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Local Intel

mcflamingo/gsb-swarm
20 toolsHTTP, SSEregistry active
Summary

This server connects Claude to hyperlocal business intelligence for Florida ZIP codes, starting with 1,445 pre-computed briefs across the northeast region. You get 20 tools ranging from free discovery queries (search businesses, check demographics, find corridor listings) to paid intelligence calls like sector gap analysis, investment signals, and tidal momentum scores that synthesize infrastructure permits, flood zones, and business density. The premium tool costs five cents and returns personalized top-10 signals by agent type. Paid calls run $0.01 to $0.05 and bill in pathUSD on Tempo mainnet. Reach for this when you're building agents that need to answer "what's missing in this market" or "where should I open a location" with real permit data and spending patterns instead of vibes.

CodeRabbit
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Keep your Mac awake
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Context.devContext.dev
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Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
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Context.devContext.dev
Context.dev
Integrate web data into your AI product. One API to scrape website & brand data.
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Tools

Public tool metadata for what this MCP can expose to an agent.

20 tools
local_intel_askBEST FIRST CALL. Composite NL query layer — ask any plain-English question about a ZIP and get a synthesized, sourced answer with confidence score. Routes internally to zone, oracle, search, bedrock, signal, tide, corridor, changes, and nearby. Single entry point for humans an...2 params

BEST FIRST CALL. Composite NL query layer — ask any plain-English question about a ZIP and get a synthesized, sourced answer with confidence score. Routes internally to zone, oracle, search, bedrock, signal, tide, corridor, changes, and nearby. Single entry point for humans an...

Parameters* required
zipstring
ZIP code — optional, extracted from question if present
questionstring
Plain English question
local_intel_contextFull spatial context block for a ZIP or lat/lon. Returns anchor business, nearby businesses in distance rings, zone intelligence, and category breakdown.3 params

Full spatial context block for a ZIP or lat/lon. Returns anchor business, nearby businesses in distance rings, zone intelligence, and category breakdown.

Parameters* required
latnumber
Latitude for location-based lookup
lonnumber
Longitude for location-based lookup
zipstring
ZIP code (e.g. 32081)
local_intel_searchSearch businesses by name, category, or semantic group (food, retail, health, finance, civic, services).2 params

Search businesses by name, category, or semantic group (food, retail, health, finance, civic, services).

Parameters* required
zipstring
Filter by ZIP code
querystring
Business name, category, or semantic group
local_intel_nearbyFind businesses within a radius of any lat/lon point, sorted by distance with compass bearing.4 params

Find businesses within a radius of any lat/lon point, sorted by distance with compass bearing.

Parameters* required
latnumber
Center latitude
lonnumber
Center longitude
radiusnumber
Search radius in miles (default: 1)
categorystring
Optional category filter
local_intel_zoneSpending zone and demographic data for a ZIP: population, income, home value, rent, ownership rate, zone score.1 params

Spending zone and demographic data for a ZIP: population, income, home value, rent, ownership rate, zone score.

Parameters* required
zipstring
ZIP code
local_intel_corridorBusinesses along a named street corridor (e.g. A1A, Palm Valley Road).2 params

Businesses along a named street corridor (e.g. A1A, Palm Valley Road).

Parameters* required
zipstring
Optional ZIP filter
streetstring
Street or corridor name
local_intel_changesRecently added or owner-verified business listings. Detect new openings or data updates.2 params

Recently added or owner-verified business listings. Detect new openings or data updates.

Parameters* required
zipstring
Filter by ZIP code
daysnumber
Look back N days (default: 30)
local_intel_statsDataset coverage stats: total businesses, confidence scores, query volume, revenue earned.1 params

Dataset coverage stats: total businesses, confidence scores, query volume, revenue earned.

Parameters* required
zipstring
Optional ZIP filter for per-ZIP stats
local_intel_tideTidal reading for a ZIP — temperature 0-100, direction (surging/heating/stable/cooling/receding), seasonal context. Synthesizes all 4 data layers.1 params

Tidal reading for a ZIP — temperature 0-100, direction (surging/heating/stable/cooling/receding), seasonal context. Synthesizes all 4 data layers.

Parameters* required
zipstring
ZIP code
local_intel_signalInvestment and activity signal for a ZIP. Composite score 0-100 with band (strong_buy/accumulate/hold/reduce/avoid), top reasons, and avoid flags.1 params

Investment and activity signal for a ZIP. Composite score 0-100 with band (strong_buy/accumulate/hold/reduce/avoid), top reasons, and avoid flags.

Parameters* required
zipstring
ZIP code
local_intel_bedrockInfrastructure momentum score for a ZIP from permits, road projects, flood zones, utility extensions. Predicts conditions 12-36 months ahead.1 params

Infrastructure momentum score for a ZIP from permits, road projects, flood zones, utility extensions. Predicts conditions 12-36 months ahead.

Parameters* required
zipstring
ZIP code
local_intel_for_agentPREMIUM ($0.05). Declare agent_type and intent, receive pre-ranked top-10 signals from all 4 data layers personalized for your use case.3 params

PREMIUM ($0.05). Declare agent_type and intent, receive pre-ranked top-10 signals from all 4 data layers personalized for your use case.

Parameters* required
zipstring
Optional ZIP filter
intentstring
What the agent is trying to accomplish
agent_typestring
Agent role
local_intel_oraclePre-baked economic oracle for a ZIP. Returns restaurant saturation, price-tier gap analysis, growth trajectory, and 3 pre-formed questions with answers. Time-series trend tracking across 6h cycles.1 params

Pre-baked economic oracle for a ZIP. Returns restaurant saturation, price-tier gap analysis, growth trajectory, and 3 pre-formed questions with answers. Time-series trend tracking across 6h cycles.

Parameters* required
zipstring
ZIP code
local_intel_sector_gapRanked sector gap opportunities for a ZIP. Identifies NAICS sectors present at county but absent at ZIP — structural whitespace. Returns demand estimates, demographic framing, confidence tier (VERIFIED/ESTIMATED/PROXY/SPARSE), and LLM-ready signal per gap. Backed by ZBP 2018 +...1 params

Ranked sector gap opportunities for a ZIP. Identifies NAICS sectors present at county but absent at ZIP — structural whitespace. Returns demand estimates, demographic framing, confidence tier (VERIFIED/ESTIMATED/PROXY/SPARSE), and LLM-ready signal per gap. Backed by ZBP 2018 +...

Parameters* required
zipstring
ZIP code
local_intel_realtorReal estate intelligence for a ZIP: demographics, commercial gaps, flood risk, infrastructure momentum, market signals. Trained on 100 realtor business prompts.2 params

Real estate intelligence for a ZIP: demographics, commercial gaps, flood risk, infrastructure momentum, market signals. Trained on 100 realtor business prompts.

Parameters* required
zipstring
ZIP code
querystring
Natural language question about real estate or demographics
local_intel_healthcareHealthcare market intelligence: provider density, demographics, patient demand gaps, senior population signals.2 params

Healthcare market intelligence: provider density, demographics, patient demand gaps, senior population signals.

Parameters* required
zipstring
ZIP code
querystring
Natural language question about healthcare market
local_intel_retailRetail market intelligence: store categories, spending capture, consumer profile, undersupplied niches.2 params

Retail market intelligence: store categories, spending capture, consumer profile, undersupplied niches.

Parameters* required
zipstring
ZIP code
querystring
Natural language question about retail market
local_intel_constructionConstruction and home services intelligence: active permits, contractor density, population growth driving demand.2 params

Construction and home services intelligence: active permits, contractor density, population growth driving demand.

Parameters* required
zipstring
ZIP code
querystring
Natural language question about construction market
local_intel_restaurantRestaurant and food service market intelligence: saturation scores, price-tier gaps, capture rates, corridor analysis, tidal momentum. Trained on 100 restaurant prompts.2 params

Restaurant and food service market intelligence: saturation scores, price-tier gaps, capture rates, corridor analysis, tidal momentum. Trained on 100 restaurant prompts.

Parameters* required
zipstring
ZIP code
querystring
Natural language question about restaurant market
local_intel_queryBEST FIRST CALL FOR UNKNOWN MARKETS. Fuzzy intent router — pass any plain-English question about any local market. Automatically detects ZIP, vertical, and best tool. Checks inference cache first (instant return on hit). On miss, routes to the correct vertical agent and dispat...2 params

BEST FIRST CALL FOR UNKNOWN MARKETS. Fuzzy intent router — pass any plain-English question about any local market. Automatically detects ZIP, vertical, and best tool. Checks inference cache first (instant return on hit). On miss, routes to the correct vertical agent and dispat...

Parameters* required
zipstring
Optional ZIP override — detected from query if omitted
querystring
Any plain-English market question

LocalIntel — Agentic Local Business Intelligence

smithery badge

Autonomous business intelligence for Florida ZIP codes. 20 MCP tools. 1,445 ZIP briefs. Built for LLMs and autonomous agents.

"Let Google pay for the satellites. We sell the weather forecast."


Tools

ToolDescriptionCost
local_intel_askPlain-English question → synthesized answer (BEST FIRST CALL)Free
local_intel_oraclePre-baked economic narrative: saturation, price-tier gaps, growth trajectory$0.01
local_intel_signalInvestment signal 0–100 with buy/hold/avoid band$0.03
local_intel_tideTidal momentum score synthesizing all 4 data layers$0.03
local_intel_bedrockInfrastructure momentum: permits, roads, flood zones (12–36mo forward)$0.02
local_intel_sector_gapNAICS sector whitespace — county presence vs ZIP absence$0.03
local_intel_for_agentPREMIUM composite entry: top-10 signals personalized by agent type$0.05
local_intel_zoneSpending zone + demographics for a ZIPFree
local_intel_contextSpatial context block: anchor business, distance rings, category breakdownFree
local_intel_searchSearch businesses by name, category, or semantic groupFree
local_intel_nearbyBusinesses within radius of a lat/lon, sorted by distanceFree
local_intel_corridorBusinesses along a named street (A1A, Palm Valley, Crosswater)Free
local_intel_changesRecently added or owner-verified listingsFree
local_intel_statsDataset coverage stats, confidence scores, query volumeFree
local_intel_realtorReal estate intelligence: demographics, gaps, flood risk, school proximity$0.02
local_intel_healthcareHealthcare market: provider density, demand gaps, senior population$0.02
local_intel_retailRetail: store categories, spending capture rates, undersupplied niches$0.02
local_intel_constructionConstruction: contractor density, permits, housing starts$0.02
local_intel_restaurantRestaurant: saturation, price-tier gaps, capture rates, corridor analysis$0.02
local_intel_queryNatural language entry point with ZIP auto-detectionFree

Installation

Connect via Smithery in one command:

npx -y @smithery/cli@latest mcp add erik-7clt/local-intel

Or connect directly to the MCP endpoint:

https://gsb-swarm-production.up.railway.app/api/local-intel/mcp

Usage

Quickstart

POST https://gsb-swarm-production.up.railway.app/api/local-intel/mcp
Content-Type: application/json

{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "local_intel_ask",
    "arguments": {
      "question": "What restaurant categories are missing in 32082?",
      "zip": "32082"
    }
  }
}

Agent Headers

Pass x-agent-id to enable delta computation and usage tracking:

x-agent-id: your-agent-uuid

Payment

All paid calls ($0.01–$0.05) are billed in pathUSD on Tempo mainnet. Free discovery tier available for all read-only tools.


Coverage

  • 1,445 ZIP briefs computed autonomously across Northeast Florida
  • 982+ businesses indexed with entity resolution
  • 5 vertical agents trained on 500+ real market queries
  • OpenAPI spec: GET /openapi.json
  • ChatGPT plugin: GET /.well-known/ai-plugin.json
  • Smithery: smithery.ai/servers/erik-7clt/local-intel

Data Layers

LayerWhat it covers
Bedrock (Layer 0)Infrastructure: permits, FDOT road projects, flood zones, utility extensions
Ocean Floor (Layer 1)Demographics: income, ownership, population, ACS signals
Surface Current (Layer 2)Business activity: density, category mix, sector gaps
Wave Surface (Layer 3)Momentum: tidal score, trend direction, investment signal

Homepage

thelocalintel.com

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Registryactive
TransportHTTP, SSE
UpdatedApr 24, 2026
View on GitHub