Community Intel
Automated community intelligence gathering and trend monitoring for open-source projects and products.
Requirements
- Web search and fetch capabilities (
web_search,web_fetchtools) - Optional: Discord channel for posting reports (
messagetool) - Optional: Email integration for delivering reports (AgentMail, Resend, or any email skill)
How It Works
Run as a nightly or weekly cron job. The agent searches multiple platforms for mentions of a target project/product, reads full threads, and compiles a structured intelligence report. Over time, it learns which sources are productive and adjusts accordingly.
Configuration
Set these in your cron message or workspace config:
PROJECT_NAME: "YourProject"
SEARCH_TERMS: ["yourproject", "your-project", "YourProject"]
SUBREDDITS: ["r/yourproject", "r/selfhosted", "r/programming"]
INTEL_FILE: "memory/project-intel.md" # cumulative findings log
DISCORD_CHANNEL: "" # optional: channel ID for posting
EMAIL_TO: "" # optional: email for delivery
Research Sources
Primary (search every run)
| Source | What to search | Best for |
|---|---|---|
| Project subreddit + related subs | Use cases, complaints, tips | |
| Hacker News | site:news.ycombinator.com + project name | Technical discussion, launches |
| GitHub | Issues, discussions, new repos | Bug reports, feature requests, forks |
| Twitter/X | Project name + hashtags | Viral moments, announcements |
Secondary (rotate or check weekly)
| Source | What to search | Best for |
|---|---|---|
| YouTube | Project name + "tutorial" / "review" | Adoption trends, developer content |
| Blog posts | Medium, Substack, dev.to | Deep dives, experience reports |
| Product Hunt | Launches building on the project | Ecosystem growth |
| Academic papers | ArXiv, Google Scholar | Research using/studying the project |
OpenClaw Cron Setup
Add via CLI:
openclaw cron add \
--name "Community Intel" \
--schedule "45 22 * * *" \
--tz "America/Chicago" \
--session-target isolated \
--timeout 600 \
--message "$(cat <<'EOF'
You are doing community research for [PROJECT_NAME].
Search for mentions across Reddit, Twitter/X, Hacker News, GitHub, and YouTube.
Look for: interesting use cases, creative integrations, tips and tricks,
new tools, complaints, security issues, and feature requests.
Steps:
1. Read [INTEL_FILE] for context on past findings and best sources
2. Search each platform for [SEARCH_TERMS]
3. Go deep -- read full threads, follow links, check comments
4. Compile findings into a structured summary
5. Append findings to [INTEL_FILE] with today's date and run number
6. Post summary to Discord channel [DISCORD_CHANNEL] (if configured)
7. Rate each source 1-3 stars based on today's yield
Be thorough. Quality over speed. If a source has nothing new, note that
so we can deprioritize it over time.
EOF
)"
Or add via config.patch:
{
"cron": [{
"name": "Community Intel",
"schedule": "45 22 * * *",
"tz": "America/Chicago",
"sessionTarget": "isolated",
"timeout": 600,
"message": "You are doing community research for [PROJECT_NAME]..."
}]
}
Report Format
Each run produces a report in this structure:
### YYYY-MM-DD (run N) -- Research Run
**Headline:** [one-line summary of biggest findings]
**🔥 Cool Use Cases**
- [Description with source link]
**💡 Tips & Tricks**
- [Practical discovery with details]
**🛠️ New Tools / Integrations**
- [New project, tool, or integration discovered]
**📢 Community Buzz**
- [Sentiment, complaints, praise, trends]
**🔒 Security / Risks**
- [Any security findings, vulnerabilities, concerns]
**📊 Source Quality**
- Reddit: ⭐⭐⭐ (active discussions)
- HN: ⭐⭐ (one thread)
- Twitter: ⭐ (quiet day)
- YouTube: ⭐⭐⭐ (new tutorials)
Intel File Structure
Maintain a cumulative intel file (INTEL_FILE) with three sections:
# [PROJECT_NAME] Intel
## Best Sources (updated YYYY-MM-DD, run N)
- **Reddit** ⭐⭐⭐ -- Active community, good use cases
- **Hacker News** ⭐⭐ -- Occasional deep technical threads
- **GitHub** ⭐⭐ -- Steady issue flow
- **Twitter/X** ⭐ -- Mostly retweets, low signal
- **YouTube** ⭐⭐⭐ -- Tutorial explosion lately
## Community Resources Discovered
- [tool-name](url) -- Description
- [directory-site](url) -- Curated list of projects
## Findings Log
### YYYY-MM-DD (run N)
... (newest first, oldest at bottom)
The agent reads this file at the start of each run to:
- Know which sources to prioritize
- Avoid reporting duplicate findings
- Track trends over time ("X was a complaint in run 5, fixed by run 12")
Research Techniques
Search query patterns that work well:
"project-name" site:reddit.com-- Reddit mentions"project-name" site:news.ycombinator.com-- HN threads"project-name" tutorial OR guide OR setup-- How-to content"project-name" vs OR alternative OR competitor-- Competitive landscape"project-name" security OR vulnerability OR CVE-- Security issues"project-name" after:YYYY-MM-DD-- Only recent results
Reading threads effectively:
- Don't stop at the title. The real insights are in comment replies.
- Look for upvote counts -- high-upvote comments often contain the most useful info.
- Check who's commenting. Maintainers, power users, and industry people carry more signal.
- Note when the same complaint appears across multiple platforms -- that's a real issue.
Tips
- Quality over speed. Read full threads, don't just skim titles.
- Track source quality. Rate each source 1-3 stars per run. Deprioritize sources that consistently yield nothing.
- Note sentiment shifts. "People used to complain about X, now they praise it" is valuable signal.
- Flag security issues immediately. Don't wait for the next scheduled run.
- Keep the findings log trimmed. Archive entries older than 30 days to a separate file to keep the intel file under 100KB.
- Search variations. Try the project name with and without hyphens, abbreviations, and common misspellings.
- Track run numbers. Increment each run so you can reference "this was first spotted in run 14" for trend tracking.