LetsFG — Flights & Hotels
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Description from the maker (original English)
Geospatial MCP server for earthquake, tsunami, volcano, disaster, and FX data queries.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
Passed 5/5 checks · What you ask goes through the maker’s server (app.daedalmap.com)
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude · about 2 min
No key, nothing to install · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1
CustomizeConnectors
Copy each value into the field with the same name in Claude, then click Continue
DaedalMap Disaster and Geospatial Datahttps://app.daedalmap.com/mcpLeave Authentication as Claude detected it, then click Add
+ConnectorsDaedalMap Disaster and Geospatial Data
Use DaedalMap Disaster and Geospatial Data and tell me what you can do for me, then show me one thing✓ If Claude says it is using DaedalMap Disaster and Geospatial Data or shows a DaedalMap Disaster and Geospatial Data tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with ChatGPT on business plans only
ChatGPT Business, Enterprise or Edu on the web, added by a workspace admin or owner · On Free, Plus or Pro: your ChatGPT plan cannot connect MCP yet
Plugins+Add custom MCP server
Enter a name, paste the address under Connection, tick the risk warning and click Create as a plugin
DaedalMap Disaster and Geospatial Datahttps://app.daedalmap.com/mcpStart a new chat and pick DaedalMap Disaster and Geospatial Data from your plugins before typing
Use DaedalMap Disaster and Geospatial Data and tell me what you can do for me, then show me one thing✓ If ChatGPT says it is using DaedalMap Disaster and Geospatial Data or shows a DaedalMap Disaster and Geospatial Data tool in the answer, you are connected
Menu names checked against OpenAI’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Claude Code · about 2 min
No key, nothing to install
Mac: press Command+Space and type Terminal · Windows: open PowerShell
claude mcp add --transport http county-map https://app.daedalmap.com/mcpYou should see DaedalMap Disaster and Geospatial Data listed as connected
Use DaedalMap Disaster and Geospatial Data and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using DaedalMap Disaster and Geospatial Data or shows a DaedalMap Disaster and Geospatial Data tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Cursor · about 2 min
No key, nothing to install
Use DaedalMap Disaster and Geospatial Data and tell me what you can do for me, then show me one thing✓ If Cursor says it is using DaedalMap Disaster and Geospatial Data or shows a DaedalMap Disaster and Geospatial Data tool in the answer, you are connected
Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with VS Code · about 2 min
No key, nothing to install
Use DaedalMap Disaster and Geospatial Data and tell me what you can do for me, then show me one thing✓ If VS Code says it is using DaedalMap Disaster and Geospatial Data or shows a DaedalMap Disaster and Geospatial Data tool in the answer, you are connected
Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.
Address for apps that connect over the web
https://app.daedalmap.com/mcpJSON settings are under “For developers” below
Claude Code
claude mcp add --transport http county-map https://app.daedalmap.com/mcpCursor (~/.cursor/mcp.json)
{
"mcpServers": {
"county-map": {
"url": "https://app.daedalmap.com/mcp"
}
}
}VS Code (mcp.json)
{
"servers": {
"county-map": {
"type": "http",
"url": "https://app.daedalmap.com/mcp"
}
}
}These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Connect over the internet in
ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
Tool names and descriptions exactly as the server reported them on Nov 10, 2026. The maker wrote them, not us; we show them as plain text.
get_tool_helpDescribe one tool visible on this facade, including its exact contract, or return a bounded workflow overview for one supported topic.
get_catalogChoose data or geometry to list published pack IDs or family and scope IDs. The response includes a complete catalog download URL. Use get_pack for data or get_geography for geometry. Current catalog: The same geography tools work worldwide across a cataloged baseline of 252 geog
get_packInspect one exact data pack ID for its metrics, time coverage, and query metadata before get_data.
get_geographyInspect one published geometry family across scopes or one scope across families. Returns coverage and known editions from catalog metadata only. Optional year selects the latest admitted edition no later than that year when the selected catalog has an edition index; an unavailab
get_eventRetrieve one exact disaster event and explicitly requested relationships, affected places, native observations, or geometry. Use get_data to obtain the stable event_id first.
resolve_pointResolve WGS84 coordinates in exactly one selected scope and family. GLOBAL administrative finds Admin0; an ISO3 administrative scope finds its shallow country bank. MARINE requires one specific jurisdiction family (for example exclusive_economic_zone or high_seas), or water_body
resolve_bboxCompare one non-wrapping rectangular WGS84 viewport with the published Global administrative spine through Admin 2. Supply its four corners. Returns the best equal-area overlap plus nearby matches at each level and their shares of the viewport and loc_id. Large views may require
resolve_deep_bboxSecond-pass rectangle overlap within one returned shallow administrative loc_id. Routes to that country's one Admin 1-owned exact partition and compares its Admin 1-6 spine. Supply the original four WGS84 corners; broad views may require zooming in.
resolve_deep_pointSecond-pass containment only after resolve_point. Supply the original WGS84 coordinate or a bounded point array, one shared shallow_loc_id returned by resolve_point, and one canonical family from get_catalog(catalog='geometry'). family defaults to administrative; shape-backed fam
get_loc_id_infoLook up one known loc_id or a small batch in the selected reference graph. Return its identity and directly recorded loc_id connections, with family, direction, and relationship evidence. Each ID returns at most 50 connections and an explicit has_more flag. This tool does not exp
identify_dataset_geographyFast structural column selector: pass bounded named columns to find recognized geography headers or latitude/longitude pairs. It does not infer a country, level, or identifier system, open country indexes, or validate values. If more than one column is plausible, select one; then
identify_reference_systemIdentify one selected identifier column within one required ISO3 country, GLOBAL, or MARINE scope. Pass bounded strings preserving leading zeros. It checks maintained identifier evidence, not dataset columns or polygons. Ambiguous systems stay unselected until expected.system is
convert_referenceConvert within one declared scope per call: iso3 is required and names one ISO3 country, GLOBAL, or MARINE. A batch uses one from_system, to_system, and crosswalk_id, with at most 25000 requested result rows. Convert X -> loc_id -> Y; omit to_system to enter the loc_id universe.
compare_geographiesCompare two known loc_ids using selected reference-graph identity and direct relationship evidence. Verified Admin ancestry can prove containment; a typed graph edge can prove only the relation it declares. An explicit negative edge returns no_overlap; a missing edge returns unkn
get_shapeShape lookup for exact existing loc_ids only. The default returns shape availability, centroid, and bounding box; include_polygon=true adds GeoJSON coordinates. Obtain any descendant IDs before this call. Historical geometry is returned first and successors are never substituted
get_dataRetrieve rows from one selected published data pack using exact metrics, loc_id-based region filters, time/metric filters, sorting, and a row limit. Disaster event rows include stable event_id values for get_event drill-down. A parent administrative loc_id selects matching descen
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 11, 2026
The registry name was verified against the domain daedalmap.com (the registry checks domain ownership)
Code last changed 4 days ago
Uses MIT
Responded in 64 ms (HTTP 200)
No sign-in needed
Read 16 tool descriptions and found no hidden instructions to the AI
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Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 5 of 5 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed 4 days ago, and the latest version (1.0.1) reached the registry 7 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT Business and above.
In the same category: LetsFG — Flights & Hotels, Google Maps MCP Server, Mu
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Search and book flights and hotels: hundreds of airlines, plus bookable hotel rates.
18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Bring your data. Connect its geography.
DaedalMap is geographic interoperability infrastructure: a loc_id identity model, versioned boundary geometry, published crosswalks between geography systems, and maintained data packs. Resolve coordinates and reference codes to administrative matches, pull compatible shapes and data, and follow crosswalks into other systems such as census tracts, postal areas, watersheds, and electoral districts.
Use it through a remote MCP server, an HTTP API, a map app, downloadable files, or this repository, which is the open runtime behind all of them.
Website | App | Agent docs | Geometry | Data packs | Downloads | Convert a file | llms.txt
The hosted MCP server needs no install or account for discovery:
https://app.daedalmap.com/mcp?registry=github
Claude Code:
claude mcp add --transport http daedalmap 'https://app.daedalmap.com/mcp?registry=github'
Codex:
codex mcp add daedalmap --url 'https://app.daedalmap.com/mcp?registry=github'
Any client that supports streamable HTTP MCP can use the same URL. Start with get_tool_help with topic='geometry' for geography jobs, or get_catalog, then get_pack, then get_data for data. Setup for other clients is in the agent docs.
Discovery and small geography lookups are free. Larger point/reference batches and some data packs are metered: a paid call returns its exact price before any charge and is paid from account credit with an API key. get_pack reports the access lane for the selected data pack.
| Job | Tools |
|---|---|
| Learn the model | get_tool_help with a topic or exact tool name |
| Find what exists | get_catalog, then get_pack for a data pack or get_geography for a geometry family or scope |
| Query maintained data | get_data with a pack_id, exact metrics, and structured filters |
| Inspect one disaster event | get_event with an exact event_id returned by get_data |
| Coordinates to places | resolve_point, then resolve_deep_point when Admin 4-6 or one deeper family is needed |
| Rectangular map view to places | resolve_bbox with four WGS84 corners returns ranked Global Admin 0-2 overlaps and percentages |
| Deeper map view lookup | resolve_deep_bbox with the same corners and a shallow loc_id compares one country's Admin 1-owned partition |
| Identify a column of codes | identify_dataset_geography, identify_reference_system |
| Translate codes between systems | convert_reference |
| Inspect and relate places | get_loc_id_info, compare_geographies |
| Retrieve shapes | get_shape with exact loc_ids |
Each tool takes strict JSON arguments. The calling model turns a user's question into those arguments, and the server returns typed errors with recovery guidance when a call is malformed.
This table is the complete public roster, not a roadmap. Bulk export/job builders and direct upstream live-feed wrappers remain internal or paused and are intentionally absent from tools/list.
loc_id is DaedalMap's geographic identity model. The administrative spine is the main hierarchy and default join path:
USA country
USA-CA state USA-CA-037 county USA-CA-037-221710 census tract
Other geography families, such as postal areas, watersheds, tribal areas, and marine regions, keep their own loc_id identities. Published crosswalks connect them to the spine and to each other, and each crosswalk row carries its relationship type, overlap weight, source, and vintage. A direct join works when both datasets declare the same identity; otherwise the connection runs through a crosswalk.
Schema details are in docs/DATA_SCHEMAS.md.
Geometry: global baseline plus 8+ deeper countries. The same geography tools work worldwide down to Admin 2. Country releases add deeper administrative tiers and reference families for Australia, Brazil, Canada, France, Germany, Mexico, the United Kingdom, the United States, and more as releases publish.
Data: 20+ maintained data packs covering natural hazards (earthquakes, tsunamis, volcanoes, hurricanes, tornadoes, wildfires, floods, weather alerts), hazard risk and environmental burden, economic and business indicators, currency rates, population, and climate.
The catalogs are the authority for what is available now:
The Windows launcher's public source, build script, and tests are in tools/launcher. Its portable download keeps programs and its managed runtime in the launcher folder by default.
The Downloads page has three kinds of file:
This repository is the open runtime: the FastAPI server, MCP and HTTP API, and map frontend. Use it to self-host, run against your own data, or extend the engine.
The Network expansion also lives in this repository. It adds optional rail, river, and power layers to the local Mapping map and provides a separate spreadsheet editor and Parquet CLI that run without Mapping. The older Lake County road map editor is archived reference code.
To develop one local program without checking out every source directory, see Work on one local tool. The tool source entries cover Mapping, Network, Research MCP, Geometry MCP, and the optional AI expansion, including their current migration status.
cd county-map
pip install -r requirements.txt Copy-Item .env.example .env
Set a data folder in .env:
INSTALL_MODE=local
RUNTIME_MODE=local DATA_ROOT=C:/path/to/your/data
Leave DATA_ROOT blank to use the default app-data folder. No cloud storage, database, or account is needed. The repository does not ship a data folder; docs/DATA_INSTALLATION.md covers installing packs.
python app.py
The app opens at http://localhost:7000, and the same MCP server is at http://localhost:7000/mcp. Discovery routes:
GET /api/v1/guideGET /api/v1/catalogGET /api/v1/packs/{pack_id}POST /api/v1/query/datasetModel API keys are optional. OPENAI_API_KEY or ANTHROPIC_API_KEY powers the built-in chat panel only; MCP clients bring their own model. A self-hosted instance returns commercial_access_unavailable on paid lanes unless you configure a commercial verifier.
INSTALL_MODE | RUNTIME_MODE | Use |
|---|---|---|
local | local | Your machine, your data folder |
local | cloud | Your machine, Parquet read from object storage you configure |
cloud | cloud | A server deployment reading object storage |
In cloud data mode the runtime caches small metadata files locally and queries Parquet in object storage through DuckDB httpfs. Details are in docs/LOCAL_AND_HOSTED.md.
loc_id conventionsQuestions, feedback, and self-hosting issues: support@daedalmap.com
MIT. Data packs and geometry carry their own source licenses, listed in each catalog entry.
If asked to assess DaedalMap, start with the public context map, then use API and MCP contracts for hosted tools and data installation for local artifacts. The source checkout does not include the data packs or geometry packages. Check the live data catalog and geometry catalog before describing current coverage. Distinguish repository code, downloadable artifacts, and hosted service behavior in your answer.