weak-signal-synthesizer

weak-signal-synthesizer is a skill for Claude Code from nicepkg/ai-workflow. It costs 52 tokens per session (419 once invoked), scanned A, a copy of weak-signal-synthesizer, MIT.

A trend-research tool that connects early clues from communities, academic research, GitHub, patents, investment activity, regulation, and news. It looks for emerging patterns before they become widely known.

In plain words
What is it for?
Use it to describe weak signals, explain links between sources, predict possible trends over the next six months, give confidence levels, and suggest opportunities.
Why use it?
It helps make sense of scattered information that is difficult to compare manually and separates early signals from established trends.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it to describe weak signals, explain links between sources, predict possible trends over the next six months, give confidence levels, and suggest opportunities.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/nicepkg/ai-workflow/weak-signal-synthesizer
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add nicepkg/ai-workflow --skill weak-signal-synthesizer
Clone the repo
git clone --depth 1 https://github.com/nicepkg/ai-workflow

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for weak-signal-synthesizer

README.md
[![agentmods](https://agentmods.dev/badge/skills/nicepkg/ai-workflow/weak-signal-synthesizer/github.svg)](https://agentmods.dev/skills/nicepkg/ai-workflow/weak-signal-synthesizer)
Your own site
<a href="https://agentmods.dev/skills/nicepkg/ai-workflow/weak-signal-synthesizer"><img src="https://agentmods.dev/badge/skills/nicepkg/ai-workflow/weak-signal-synthesizer/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for weak-signal-synthesizer

Your own site · 80×15
<a href="https://agentmods.dev/skills/nicepkg/ai-workflow/weak-signal-synthesizer"><img src="https://agentmods.dev/badge/skills/nicepkg/ai-workflow/weak-signal-synthesizer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 52 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 419 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00052 $0.00419
Opus 5 $0.00026 $0.00210
Sonnet 5 $0.00010 $0.00084
Haiku 4.5 $0.00005 $0.00042

Measured 10d ago against content hash 46f529cc4c29, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

weak-signal-synthesizer scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

100% identical to weak-signal-synthesizer — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

workflows/content-creator-workflow/.claude/skills/weak-signal-synthesizer/SKILL.md · 60 lines

What it actually says

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

# 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!

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 10d ago First seen · 60 lines · 52 tokens per session scan A 46f529cc4c29

Subscribe to this mod's changes

weak-signal-synthesizer is a skill published in the GitHub repository nicepkg/ai-workflow (283 stars, last pushed 7mo ago), licensed MIT. It adds 52 tokens to every session and 419 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to weak-signal-synthesizer, differing in 0 lines, and is treated as a copy.

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