skills/ transilienceai/communitytools

techstack-correlation

Correlation, confidence scoring, and conflict resolution across all tech-stack signals. Cross-validates and assigns High/Medium/Low confidence per technology.

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Tech-Stack Correlation

Scope

The Phase 4 layer that consumes all detection outputs (frontend, backend, infra, security, OSINT) and produces the final vetted technology list:

  • Cross-validate signals from independent sources for corroboration
  • Score confidence per technology (multi-factor weighted scoring)
  • Resolve conflicts between signals (version mismatch, mutually exclusive frameworks, temporal inconsistencies, categorical ambiguity)
  • Flag unresolvable conflicts for manual review

Signals (input)

  • Raw signals grouped by category: http, dns, tls, javascript, html, repository, job, archive
  • Inferred technologies from each detection domain (frontend / backend / infra / security)
  • Asset inventory (domains, subdomains, IP map) for URL-context resolution

Inferences (output)

  • correlated_technologies[] — each with sources, source_count, agreement_score, corroborating_signals
  • conflicts[] — typed (version_mismatch / mutually_exclusive / temporal_inconsistency / categorical_ambiguity), with severity
  • technologies_with_confidence[] — confidence level (High / Medium / Low), score (0-1), reasoning breakdown
  • confidence_summary — counts, overall score, per-category breakdown, recommendations
  • confidence_gaps[] — technologies needing additional evidence with suggested actions

Techniques

See reference/patterns.md.

When to use

  • Always — last analysis stage before report generation
  • Required to decide what makes the final tech-stack list and at what confidence
  • Pure computation; no external requests

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