Use Cases
Real-world OpenClaw automations from the community
Multi-Source Tech News Digest
109+ Quellen in einem Digest: RSS Feeds, X/Twitter KOLs, GitHub Releases, Web Search. Mit Quality-Scoring und Deduplizierung.
Kimi K2.5 Agent Swarm: 100 parallele Sub-Agenten für Research
Ein Nutzer demonstriert, wie Kimi K2.5 mit Agent Swarm 100 parallele Sub-Agenten für komplexe Research-Aufgaben orchestriert. Konkret: Recherche über 100 Nischen-YouTube-Kanäle parallel, wobei jeder Sub-Agent einen Domain-Experten simuliert. Ergebnis war eine strukturierte Tabelle mit 300 Creator-Profilen in unter 50 Minuten statt eines ganzen Tages.
Daily AI News Briefing via Cron
OpenClaw cron job runs every morning at 8 AM, searches for major AI-related news from past 24 hours, compiles summary of 5 items (max 50 words each), and delivers via Telegram. No manual curation needed.
NotebookLM + OpenClaw Research Pipeline
Two-tool combo: NotebookLM researches topic and builds structure/gap analysis; OpenClaw then executes based on that research. Separates 'think' phase from 'do' phase for maximum quality output. Research → Structure → Execution workflow.
Academic BibTeX Fixer
Der Agent scannt LaTeX-Dokumente auf unvollständige Zitate, sucht online nach den korrekten DOIs und repariert die .bib-Datei.
Automated Research Pipeline für STEM
Scannt arXiv, PubMed, bioRxiv nach relevanten Papers, speichert sie, erstellt wöchentliche Summary-Emails. Führt Literature Reviews durch mit Extraktion und Vergleichstabellen.
Competitor Monitor
AI-Agent für Wettbewerber-Analyse
The 'SecondBrain' Oracle
The agent scans all links (articles, YouTube transcripts, PDFs) sent via Telegram, vectorizes the content locally, and acts as a personal oracle that can recall specific details weeks later.
Real Estate Research Team Spawned via Telegram
A non-technical wife texts her own agent to spawn a real estate research team. The agent runs Zillow property analysis, zoning law checks, and more — she only interacts via chat.
Chinese Learning Engine xuezh
Chinese language learning with pronunciation feedback and study flows. Practice speaking, reading, and writing with AI guidance.
WhatsApp Memory Vault
Ingests WhatsApp exports, transcribes 1000+ voice notes, cross-checks with git logs, outputs linked markdown reports.
Karakeep Semantic Search
Vector-based semantic search for Karakeep bookmarks using Qdrant and OpenAI/Ollama embeddings. Search by meaning.
Inside-Out-2 Memory System
Turns session files into memories, then beliefs, building an evolving AI self-model. Inspired by Inside Out 2.
YouTube Content Research Automation
Automated video idea scouting, topic research, and trend tracking for YouTube channels. Daily summaries of new videos from favorite channels with performance analysis.
Personalized Reddit Daily Digest
A curated daily digest of your favorite subreddits, filtered by your personal preferences and interests. No more doomscrolling — just the posts that matter.
The $400 Reality Check — Honest Cost of Getting Started
One user spent $400 testing OpenClaw over several weeks and documented every cost: API tokens, server hosting, failed setups, and the real time investment to get things working.
AI Trend Monitor
Automatically monitors arXiv, Hugging Face, Reddit, and GitHub for new AI trends and creates daily summaries of hot topics.
Social Media Brand Monitor
Daily searches platforms like X for brand mentions, analyzes sentiment, and reports complaints immediately.
Competitor Overnight Monitoring
OpenClaw monitors competitors overnight, analyzes their activities and reports on successes or failures the next morning.
Weekly Insight Reports Generator
Generates weekly analytical reports on topics like competitors, personal metrics, or industry trends.
Web Scraping for Structured Reports
Regularly extracts structured data from websites and compiles them into formatted reports.
X/Twitter Bookmark Analyzer & Discussion Partner
Reads your X bookmarks, summarizes the content, and discusses insights with you — like a research assistant for your saved tweets.
Autonomous Desktop Research & File Organization
Conducts online research and saves found files in a structured format on the desktop — research assistant that organizes its own output.
Home Project Manager & Task Tracker
Now my home's PM. Wife and I drop topics anytime, Claw researches, Sunday 9am sends the roundup.
Curated Resource Discovery & Analysis
This little resource was sent to me on Thursday night. Figured I'd just run through it this weekend. BUT, I have grown rather tired of this pattern for reading on a 27" 5k monitor.
Automated Weekly SEO Analysis Report
OpenClaw is now doing a weekly fully automated SEO analysis for me. Future is now kiddos
Blood Work Lab Results → Notion Database
Today I asked to organize all my bloodworks lab results into a neat Notion database.
Chat‑basierter interner Assistent
Interner Chat‑Assistent, der Konversationen speichert, bei Bedarf ein LLM aufruft und nur auf Nachfrage aktiv wird (klassischer „Chat‑Agent“). [research.aimultiple]