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skills: {'id': 'local_intel_query', 'name': 'local_intel_query', 'description': 'START HERE. Natural language entry point — send any plain-English question about any Florida market and get a structured answer. Auto-detects ZIP, industry vertical, and routes to the right tool. Pass lat/lon instead of zip for location-aware queries (e.g. from a vehicle or mobile app). Examples: "Is 32082 oversaturated with dentists?", "What food gaps exist near me?" Trained on 500+ real market queries.', 'tags': [], 'examples': None, 'input_modes': None, 'output_modes': None}, {'id': 'local_intel_context', 'name': 'local_intel_context', 'description': 'Full spatial context block for any FL zip or lat/lon. Returns anchor business, nearby businesses in distance rings, zone intelligence, and category breakdown. Best first call for any location query. Covers all 1,473 FL ZIPs via fl_zip_geo.', 'tags': [], 'examples': None, 'input_modes': None, 'output_modes': None}, {'id': 'local_intel_search', 'name': 'local_intel_search', 'description': 'Search businesses by name, category, or semantic group (food, retail, health, finance, civic, services).', 'tags': [], 'examples': None, 'input_modes': None, 'output_modes': None}, {'id': 'local_intel_nearby', 'name': 'local_intel_nearby', 'description': 'Find businesses within a radius of any lat/lon point, sorted by distance with compass bearing.', 'tags': [], 'examples': None, 'input_modes': None, 'output_modes': None}, {'id': 'local_intel_zone', 'name': 'local_intel_zone', 'description': 'Spending zone and demographic data for a ZIP code: population, income, home value, rent, ownership rate, zone score. Pass zip or lat/lon.', 'tags': [], 'examples': None, 'input_modes': None, 'output_modes': None}, {'id': 'local_intel_corridor', 'name': 'local_intel_corridor', 'description': 'Businesses along a named street corridor. Use for queries like "what is on A1A" or "businesses on Palm Valley Road".', 'tags': [], 'examples': None, 'input_modes': None, 'output_modes': None}, {'id': 'local_intel_changes', 'name': 'local_intel_changes', 'description': 'Recently added or owner-verified business listings. Use to detect new openings or data updates.', 'tags': [], 'examples': None, 'input_modes': None, 'output_modes': None}, {'id': 'local_intel_stats', 'name': 'local_intel_stats', 'description': 'Dataset coverage stats: total businesses, confidence scores, query volume, revenue earned.', 'tags': [], 'examples': None, 'input_modes': None, 'output_modes': None}; uptime_30d 1.0%; p95 1138.9ms; conformance: pass

Transport
streamable-http
Auth
Cost

How to connect

MCP endpoint (streamable-http)
https://gsb-swarm-production.up.railway.app/api/local-intel/mcp
JSON-RPC initialize probe
curl -X POST https://gsb-swarm-production.up.railway.app/api/local-intel/mcp \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'
Homepage
https://gsb-swarm-production.up.railway.app/api/local-intel/mcp
Listed at (chiark)
https://chiark.ai/agents/2b7475fb-b9f6-4902-8417-f557a96d6151