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MCP server · Developer Tools

io.github.MCFLAMINGO/local-intel

· github.com/MCFLAMINGO/gsb-swarm

Hyperlocal business intelligence for AI agents. 20 MCP tools. Florida-first, Sunbelt expansion.

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Scored 4 months ago · breakdown

About io.github.MCFLAMINGO/local-intel

io.github.MCFLAMINGO/local-intel is an MCP server in the Developer Tools category: hyperlocal business intelligence for AI agents. 20 MCP tools. Florida-first, Sunbelt expansion. It has been installed 0 times through Conduid.

Install

Clone
git clone https://github.com/MCFLAMINGO/gsb-swarm

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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  • ·No dynamic code executionNot checked yet.
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README

LocalIntel — Agentic Local Business Intelligence

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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

Tool Description Cost
local_intel_ask Plain-English question → synthesized answer (BEST FIRST CALL) Free
local_intel_oracle Pre-baked economic narrative: saturation, price-tier gaps, growth trajectory $0.01
local_intel_signal Investment signal 0–100 with buy/hold/avoid band $0.03
local_intel_tide Tidal momentum score synthesizing all 4 data layers $0.03
local_intel_bedrock Infrastructure momentum: permits, roads, flood zones (12–36mo forward) $0.02
local_intel_sector_gap NAICS sector whitespace — county presence vs ZIP absence $0.03
local_intel_for_agent PREMIUM composite entry: top-10 signals personalized by agent type $0.05
local_intel_zone Spending zone + demographics for a ZIP Free
local_intel_context Spatial context block: anchor business, distance rings, category breakdown Free
local_intel_search Search businesses by name, category, or semantic group Free
local_intel_nearby Businesses within radius of a lat/lon, sorted by distance Free
local_intel_corridor Businesses along a named street (A1A, Palm Valley, Crosswater) Free
local_intel_changes Recently added or owner-verified listings Free
local_intel_stats Dataset coverage stats, confidence scores, query volume Free
local_intel_realtor Real estate intelligence: demographics, gaps, flood risk, school proximity $0.02
local_intel_healthcare Healthcare market: provider density, demand gaps, senior population $0.02
local_intel_retail Retail: store categories, spending capture rates, undersupplied niches $0.02
local_intel_construction Construction: contractor density, permits, housing starts $0.02
local_intel_restaurant Restaurant: saturation, price-tier gaps, capture rates, corridor analysis $0.02
local_intel_query Natural language entry point with ZIP auto-detection Free

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

Layer What 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

README mirrored from the source repository 4 months ago. The original is authoritative.

Questions

About io.github.MCFLAMINGO/local-intel

How do I install io.github.MCFLAMINGO/local-intel?

Run git clone https://github.com/MCFLAMINGO/gsb-swarm, then add the server to your MCP client's configuration. Conduid has recorded 0 installs, so the command is known to work with current clients.

Is io.github.MCFLAMINGO/local-intel safe to use with an AI agent?

Its trust score is 34 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is io.github.MCFLAMINGO/local-intel still maintained?

Conduid hasn't recorded a commit date for this repository yet. Check the repository directly for recent activity.