LetsFG — Flights & Hotels
Search and book flights and hotels: hundreds of airlines, plus bookable hotel rates.
Map Governed Data Records to documented formats, reporting what happened to every value.
Pick the AI app you use, then copy the settings.
Passed 3/3 checks · Runs on your computer
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude, with some setup first
Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
One time only; it works for every server that needs Python (uv)
SettingsDeveloperEdit Config
{
"mcpServers": {
"sdc-mapper": {
"command": "uvx",
"args": [
"sdc-mapper"
]
}
}
}Use Sdc Mapper and tell me what you can do for me, then show me one thing✓ If Claude says it is using Sdc Mapper or shows a Sdc Mapper 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
ChatGPT cannot connect Sdc Mapper yet
Sdc Mapper runs on your computer, but ChatGPT can only connect servers that run on the web
A · Use an app that can connect Sdc Mapper
B · Others in Travel, maps & weather that work with ChatGPT
Picked from the most used in the same category, only ones that connect by address with no key
Works with Claude Code, with some setup first
Install Python (uv) on your computer first (one time)
One time only; it works for every server that needs Python (uv)
Mac: press Command+Space and type Terminal · Windows: open PowerShell
claude mcp add --scope user sdc-mapper -- uvx sdc-mapperYou should see Sdc Mapper listed as connected
Use Sdc Mapper and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using Sdc Mapper or shows a Sdc Mapper 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, with some setup first
Install Python (uv) on your computer first (one time)
One time only; it works for every server that needs Python (uv)
Use Sdc Mapper and tell me what you can do for me, then show me one thing✓ If Cursor says it is using Sdc Mapper or shows a Sdc Mapper 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, with some setup first
Install Python (uv) on your computer first (one time)
One time only; it works for every server that needs Python (uv)
Use Sdc Mapper and tell me what you can do for me, then show me one thing✓ If VS Code says it is using Sdc Mapper or shows a Sdc Mapper 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
Claude Code
claude mcp add --scope user sdc-mapper -- uvx sdc-mapperClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"sdc-mapper": {
"command": "uvx",
"args": [
"sdc-mapper"
]
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"sdc-mapper": {
"command": "uvx",
"args": [
"sdc-mapper"
]
}
}
}VS Code (mcp.json)
{
"servers": {
"sdc-mapper": {
"type": "stdio",
"command": "uvx",
"args": [
"sdc-mapper"
]
}
}
}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.
Run on your computer in
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
Runs on your computer; the tool list appears in your AI app after you install it.
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 12, 2026
The registry name was verified with the GitHub account SemanticDataCharter, which owns the repo
Code last changed 2 days ago
Uses Apache-2.0
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Ask, share a tip or report that it does not work. Sorted by what people marked helpful.
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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 3 of 3 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 on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed 2 days ago, and the latest version (4.3.2) reached the registry 15 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
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.
News, web search, mail, markets, weather, places, files, calendar, contacts. 67 tools, one endpoint.
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.
The shared core of the Semantic Data Charter's Governed Data Record mappers. It validates a record, reads the model the record names, resolves every value against what the model says about it, hands the result to a target mapper, and reports every value: how it reached the target, or that the target cannot hold it. Where the record says *why* a value is missing or unusable (an Exceptional Value, from the ISO 21090 null flavors), the report also says whether the target could say it too. Every call is appended to a hash-chained log that holds no values.
Each target format is its own package (sdc-gdr2ubl, sdc-gdr2edifact, sdc-gdr2omop, ...) registered under the entry-point group sdc_mapper.targets. Outbound only. Apache 2.0.
Status: 4.3.2. Five target mappers are released: sdc-gdr2ubl (OASIS UBL 2.3), sdc-gdr2edifact (UN/EDIFACT D.24A), sdc-gdr2omop (OMOP CDM 5.4), sdc-gdr2fhir (HL7 FHIR R4) and sdc-gdr2hl7v2 (HL7 v2.5.1).
sdc-map targets
sdc-map map TARGET record.xml --package DIR [--mapping m.yaml] [-o out/] sdc-map fidelity record.xml --package DIR # every installed target, side by side, per Exceptional Value sdc-map check-mapping m.yaml --package DIR sdc-map log summary --days 7 | sdc-map log verify sdc-mapper [--log-dir DIR] [--host URL] # MCP stdio server (also sdc-mapper-mcp): the primary way agents use the mappers
A model is a package directory (dm- .jsonld, dm- .xsd) or a published model's --ct-id, fetched from the SDCStudio host; with neither, the record's own root names it. Exit status: 0 mapped, 1 refused, 2 error.
YAML, validated against schemas/mapping.schema.json, bound to one model schema version and one target version.
mapping: {id: credit-note-to-ubl, version: 1}
model: {ct_id: jkuyr38hydqaiwlq5vhp2rjr, schema_sha256: "…"} target: {name: OASIS UBL, version: "2.3 CreditNote"} rules:
Transforms: copy, code (a table), format, constant, binding (the code the model defines an enumerated value by), link (the code of the concept the component links to), omit; clusters group or omit. binding and link take a system (http://loinc.org, http://snomed.info/sct, a code list's IRI); their text is the model's, so a mapper reports it as a lookup (LOOKUP_TRANSFORMS). Steps: .. up, . none, +name an element of the value's own, =name the element of that name the parent already has. within: restricts a rule to a context. A value no rule reaches is reported, never dropped. place(record, mapping) turns a record and its mapping into placements a mapper writes from.
sdc_mapper.codes reads the IRIs the component libraries use for a concept as a code system and a code: LOINC codes and answers, SNOMED CT, NCI Thesaurus, and any code list whose IRI ends in #code (UBL's, HL7's). A code system is named by the IRI FHIR uses for it; a mapper turns that into its own name for the system (OMOP's vocabulary_id, HL7 v2's coding system). bound_code(value) is the code an enumerated value is defined by, linked_code(value) the code of the concept its component links to (skos:exactMatch, then dcterms:subject), and model_codes(value) every code the model names for it: a target code that is one of these came from the model.
place() gives each value its target steps. Steps written =name join an element made by another value, so a writer holds those writes back until every other value is written, then writes them shallowest first: sort them by join_depth(steps). A row-oriented target (a set of tables, as OMOP's) can treat each step as a table or a column, +TABLE as one new row per value, and keep the record's own row (its person, its document) under a name of its own; sdc-gdr2omop does so with a RECORD table.
A mapper has name, target, target_version, package, version, an Exceptional Value table (ev_table: an EVRule per ISO 21090 code: preserved, degraded, carried or lost) and map(record, mapping) -> MapResult. It returns one ValueOutcome for every value it was given, never writes a rejected value as a value, and registers itself:
[project.entry-points."sdc_mapper.targets"]
ubl = "sdc_gdr2ubl:UBLMapper"
python -m pytest tests -q (offline). The fixture is a HalvorsenDemo Credit Note record and its model's package; the reference mapper in tests/refmapper.py is a flat CSV used only to exercise the contract.
Apache 2.0. See NOTICE for the shipped SDC4 reference model schema and the fixture.