Skip to content

Add AI Jobs Signal endpoint: ADS scorer, MCP detector, taxonomy and baseline#15

Open
Trailgenic wants to merge 1 commit into
mainfrom
codex/summarize-repository-structure-and-configuration
Open

Add AI Jobs Signal endpoint: ADS scorer, MCP detector, taxonomy and baseline#15
Trailgenic wants to merge 1 commit into
mainfrom
codex/summarize-repository-structure-and-configuration

Conversation

@Trailgenic

Copy link
Copy Markdown
Owner

Motivation

  • Provide a serverless API to score labor-market job postings for AI Deployment Signals (ADS) and detect MCP signals to track market adoption and tier shifts.
  • Standardize tier taxonomy and scoring logic so downstream tooling can compare current feed samples against a stored market baseline.
  • Enable quadrant positioning by combining ADS with ARI for quick leader/laggard/inflation heuristics.

Description

  • Added a new API handler api/ai-jobs-signal.js that fetches job postings from Indeed RSS, extracts company and skills, classifies postings, computes ADS metrics, and returns a structured payload including scoring, tier_distribution, top_postings, benchmark_delta, and positioning via assignQuadrant.
  • Implemented classifier and scoring helpers in shared/ads-classifier.js which call the Anthropic model to classify postings with a JSON-only system prompt and provide computeADS and assignQuadrant helpers; fallback heuristics are applied when the model is unavailable.
  • Added taxonomy and signal lists in shared/ads-taxonomy.js with TIER_KEYWORDS, signal keyword arrays, and getTierForSkill helper for deterministic tier lookups.
  • Added a market shared/ads-baseline.json containing a March 2026 benchmark used for benchmark and compare modes and delta calculations.
  • Updated vercel.json routing to expose the new /api/ai-jobs-signal endpoint.

Testing

  • No automated tests were added or executed as part of this change; CI/unit tests were not modified by this PR.

Codex Task

@vercel

vercel Bot commented Mar 30, 2026

Copy link
Copy Markdown

The latest updates on your projects. Learn more about Vercel for GitHub.

Project Deployment Actions Updated (UTC)
exmxc-audit Ready Ready Preview, Comment Mar 30, 2026 5:03pm

Request Review

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant