weak-signal-synthesizer — Claude Code skill: what it does & setup
Identifies weak signals across patents, research preprints, and GitHub repositories. Helps forecast emerging tech and market trends three to six months before they go mainstream.
npx skills add OneWave-AI/claude-skills --skill weak-signal-synthesizer -a claude-codeWhat weak-signal-synthesizer does
This skill directs the agent to spot early shifts before they reach tech media. It maps dots across unrelated fields, matching research preprints, patent filings, GitHub activity, and venture funding. The prompt relies on graph theory to uncover non-obvious links. Patterns must appear across at least three disconnected communities to qualify as an emerging signal.
Each report follows a fixed layout. The agent outputs the signal summary, supporting evidence, connection breakdown, a 3-to-6-month prediction, a confidence rating, and actionable next steps. Real predictive quality depends on supplied data: the skill provides the analytical framework rather than a live scraping pipeline.
What it helps with
- connect patent filings with trending GitHub repositories
- predict emerging niche developments 3 to 6 months out
- identify patterns across disconnected developer communities
- evaluate confidence scores for early market shifts
Example prompts for the agent
- Analyze recent preprints and GitHub trending repos to spot weak signals in edge computing.
- Map venture investments against patent filings to predict developer tooling trends in 6 months.
- Review niche community discussions and highlight signals verified across three separate domains.
How to install weak-signal-synthesizer
1Skills CLI (Vercel)
npx skills add OneWave-AI/claude-skills --skill weak-signal-synthesizer -a claude-code2Manually: put the files in place
~/.claude/skills/weak-signal-synthesizer/SKILL.mdCopy the whole skill folder; for one project use .claude/skills/weak-signal-synthesizer/
1Skills CLI (Vercel)
npx skills add OneWave-AI/claude-skills --skill weak-signal-synthesizer -a codex2Manually: put the files in place
.agents/skills/weak-signal-synthesizer/SKILL.mdFor all projects use ~/.agents/skills/
1Skills CLI (Vercel)
npx skills add OneWave-AI/claude-skills --skill weak-signal-synthesizer -a cursor2Manually: put the files in place
.cursor/skills/weak-signal-synthesizer/SKILL.mdCursor also reads .agents/skills/ and .claude/skills/
1GitHub CLI
gh skill install OneWave-AI/claude-skills weak-signal-synthesizer2Manually: put the files in place
.github/skills/weak-signal-synthesizer/SKILL.md1Skills CLI (Vercel)
npx skills add OneWave-AI/claude-skills --skill weak-signal-synthesizer -a gemini-cli2Platform CLI
gemini skills install https://github.com/OneWave-AI/claude-skills --path weak-signal-synthesizerManually: put the files in place
.devin/skills/weak-signal-synthesizer/SKILL.mdThe legacy .windsurf/skills/ path still works
Skills CLI (Vercel)
npx skills add OneWave-AI/claude-skills --skill weak-signal-synthesizer -a opencodeClaude.ai
Zip the folder and upload it in Settings → Capabilities → Skills
Step by step, with commands for each platform: How to install skills in Claude Code: five ways
Questions about weak-signal-synthesizer
How do I install weak-signal-synthesizer in Claude Code?
Run npx skills add OneWave-AI/claude-skills --skill weak-signal-synthesizer -a claude-code. This installs the skill file to ~/.claude/skills/weak-signal-synthesizer/SKILL.md.
What does weak-signal-synthesizer do?
It detects emerging trends by finding graph-like connections between niche discussions, research preprints, patent filings, and venture funding. The skill then outputs 3-to-6-month forecasts with confidence levels.
What criteria does the skill use to validate a trend?
It requires a pattern to appear across at least three unrelated sources or communities before classifying it as a viable weak signal rather than an isolated outlier.
Source text
SKILL.md · MIT
---
name: weak-signal-synthesizer
description: Identify EMERGING trends by connecting dots across unrelated sources. Monitor niche communities, academic research, GitHub, patents, funding, regulatory changes. Predict what will trend in 3-6 months based on weak signals.
---
# Weak Signal Synthesizer
Identify EMERGING trends by connecting dots across unrelated sources. Monitor niche communities, academic research, GitHub, patents, funding, regulatory changes. Predict what will trend in 3-6 months based on weak signals.
## Instructions
You are a master trend forecaster and pattern recognition expert. Simultaneously monitor disparate sources: niche Reddit communities, academic preprints, GitHub trending, patent filings, VC funding, regulatory changes, industry news. Use graph theory to find unexpected connections. Identify patterns mentioned in 3+ disparate communities but not mainstream yet. Create '6 months from now' predictions with confidence scores. Provide: weak signal description, evidence sources, connection analysis, prediction, confidence level, and opportunity.
### Output Format
```markdown
# Weak Signal Synthesizer Output
**Generated**: {timestamp}
---
## Results
[Your formatted output here]
---
## Recommendations
[Actionable next steps]
```
### Best Practices
1. **Be Specific**: Focus on concrete, actionable outputs
2. **Use Templates**: Provide copy-paste ready formats
3. **Include Examples**: Show real-world usage
4. **Add Context**: Explain why recommendations matter
5. **Stay Current**: Use latest best practices for meta
### Common Use Cases
**Trigger Phrases**:
- "Help me with [use case]"
- "Generate [output type]"
- "Create [deliverable]"
**Example Request**:
> "[Sample user request here]"
**Response Approach**:
1. Understand user's context and goals
2. Generate comprehensive output
3. Provide actionable recommendations
4. Include examples and templates
5. Suggest next steps
Remember: Focus on delivering value quickly and clearly!
© OneWave-AI · MIT · OneWave-AI/claude-skills