An automated research harness that uses semantic search to find and rank relevant data sources for Florida county and GTM research.

Install

mkdir -p .claude/skills/exa-discovery && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/16709" && unzip -o skill.zip -d .claude/skills/exa-discovery && rm skill.zip

Installs to .claude/skills/exa-discovery

Activation

This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.

Use when running semantic web discovery for Florida county data sources, auction intel, or GTM research. Triggers on: exa search, discovery harness, find county GIS, find auction data, semantic search, county data sources, exa-discovery, exa_client, discovery pipeline, zonewise discovery, auction discovery, gtm research.
322 chars✓ has a “when” triggerlonger than Claude Code's old 250-char listing cap (fine on current versions)
Intermediate

Key capabilities

  • →Build queries for semantic search
  • →Perform Exa semantic search with livecrawl=true
  • →Filter and rank search results
  • →Persist findings to a Supabase discovery_results table
  • →Handoff ranked URLs to Firecrawl for full content extraction

How it works

The skill builds queries, performs semantic search using the Exa API, ranks results based on relevance, and then persists them to a database, optionally extracting full content with Firecrawl.

Inputs & outputs

You give it
Mode-specific queries (zonewise, auction, gtm)
You get back
Ranked discovery results persisted to Supabase, with optional Firecrawl handoff

When to use exa-discovery

  • →Finding county GIS data
  • →Researching market verticals
  • →Discovering auction data sources

About exa-discovery

Executes semantic queries to find county GIS, auction, or market data. It ranks results by relevance, deduplicates entries, and persists findings to a database, with optional Firecrawl integration for content extraction.

Use when running semantic web discovery for Florida county data sources, auction intel, or GTM research. Triggers on: exa search, discovery harness, find county GIS, find auction data, semantic search, county data sources, exa-discovery, exa_client, discovery pipeline, zonewise discovery, auction di

When not to use it

  • →When EXA_API_KEY is missing
  • →When not needing semantic web discovery
  • →When not searching for Florida county data sources, auction intel, or GTM research

Prerequisites

EXA_API_KEYmigrations/20260327_discovery_results.sql

Limitations

  • →Max 25 results per query
  • →Min relevance 0.6 for inclusion
  • →NEVER run batch mode without logging estimated cost first

How it compares

This workflow provides a structured and evidence-grounded approach to semantic web discovery, including result ranking and persistence, which goes beyond simple link collection.

Compared to similar skills

exa-discovery side by side with the closest alternatives in the catalog.

SkillInstallsUpdatedSafetyDifficulty
exa-discovery (this skill)06moNo flagsIntermediate
ddgs05moReviewBeginner
literature-review5593moReviewAdvanced
openalex-database489moReviewIntermediate

Try saying

Example prompts that trigger this skill in your AI assistant.

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