mcp-registry/io.github.mcflamingo/local-intel · v1.0.0
As of 2026-10-22 19:16 UTC, the Mcflamingo Local Intel MCP server is up with a Glimind reliability score of 93/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks. It had 7 outages in 90 days, with a median recovery of 3 minutes.
Hyperlocal business intelligence for AI agents. 20 MCP tools. Florida-first, Sunbelt expansion.
Claude Code
claude mcp add --transport http mcflamingo-local-intel-mcp-server https://gsb-swarm-production.up.railway.app/api/local-intel/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"mcflamingo-local-intel-mcp-server": {
"type": "http",
"url": "https://gsb-swarm-production.up.railway.app/api/local-intel/mcp"
}
}
}
Third-party server, listed as discovered. Review its source before installing.
27 of 27 tool(s) carry no readOnlyHint/destructiveHint annotations.
Annotate read-only tools with {"readOnlyHint": true}. Agents and gateways can then run them without a confirmation prompt, and route around destructive ones. How to fix →
1 tool(s) look like they change state (create/send/delete/pay…) but declare no destructiveHint.
Set annotations {"readOnlyHint": false, "destructiveHint": true|false, "idempotentHint": …}. Clients use these to ask the user before a side effect and to auto-approve safe reads. How to fix →
Negotiates MCP 2024-11-05. Structured output, tool output schemas and elicitation arrived in 2025-06-18.
Upgrade the MCP SDK and negotiate 2025-06-18 or newer. How to fix →
No tool declares an outputSchema.
Declare outputSchema and return structuredContent (MCP 2025-06-18+). Agents can then parse results without guessing, and chain tools reliably. How to fix →
Paste-ready definitions with the problems above fixed. Changes marked verify need a human look. All of them as JSON: /v1/readiness/mcp-registry%2Fio.github.mcflamingo%2Flocal-intel/fixes
{
"name": "local_intel_book",
"description": "Book a specific response to an RFQ — confirms the job with that business. Use after reviewing local_intel_rfq_status responses.",
"inputSchema": {
"type": "object",
"required": [
"rfq_id",
"response_id"
],
"properties": {
"note": {
"type": "string",
"description": "Optional note to the business"
},
"rfq_id": {
"type": "string",
"description": "UUID of the RFQ"
},
"response_id": {
"type": "string",
"description": "UUID of the response to accept"
}
}
},
"annotations": {
"readOnlyHint": false,
"destructiveHint": false,
"idempotentHint": false
}
}{
"name": "local_intel_compare",
"description": "Compare up to 10 ZIP codes side-by-side and get a ranked opportunity table. Returns per-ZIP signals (HHI, capture rate, infra momentum, consumer profile, top gap) plus a top_pick recommendation with reasoning. Best tool for site selection, franchise expansion, investment screening, and market prioritization.",
"inputSchema": {
"type": "object",
"required": [
"zips"
],
"properties": {
"zips": {
"type": "array",
"items": {
"type": "string"
},
"description": "Array of ZIP codes to compare, e.g. [\"32082\",\"32081\",\"32084\"]. Max 10."
},
"focus": {
"type": "string",
"description": "Ranking focus: \"opportunity\" (default), \"hhi\", \"saturation\", \"growth\", or \"population\"."
},
"limit": {
"type": "number",
"description": "Max rows to return (default 10)."
}
}
},
"annotations": {
"readOnly": true,
"readOnlyHint": true
}
}{
"name": "local_intel_healthcare",
"description": "Healthcare market intelligence for a ZIP. Ask about provider density, patient demographics, demand gaps, senior population. Returns structured data with confidence score. Trained on 100 healthcare business prompts.",
"inputSchema": {
"type": "object",
"required": [
"query"
],
"properties": {
"lat": {
"type": "number",
"description": "Latitude (WGS84) — resolves to nearest FL ZIP"
},
"lon": {
"type": "number",
"description": "Longitude (WGS84)"
},
"zip": {
"type": "string",
"description": "ZIP code to analyze"
},
"query": {
"type": "string",
"description": "Natural language question about healthcare market"
}
}
},
"annotations": {
"readOnly": true,
"readOnlyHint": true
}
}Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["mcp-registry/io.github.mcflamingo/local-intel"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/io.github.mcflamingo/local-intel"}) over MCP.
local_intel_rfq ~719 tokenslocal_intel_query ~310 tokenslocal_intel_for_agent ~297 tokenslocal_intel_project ~294 tokenslocal_intel_compare ~217 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/mcp-registry%2Fio.github.mcflamingo%2Flocal-intel?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fio.github.mcflamingo%2Flocal-intel?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.mcflamingo%2Flocal-intel.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.mcflamingo%2Flocal-intel.svg :target: https://glimind.com/server/mcp-registry%2Fio.github.mcflamingo%2Flocal-intel?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:b1c70e32c5412412…, first seen 2026-10-17, included at leaf 92 of 47,653. Version history · verify what your client received.
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Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-22 19:16 UTC, the Mcflamingo Local Intel MCP server is up with a Glimind reliability score of 93/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks. It had 7 outages in 90 days, with a median recovery of 3 minutes.
Mcflamingo Local Intel MCP server advertises 27 tools, including local_intel_ask, local_intel_bedrock, local_intel_book, local_intel_changes, local_intel_compare.
Point your MCP client at this streamable-http endpoint: https://gsb-swarm-production.up.railway.app/api/local-intel/mcp
Glimind scanned all 27 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.