vision-based browser agent
Skyvern drives a browser with an LLM and computer vision to complete forms, such as quote requests or contact forms, on sites it has not seen before.
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Use case
Auto-tag receipts and bills in Paperless-ngx with paperless-ai
paperless-ai suggests titles, tags, correspondents and dates for documents in a Paperless-ngx archive, using a local Ollama model or a cloud LLM, with manual review and undo.
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Use case
Record and summarise meetings on your own machine with Meetily
Meetily records calls, transcribes them on the device with Whisper or Parakeet, and writes summaries with a local Ollama model or a cloud model you pick.
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Use case
Build a formula-driven Excel model with the Claude xlsx skill
Install Anthropic's xlsx skill in Claude Code so the agent writes live formulas, recalculates the workbook with LibreOffice and checks it for formula errors.
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Use case
Build a support chatbot that answers from your help docs with Dify
Turn help-centre pages into a Dify knowledge base, route questions with a classifier, answer from retrieved context and embed the bot on your website.
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Use case
Find an open restaurant table with agentic AI Mode in Google Search
Google's AI Mode can check several reservation sites for tables that fit party size, time and cuisine, then send you to the booking page to finish yourself.
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Use case
Build an app with Replit Agent while keeping production data out of reach
Replit Agent builds and browser-tests apps from a description. A widely reported 2025 incident, where it deleted a live database during a code freeze, shows why separate dev and prod data matters.
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Use case
Compare products across open tabs with Claude in Chrome, then buy yourself
Claude in Chrome can read and compare what is open in your tabs and pull details into a table; Anthropic’s own red-team numbers explain why it asks before purchases and why you should finish checkout.
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Use case
Explore and change a large codebase from the terminal with Gemini CLI
Gemini CLI is Google’s open-source terminal agent. Simon Willison found it strong on large codebases in 2025; in 2026 Google moved individual users to Antigravity CLI.
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Use case
Find a product and buy it inside ChatGPT with Instant Checkout
OpenAI’s Instant Checkout lets you ask ChatGPT a shopping question, pick an item and confirm the order in chat; the open Agentic Commerce Protocol passes the order to the merchant.
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Use case
Give Claude your Google Calendar and Gmail through a self-run MCP server
The open-source Google Workspace MCP server exposes Calendar, Gmail and other Workspace tools to Claude Desktop, Claude Code and other MCP clients, using your own OAuth client and optional read-only mode.
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Use case
Hand coding tasks to Cursor cloud agents that open pull requests
Start Cursor agents from the editor, web, Slack or a GitHub comment; each works in its own cloud VM on a branch and returns a pull request with screenshots, videos and logs.
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Use case
Let a self-hosted assistant file email and pre-draft replies with Inbox Zero
Inbox Zero works in the background on Gmail or Outlook: you write rules in plain English, and it files mail, drafts replies in your style, unsubscribes in bulk and briefs you before meetings.
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Use case
Run parallel Devin sessions on repetitive migrations and test backlogs
Cognition reports customers giving Devin written migration and testing playbooks, then running many sessions in parallel; its own numbers show where Devin does well and where it needs a human.
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Use case
Shop with an agentic browser without letting web pages give it orders
Perplexity pitches Comet for jobs like finding the same item with faster shipping. Brave showed a hidden comment could hijack it, and Simon Willison advises stopping agents at checkout.
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28 use cases
Use case
Answer technical questions by letting async agents run experiments
Simon Willison sends research questions to cloud coding agents such as Claude Code for web and Codex Cloud, which write and run experiments in a dedicated repo and open a PR.
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Use case
Let a coding agent run overnight ML training experiments
Point a coding agent at autoresearch so it edits a small GPT training script, runs short timed experiments and keeps what improves.
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Use case
Review pull requests automatically with Claude in GitHub Actions
Install the Claude Code GitHub Action so Claude reviews each pull request with inline comments and responds to @claude requests.
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Use case
Build an on-call investigation agent from your own alert history
Goutham Veeramachaneni connected Claude Code to Grafana's gcx CLI, his code and runbooks, then trained its skill on two weeks of past pages for his services.
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Use case
Extract invoice fields locally with a vision model on Ollama
Stephen Sebastian replaced a paid cloud OCR API with Gemma 4 E4B on Ollama to pull date, amount and description from contractor invoice photos on his laptop.
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Use case
Trace a disk-filling production bug from core dumps with an agent
B12 CTO Adam Marcus used Claude Code to analyze gigabyte core dumps filling web server disks and traced them to an RSS endpoint reading an endless radio stream.
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Use case
Build a cited Q&A knowledge base over your own documents
Self-host RAGFlow, upload PDFs, Office files and scans, and ask questions that come back with traceable source chunks.
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Use case
Control smart-home devices with a local LLM voice assistant
Connect Home Assistant to a local Ollama model as its conversation agent so you can ask it to control exposed devices privately.
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Use case
Parse scanned PDFs with tables into Markdown and JSON
Run PaddleOCR's PP-StructureV3 pipeline on scans to recover layout, tables, formulas and reading order as Markdown or JSON.
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Use case
Keep a resident desktop agent for research notes and blog work
Raj Chettri runs Nous Research's Hermes Agent on his desktop for scheduled research summaries, note filing, quick scripts and his blog's writing pipeline.
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Use case
Rebuild a side project in OpenCode to test provider lock-in
Matthew Brunelle rebuilt a YouTube Music to OpenSubsonic shim with OpenCode and Kimi K2.6 to compare it with an earlier Claude Code and Opus 4.6 attempt.
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Use case
Turn a feature idea into a spec, plan and tasks before coding
Use Spec Kit's slash commands to have a coding agent write a spec, a technical plan and a task list, then implement against them.
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Use case
Generate a narrated short video from a single topic
Give MoneyPrinterTurbo a topic and let it write a script, pick stock footage, add voice-over, subtitles and music, and render a video.
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Use case
Let an AI agent complete a multi-step task in a real browser
Describe a web task in plain language and let Browser Use drive a Chromium browser to finish it and return structured output.
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Use case
Run a multi-agent research debate on a stock ticker
Have TradingAgents' analyst, researcher, trader and risk roles analyse one ticker on one date and produce a reasoned report.
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Use case
Transcribe and translate recordings locally with Whisper
Use OpenAI Whisper on your own machine to transcribe audio in many languages or translate speech into English text.
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Use case
Build a self-hosted AI agent workflow with human approval
Use n8n's visual canvas to wire an LLM agent to your apps, add tools and memory, and pause for human approval before it acts.
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Use case
Convert PDFs and Office files to Markdown for an LLM
Run MarkItDown on PDFs, Word, PowerPoint and Excel files to get structure-preserving Markdown an LLM can read cheaply.
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Use case
Crawl a docs site into clean Markdown for a RAG index
Use Firecrawl to map and crawl a website, returning each page as Markdown or structured JSON ready to chunk and embed.
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Use case
Run an open-weight model locally and call it from your code
Install Ollama, pull an open model and call it through the local REST API so prompts stay on your machine.
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Use case
Ship a non-trivial app feature over many short agent sessions
Mitchell Hashimoto built Ghostty's unobtrusive macOS update notifications with the Amp agent over 16 sessions, rewriting and reviewing parts by hand before merging.
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Use case
Let an assistant test QA tickets in a browser via Playwright MCP
Peter Eysermans connected Claude Desktop to Playwright and GitHub MCP servers so it could walk through features from tickets, report results and draft reusable tests.
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Use case
Run unattended ML training experiments with autoresearch
Red Hat's Roy Belio containerized Karpathy's autoresearch on OpenShift AI with H100 GPUs and let Claude Code run 198 training experiments over 24 hours.
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Use case
Run a self-hosted personal assistant on a spare Mac
Federico Viticci ran OpenClaw (then called Clawdbot) on an M4 Mac mini with Claude Opus 4.5 over Telegram for briefings, smart-home control and small automations.
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Use case
Prepare a tax return with an agent and compare it to an accountant
Kyle Corbitt worked through his 2025 US taxes with Codex, which researched rules, gathered documents and wrote a custom tax engine while a paid accountant did the same return.
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Use case
Trial spec-driven development with spec-kit on an existing app
Birgitta Böckeler tried GitHub's spec-kit workflow with Copilot in VS Code on a mid-sized dashboard feature and found the process heavy for the size of the task.
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Use case
Audit kernel code for use-after-free bugs with a reasoning model
Sean Heelan benchmarked OpenAI o3 on a known ksmbd bug, then ran it across the SMB handlers, where it surfaced a new Linux kernel vulnerability, CVE-2025-37899.
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Use case
Port a Python library to JavaScript with a coding agent
Simon Willison had Codex CLI translate the JustHTML parser into a dependency-free JavaScript library, steering it with about eight prompts over one afternoon.
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