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wtf is signal-analysis?

vadiml1024/signal-analysis — explained in plain English

Analysis updated 2026-05-18

0Audience · researcherComplexity · 1/5LicenseSetup · easy

TL;DR

A Claude Skill that gives Claude a disciplined, multi-step method for analyzing claims, headlines, and reports to separate fact from assessment and reach a calibrated conclusion.

Mindmap

mindmap
  root((signal-analysis))
    What it does
      Structured analysis workflow
      For Claude
      Eight step process
    Tech stack
      Claude Skill
      Markdown
    Use cases
      Vet news claims
      Analyze filings
      Debunk rumors
    Audience
      Analysts
      Researchers
      Journalists

Code map

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filefunction / class

Why would anyone build with this?

REASON 1

Analyze a news headline or announcement to separate verified facts from spin.

REASON 2

Vet an unverified claim by mapping who benefits from it being believed.

REASON 3

Turn a pile of unstructured chatter or social posts into a structured assessment.

REASON 4

Build a rival hypothesis to stress test a conclusion before committing to it.

What's in the stack?

Claude SkillMarkdown

How it stacks up

vadiml1024/signal-analysis00kaku/gallery-slider-block04amanrajj/netwatch
Stars00
LanguageJavaScriptRust
Last pushed2021-05-19
MaintenanceDormant
Setup difficultyeasyeasymoderate
Complexity1/52/53/5
Audienceresearchergeneralops devops

Figures from each repo's GitHub metadata at analysis time.

How do you spin it up?

Difficulty · easy Time to first run · 5min

Requires Claude.ai, Claude Desktop, or Claude Code to run the skill.

Use freely for any purpose, including commercial use, as long as you keep the copyright notice.

Wtf does this do

signal-analysis is a Claude Skill, a set of instructions you can load into Claude so it follows a specific method when you ask it to look at a claim, headline, filing, announcement, or a pile of unstructured chatter. Instead of answering off the cuff, Claude works through eight structured steps to figure out what the information actually means. The skill is built around eleven working rules borrowed from staff analyst practice. These include checking who said something and why, separating fact from assessment from conclusion, tracing motives behind a message, weighing capabilities over stated intentions, watching for changes in language over time, comparing trends instead of single snapshots, treating silence, such as a metric that stops being published or a denial that never comes, as meaningful, and resisting the urge to fall in love with one's own hypothesis. It also stresses that repeating one source through multiple outlets counts as a single signal, not several independent ones. When triggered, the skill walks through eight steps: taking inventory of the input and discarding noise, breaking the material into facts versus assessments versus conclusions, mapping who benefits from the claim being believed, checking whether stated capabilities match the claim, sweeping for anomalies like language drift or numbers that do not add up, mapping how many genuinely independent sources corroborate the claim, building a rival hypothesis to argue against the first one, and producing a calibrated conclusion with a confidence level and a list of things to watch next. The output follows a fixed template that includes arguments against its own hypothesis, what to watch, and gaps in the analysis. It installs either through Claude.ai or Claude Desktop by uploading a packaged skill file, or through Claude Code by cloning the repository into a skills folder. The project notes that any material being analyzed is treated strictly as data, not as instructions, so directives buried inside a document under review are logged rather than obeyed. The README states the rules are adapted from a Russian language essay by a former general staff officer, with the workflow and supporting reference material built out from that original set of ideas. The project is released under the MIT license.

Yoink these prompts

Prompt 1
Use the signal-analysis skill to break down this announcement into facts, assessments, and conclusions.
Prompt 2
Apply the signal-analysis skill to this headline and tell me who benefits from it being believed.
Prompt 3
Run the signal-analysis workflow on these pasted articles and give me a calibrated conclusion with a confidence level.
Prompt 4
Using the signal-analysis skill, build the strongest rival hypothesis to this claim.

Frequently asked questions

wtf is signal-analysis?

A Claude Skill that gives Claude a disciplined, multi-step method for analyzing claims, headlines, and reports to separate fact from assessment and reach a calibrated conclusion.

What license does signal-analysis use?

Use freely for any purpose, including commercial use, as long as you keep the copyright notice.

How hard is signal-analysis to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is signal-analysis for?

Mainly researcher.

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