# Lilambd Data for Agents (remote · api.lilambd.com)

21 world data tools: airports, units, markets, security, travel meds, pet entry. x402 per call.

- Trust score: 58/100 (low)
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-11-04

## Components

- remote · `api.lilambd.com`: 58/100 (this document), [markdown](https://verifymcp.io/servers/veniwol-li-lambd-lilambd-data/api.md), [page](https://verifymcp.io/servers/veniwol-li-lambd-lilambd-data/api)

## Channel facts

- Endpoint: `https://api.lilambd.com/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.1.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-11-04.

- **Endpoint Security**: 51/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - Authorisation not fully verified: no authorisation is required to call this server, and 43 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe.
  - HTTPS enforcement could not be verified: the plaintext port answered with HTTP 405, which proves neither a plaintext path nor enforcement.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 53/100
  - AI-judged instruction clarity (good).
  - Context-footprint check failed: tool/resource definitions use about 11396 tokens (~265/item across 43 items; 43 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 3/100
  - Stability observed for 1 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 43 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 44 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### How do I install the Lilambd Data for Agents MCP server?

Lilambd Data for Agents is a hosted endpoint at https://api.lilambd.com/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add --transport http veniwol-li-lambd-lilambd-data 'https://api.lilambd.com/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "veniwol-li-lambd-lilambd-data": {
      "url": "https://api.lilambd.com/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "veniwol-li-lambd-lilambd-data": {
      "type": "http",
      "url": "https://api.lilambd.com/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.veniwol-li-lambd-lilambd-data]
url = "https://api.lilambd.com/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "veniwol-li-lambd-lilambd-data": {
      "type": "remote",
      "url": "https://api.lilambd.com/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add veniwol-li-lambd-lilambd-data --url 'https://api.lilambd.com/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  veniwol-li-lambd-lilambd-data:
    url: "https://api.lilambd.com/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "veniwol-li-lambd-lilambd-data": {
      "Transport": "http",
      "Url": "https://api.lilambd.com/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add veniwol-li-lambd-lilambd-data -t streamable-http -u 'https://api.lilambd.com/mcp'
```

### Other

```json
{
  "mcpServers": {
    "veniwol-li-lambd-lilambd-data": {
      "type": "http",
      "url": "https://api.lilambd.com/mcp"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-11-04 (score 58, 0)

- [security] The server rewrote its instructions, which are the text every model session reads
- [functional regression] Schema quality: 214 → 265
- [functional improvement] Stability: unverified → 0.03
- [functional] Server version: 1.0.0 → 1.2.0
- [functional] New tool “agents”
- [functional] New tool “biodiversity”
- [functional] New tool “calendars”
- [functional] New tool “disaster-exposure”
- [functional] New tool “firm-brief”
- [functional] New tool “hazard”
- [functional] New tool “jp-health”
- [functional] New tool “land”
- [functional] New tool “marketplaces”
- [functional] New tool “next-languages”
- [functional] New tool “place-brief”
- [functional] New tool “prices”
- [functional] New tool “pulse”
- [functional] New tool “rules-ahead”
- [functional] New tool “science”
- [functional] New tool “signals”
- [functional] New tool “signals-pro”
- [functional] New tool “sound”
- [functional] New tool “world-dishes”
- [functional] New tool “world-education”
- [functional] New tool “world-power”

### 2026-11-03 (score 58)

First indexed and scored.

## MCP tools (43)

### `list_apis` (~25 tokens)

Free. List all Lilambd data APIs with their routes and query parameters.

### `agents` (~350 tokens)

AI Agent Economy Census. What AI agents can buy, and at what price, measured every day. Routes: /mcp (q, remote, limit, offset); /x402 (q, category, host, min_price, max_price, sort, include_testnet, limit, offset); /mcp/new (since, limit, offset); /summary (include_testnet); /counters (key, days); /x402/new (since, category, limit, offset); /mcp/daily (days); /mcp/{name}; /x402/daily; /x402/hosts (category, q, sort, limit, offset); /mcp/namespaces (limit, offset); /trending/{kind} (day, limit, offset); /x402/categories; /x402/price-check (price*, category). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /mcp, /x402, /mcp/new, /summary, /counters, /x402/new, /mcp/daily, /mcp/{name}, /x402/daily, /x402/hosts, /mcp/namespaces, /trending/{kind}, /x402/categories, /x402/price-check. Replace {plac…
- `sample` (boolean): Free preview, max 3 rows

### `airports` (~166 tokens)

Airports of the World. Airport lookup for travel apps, flight tools, logistics, games and AI agents. Routes: /nearby (lat*, lon*, type, limit); /search (q, country, type, scheduled, limit, offset); /{code}. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /nearby, /search, /{code}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `biodiversity` (~329 tokens)

Biodiversity by Place. How well is life recorded here? One API for any point on Earth, built from the GBIF occurrence snapshot of 1 October 2026 and counted on a fixed 0.5 degree grid (about 55 km). Routes: /gaps (level, country, admin1, max_records, stale, min_cells, limit, offset); /cells (country, admin1, lat, lon, min_records, max_records, sort, limit, offset); /place (lat*, lon*, top, species); /admin1 (country*, by, limit, offset); /nearby (lat*, lon*, radius_cells, limit, offset); /decades (country); /summary; /countries (by, continent, min_cells, limit, offset); /admin1/{code}; /cells/{cell_id} (scheme); /countries/{iso2}. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /gaps, /cells, /place, /admin1, /nearby, /decades, /summary, /countries, /admin1/{code}, /cells/{cell_id}, /countries/{iso2}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `calendars` (~348 tokens)

World Calendars and Date Conversion API. Convert dates between the world's calendars and get every month, weekday and era name in 657 locales. Routes: /days (from, to, limit, offset); /convert (date, locale); /paydays (country, from, to, kind, limit, offset); /systems (locale); /era-names (calendar, locale, width, limit, offset); /festivals (year, tradition, festival_id, country, limit, offset); /month-names (calendar, locale, context, width, limit, offset); /solar-terms (year, limit, offset); /systems/{id} (locale); /to-gregorian (calendar, date); /weekday-names (locale, context, width, limit, offset); /paydays/{iso2} (from, to, kind, limit, offset); /countries/{iso2}. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /days, /convert, /paydays, /systems, /era-names, /festivals, /month-names, /solar-terms, /systems/{id}, /to-gregorian, /weekday-names, /paydays/{iso2}, /countries/{iso2}. Replace {placeholder…
- `sample` (boolean): Free preview, max 3 rows

### `colors` (~181 tokens)

Color Names: 30,000+ Named Colors. Give every color a human name. Great for design tools, games, generative art, e-commerce filters and AI assistants. Routes: /random (count); /search (q, limit, offset); /nearest (hex*, limit); /{name_or_hex}. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /random, /search, /nearest, /{name_or_hex}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `conflict` (~183 tokens)

Armed Conflict Events by Country and Region. Clean yearly conflict numbers for risk dashboards, travel-safety apps, news tools, research and AI agents. Routes: /top (year, level, by, limit, offset); /regions (country, year, limit, offset); /countries/{iso2} (from, to, limit, offset). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /top, /regions, /countries/{iso2}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `disaster-exposure` (~237 tokens)

How many deadly earthquakes, tsunamis and eruptions has this place seen since 1900?. Give a point (lat, lon) and a radius. Returns NOAA NCEI significant earthquake, tsunami and volcanic eruption records within that radius since a chosen year: counts by kind, published deaths on the records, strongest quake magnitude and the five deadliest records with distance. Plus a per-decade table. Counts and distances computed by Lilambd from NOAA records; no personal data. Routes: /; /answer (lat*, lon*, radius_km, since); /decades (kind, limit, offset). Paid $0.5 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /, /answer, /decades. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `exchanges` (~155 tokens)

Stock Exchanges and Trading Venues (MIC). Look up any exchange or trading venue for fintech apps, trading bots and data pipelines. Routes: /{mic}; /search (q, country, status, category, limit, offset). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /{mic}, /search. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `exposure` (~255 tokens)

Exposure brief: one finished security answer per company domain or tech stack. One call returns a ready answer about a company or a tech stack: its breach history (HIBP + Japan disclosures), every actively exploited CVE (CISA KEV) in the vendors/products you name (or the company's own products, inferred from the domain), which are used by ransomware and past CISA due dates, recent CVEs not yet exploited but with high EPSS, lookalike hostnames with new TLS certificates (Certificate Transparency, last 30 days), and a prioritised action list. Every item has a source URL; data_as_of per source. Facts only, no personal records. Routes: /brief (domain*, stack, lookalikes, limit). Paid $0.5 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /brief. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `firm-brief` (~269 tokens)

Who owns this company, where does it operate, what does it sell and research?. One company brief joined from five open ledgers: GLEIF group ownership (ultimate parent, descendants, countries), Open Food Facts brand owners (brands, product categories, countries sold, with category market size), OpenAlex research organisations (sites, works, citations by country), public tender notices where the organisation is the buyer, and the home country's cross-border ownership links. Every block names its source and date; matching, country union and summaries are computed by Lilambd. Organisations only, no data about individual people. Routes: /answer (name, lei, wikidata); /brands (q*, limit, offset); /search (q, limit, offset); /coverage. Paid $0.5 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /answer, /brands, /search, /coverage. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `hazard` (~404 tokens)

World Natural Hazards and Warming. How much each place shakes and how much it has warmed, in one API. Every number is counted or averaged from public measurement records; nothing is modelled. Routes: /gaps (level, country, min_population, limit, offset); /events (kind, country, region, from, to, min_deaths, min_magnitude, lat, lon, radius_km, sort, limit, offset); /trends (band); /regions (q, country, sort, joint_exposure, lat, lon, limit, offset); /summary; /stations (country, q, sort, lat, lon, radius_km, limit, offset); /countries (sort, limit, offset); /place-risk (lat*, lon*, radius_km); /events/{id} (kind); /regions/{id} (events); /features/{id}; /stations/{id}; /joint-exposure (limit, offset); /countries/{iso2}; /regions/{id}/events (kind, sort, limit, offset); /regions/{id}/stations (limit, offset). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /gaps, /events, /trends, /regions, /summary, /stations, /countries, /place-risk, /events/{id}, /regions/{id}, /features/{id}, /stations/{id}, /joint-exposure, /countries/{iso2}, /regions/{id}…
- `sample` (boolean): Free preview, max 3 rows

### `japan` (~198 tokens)

Japan Municipality Statistics. Official statistics for every municipality in Japan in one JSON API, for real-estate tools, relocation apps, local-business dashboards and AI agents. Routes: /rank (indicator*, year, prefecture, order, limit, offset); /indicators; /municipalities (q, prefecture, limit, offset); /municipalities/{code} (indicator). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /rank, /indicators, /municipalities, /municipalities/{code}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `jp-health` (~439 tokens)

Japan Hospitals and Prefecture Health Facts. Japan's hospital landscape in one API, built from the Ministry of Health, Labour and Welfare FY2024 DPC discharge-patient survey and official prefecture statistics. Routes: /mdc; /gaps (by, limit, offset); /rank (by, order, limit, offset); /facts (topic, pref, sort, limit, offset); /summary; /hospitals (pref, q, city_code, dpc_status, min_beds, max_beds, mdc, min_cases, sort, limit, offset); /mdc/{mdc} (pref, sort, limit, offset); /prefectures (sort, limit, offset); /facts/topics; /cities/{city_code}; /prefectures/{pref}; /hospitals/{hospital_id}; /prefectures/{pref}/facts; /hospitals/{hospital_id}/mdc; /prefectures/{pref}/hospitals (limit, offset); /hospitals/{hospital_id}/profile; /prefectures/{pref}/health-profile. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /mdc, /gaps, /rank, /facts, /summary, /hospitals, /mdc/{mdc}, /prefectures, /facts/topics, /cities/{city_code}, /prefectures/{pref}, /hospitals/{hospital_id}, /prefectures/{pref}/facts, /hosp…
- `sample` (boolean): Free preview, max 3 rows

### `kinds` (~249 tokens)

Kinds: linked ledgers of kinds of things (instruments, woods, alloys, elements). Kinds of things in one shared shape, linked to what they are made from: 2,392 musical instruments (Hornbostel-Sachs class, origin country), 504 woods, 285 alloys, 174 chemical elements and the materials instruments use. Follow made_from chains (guitar -> wood -> ...; cymbal -> bronze -> copper and tin). Japanese names where they exist. Source Wikidata (CC0). Routes: /{id}; /chain (id*); /facets; /search (facet, q, limit, offset). Paid $0.05 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /{id}, /chain, /facets, /search. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `koyomi` (~307 tokens)

Koyomi: Calendars, Holidays and Helplines for AI Answers. Data that grounds what people ask AI about feelings, fortune, love and daily life: computed calendars for any date and place (sexagenary cycle, rokuyo, Japanese and Chinese lunisolar dates, 24 solar terms, moon, sun sign, 10 world calendars), world public holidays, verified crisis and listening helplines, and a consult map. Routes: /day (date, tz); /sun (lat*, lon*, date, tz); /range (from*, to*, tz, has); /rules; /topics; /holidays (country*, year, subdiv, lang, types); /countries (country); /helplines (country); /moon-phases (year*); /solar-terms (year*). Paid $0.05 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /day, /sun, /range, /rules, /topics, /holidays, /countries, /helplines, /moon-phases, /solar-terms. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `land` (~402 tokens)

Land Use and Forest Loss by Region. What the ground of every state, province and prefecture is made of, and how it changed, counted from 30 m satellite pixels. One API for site screening, ESG and deforestation checks, urban growth, agriculture and climate apps and AI agents. Routes: /gaps (country, limit, offset); /world (thr); /nearby (lat*, lon*, radius_km, limit, offset); /classes (detail); /regions (country, q, limit, offset); /features (country, region_id, feature, limit, offset); /rankings (by, level, country, min_area_km2, min_tree_cover_km2, limit, offset); /countries (limit, offset); /regions/{id}; /countries/{code} (thr); /regions/{id}/soil; /regions/{id}/built; /regions/{id}/water; /regions/{id}/forest (thr); /regions/{id}/profile (thr); /regions/{id}/land-cover (min_km2). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /gaps, /world, /nearby, /classes, /regions, /features, /rankings, /countries, /regions/{id}, /countries/{code}, /regions/{id}/soil, /regions/{id}/built, /regions/{id}/water, /regions/{id}/for…
- `sample` (boolean): Free preview, max 3 rows

### `languages` (~153 tokens)

World Languages (Glottolog). Language metadata for localisation tools, language-learning apps, games and AI pipelines. Routes: /search (q, country, family, endangerment, limit, offset); /{code}. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /search, /{code}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `licenses` (~153 tokens)

Open Source Licenses (SPDX). License metadata for dependency scanners, SBOM tools, package registries and AI coding agents. Routes: /{id}; /search (q, osi_approved, limit, offset). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /{id}, /search. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `local-markets` (~285 tokens)

Local Markets: markets away from big cities. Every recorded market place in the world tagged by how far it sits from cities (Natural Earth): big_city (<=30 km of a 1M+ city), city (<=30 km of a 100k+ city), regional (30-100 km), remote (>100 km). Default answers return only regional and remote markets, the village and rural markets big catalogues bury. Places: Overture Maps Foundation (CDLA-Permissive-2.0). Cities: Natural Earth (public domain). Locality computed by Lilambd. Routes: /near (lat*, lon*, radius_km, locality, limit, offset); /{id}; /search (q*, locality, limit); /country (country*, locality, limit, offset); /countries. Paid $0.05 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /near, /{id}, /search, /country, /countries. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `marketplaces` (~483 tokens)

Lilambd World Marketplaces Physical and Digital API. Where the world buys and sells, in one shape: 409,266 physical market places in 228 countries (199,888 shopping malls, 64,192 farmers' markets, 31,899 flea markets, 20,775 auction houses, 11,238 bazaars and souks, 5,173 night markets, 3,609 fish markets, wholesale markets, hawker centres and more) with coordinates, region, town, website and a locality class (big city, city, regional, remote: 29,146 places over 100 km from any 100k+ city), plus 5,457 digital marketplaces and app stores. Nearby search, country and region views, rankings, coverage gaps and a one-call country profile. Sources: Overture Maps places 2026-10-21.0 (CDLA-Permissive-2.0 / Apache-2.0 / CC0 rows only) and Wikidata (CC0). Compiled by Lilambd. Routes: /gaps (min_population, limit, offset); /rank (kind, by, limit, offset); /kinds; /nearby (lat*, lon*, radius_km, kind, limit, offset); /places (country, kind, locality_class, q, region, town, limit, offset); /digital (q, country, kinds, deal_type, limit, offset); /countries (sort, limit, offset); /places/{id}; /digital/{id}; /admin1/{iso2} (limit, offset); /countries/{iso2}. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /gaps, /rank, /kinds, /nearby, /places, /digital, /countries, /places/{id}, /digital/{id}, /admin1/{iso2}, /countries/{iso2}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `markets` (~211 tokens)

World Markets: Farmers, Flea, Night and Fish Markets. Find real-world markets anywhere. For travel apps, local-discovery apps, maps, games and AI agents. Routes: /{id}; /kinds; /nearby (lat*, lon*, kind, include_closed, limit); /search (q, country, kind, include_closed, limit, offset); /countries (country, kind, min_population, sort, limit, offset). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /{id}, /kinds, /nearby, /search, /countries. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `next-languages` (~225 tokens)

Which languages should I localize into next?. Ranks 60 candidate languages for product localization beyond en ja zh es pt fr de ko hi ar, by CLDR speakers (L1+L2), GDP (PPP) reach, digital-marketplace reach, official-language countries and CLDR locale coverage. Also lists writing systems (ISO 15924) with Unicode 17.0 character counts, direction and speakers. Routes: /; /answer (have, limit, offset); /scripts (rtl, limit); /script/{code}. Paid $0.05 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /, /answer, /scripts, /script/{code}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `orgs` (~327 tokens)

World Organizations: Research Bodies Societies Funders and Publishers. A world directory of organizations that are not just companies or governments. For research tools, grant finders, CRM enrichment, maps, education apps and AI agents. Routes: /gaps (kind, form, min_population, limit, offset); /{id}; /forms; /kinds; /nearby (lat*, lon*, kind, form, limit); /search (q, country, kind, form, source, sort, limit, offset); /countries (country, kind, form, sort, limit, offset); /nonprofits/{ein}; /nonprofits/causes (state); /nonprofits/search (q, state, city, postcode, kind, cause, min_revenue, max_revenue, sort, limit, offset); /nonprofits/states (cause, sort). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /gaps, /{id}, /forms, /kinds, /nearby, /search, /countries, /nonprofits/{ein}, /nonprofits/causes, /nonprofits/search, /nonprofits/states. Replace {placeholders} with a value, e.g. /search or…
- `sample` (boolean): Free preview, max 3 rows

### `pet-entry` (~216 tokens)

Pet entry: can my dog or cat cross this border in time?. Official rules for taking a pet dog, cat or ferret into another country: microchip, rabies shots, blood test and waiting days, advance notice, papers, quarantine, and the shortest days from scratch to legal entry. Every row cites the government page it was read from. Facts only, not veterinary or legal advice. Routes: /answer (to*, from, species, days, vaccinated_in); /country (to*); /countries. Paid $0.5 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /answer, /country, /countries. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `place-brief` (~296 tokens)

What natural hazards and infrastructure surround this latitude/longitude?. One finished place brief for any point on Earth: historical significant earthquakes, tsunami sources and volcanic eruptions near the point (NOAA NCEI), the admin1 region's USGS M6+ rate since 1900 and its rank, nearby GHCN station warming (1991-2020 vs 1961-1990), country hazard totals, nearest cities, scheduled airports, power plants (capacity by fuel), market places and ports, each with great-circle distance in km. Every block names its source and data date; computed fields are marked as computed by Lilambd. Historical record only, not a hazard model, engineering or legal advice. Routes: /answer (lat*, lon*, radius_km); /nearest (lat*, lon*, kind*, radius_km, scheduled, include_heliports, limit, offset); /coverage. Paid $0.5 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /answer, /nearest, /coverage. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `platforms` (~161 tokens)

Online Platforms Directory. A categorised directory of the world's online platforms for market research, competitor maps, onboarding flows and AI agents. Routes: /search (q, category, country, limit, offset); /categories; /{wikidata}. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /search, /categories, /{wikidata}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `power` (~195 tokens)

Power Plants of the World. Global power plant lookup for energy apps, climate tools, maps, simulations, city-building games and AI agents. Routes: /{id}; /fuels; /nearby (lat*, lon*, fuel, min_mw, limit); /search (q, country, fuel, min_mw, limit, offset); /countries (country). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /{id}, /fuels, /nearby, /search, /countries. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `prices` (~311 tokens)

World Prices by Country. What things cost and how fast prices move, by country and by commodity, in one API. Routes: /gaps (limit, offset); /rank (item, by, order, year, continent, limit, offset); /items (q, kind, limit, offset); /compare (countries*, item, from, to); /summary; /countries (q, continent, limit, offset); /us-states (item, year, order, limit, offset); /commodities (kind, q, sort, limit, offset); /items/{item}; /countries/{iso2} (item, freq, from, to); /commodities/{item} (freq, from, to); /countries/{iso2}/profile. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /gaps, /rank, /items, /compare, /summary, /countries, /us-states, /commodities, /items/{item}, /countries/{iso2}, /commodities/{item}, /countries/{iso2}/profile. Replace {placeholders} with a…
- `sample` (boolean): Free preview, max 3 rows

### `pulse` (~287 tokens)

World Pulse Daily Tech and Money Briefing. What moved in tech and money today, from public catalogues that only ever show *today*. Lilambd writes them down every day, so they become a history. Routes: /fx (base, to, amount, date); /days (limit); /feeds; /today (date); /search (q*, feed, from, to, history, limit, offset); /changes (since, date, feed, kind, type, min_change_pct, limit, offset); /briefing (date); /feeds/{feed} (date, kind, q, sort, limit, offset); /feeds/{feed}/history (key, q, kind, from, to, limit, offset). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /fx, /days, /feeds, /today, /search, /changes, /briefing, /feeds/{feed}, /feeds/{feed}/history. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `regions` (~165 tokens)

States and Provinces of the World + Land Stats. Every first-level administrative region on Earth, ready for dropdowns, maps, games and analytics. Routes: /search (q, country, sort, limit, offset); /{iso3166_2}. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /search, /{iso3166_2}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `rising` (~171 tokens)

What Is Rising in the World Today. A daily answer, not raw data: what jumped since the previous measured day across open software and world events. Routes: /days; /today (table, theme, limit); /{date}; /history (since*, table, theme). Paid $0.05 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /days, /today, /{date}, /history. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `rules-ahead` (~303 tokens)

Which new rules on my topic are coming in Japan or the US, and when can I still comment?. One finished brief per topic: Japanese e-Gov public-comment drafts still open, US Federal Register proposed rules with open comment windows, US final rules and Japanese law amendments published but not yet in force, and recent Japanese comment results with the number of comments received. Plain English or Japanese keywords (drone, AI, food labeling, tax, 建築, 医薬品). Deadlines, days left, counts and topic matching computed by Lilambd from official registers; every item links to its official page. Japanese titles stay in Japanese; US items carry title_en. Facts only, not legal advice. Routes: /answer (topic*, country, limit, routine); /topics (country, limit); /upcoming (country, status, topic, kind, stage, agency, category, since, until, sort, limit, offset). Paid $0.5 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /answer, /topics, /upcoming. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `science` (~272 tokens)

World Science Output by Country and Field. The shape of world research in one API, counted from every record in OpenAlex (snapshot 2026-10-14, 464,765,485 works). Routes: /gaps (year, min_population, limit, offset); /rank (year, by, min_population, limit, offset); /fields (year, limit, offset); /rising (country, subfield, field, min_papers, sort, limit, offset); /subfields (q, limit, offset); /countries/{iso2} (from, to, limit, offset); /fields/{field_id} (from, to, limit, offset). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /gaps, /rank, /fields, /rising, /subfields, /countries/{iso2}, /fields/{field_id}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `security` (~445 tokens)

Security ledgers: exploited CVEs (CISA KEV + EPSS + NVD), breach disclosures, change feed. Fresh, sourced security facts in one joined shape. Every actively exploited CVE in CISA KEV joined with its EPSS score (FIRST, refreshed daily) and NVD CVSS/CWE/CPE; NVD CVEs (418k, refreshed every 2 hours); organisation-level breach records from Have I Been Pwned plus a Japan disclosure ledger built from company announcements; and a since= change feed of what was added or moved. Every row has a source URL; every response has data_as_of per source. No personal records. Plus an incident ledger: SEC 8-K Item 1.05 cyber-incident filings, Washington and California Attorney General breach notices (7,000+ since 2012, with cause, attack type, residents affected), and CISA / JPCERT / IPA advisories, refreshed daily. Routes: /hot (days, vendor, limit); /kev (vendor, product, since, ransomware, q, limit, offset); /gaps; /stats; /changes (since*, after_seq, face, limit); /vendors (q, limit); /breaches (domain, q, country, since, limit); /cve/{id}; /incidents (q, country, state, kind, source, attack_type, cve, since, until, limit, offset); /incidents/trends (months). Paid $0.01 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /hot, /kev, /gaps, /stats, /changes, /vendors, /breaches, /cve/{id}, /incidents, /incidents/trends. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `signals` (~435 tokens)

Lilambd World Signals Daily Change by Country. What changed today in the world's news events, per country. Daily GDELT 2.0 event counts by country and CAMEO root code (20 event types from public statement to mass violence) with mean Goldstein score, collected every morning since 2026-09-22: 19,185 country x event-type rows covering 126,256 events in 228 GDELT country codes over 31 collected days (2026-09-22 to 2026-11-03; 12 days not collected). One call to /today/{iso2} returns today's totals for a country against the previous collected day and the 7-day baseline, its rank, conflict share and the biggest changes by event type. Also: rankings, rising country x event pairs, time series per country. Source: Lilambd/world-signals (CC BY 4.0), GDELT Project (free with attribution). Routes: /days; /gaps; /rank (by, min_events, date, limit, offset); /cameo; /events (country, cameo, date, limit, offset); /rising (min_events, date, limit, offset); /countries; /cameo/{root} (date, limit, offset); /today/{iso2} (date); /country/{iso2} (days, date, limit, offset). Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /days, /gaps, /rank, /cameo, /events, /rising, /countries, /cameo/{root}, /today/{iso2}, /country/{iso2}. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `signals-pro` (~192 tokens)

What moved today in world events and tech? (World Signals Pro). Latest-day GDELT events by country and event type, GitHub new repos, Hugging Face trending and npm/PyPI downloads, each with change vs previous observation, 7-observation mean, z-score and anomaly flag. Computed by Lilambd. Routes: /latest (table*, date, limit, offset); /tables. Paid $0.05 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /latest, /tables. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `sound` (~373 tokens)

World Music Instruments and Singing Styles. Cross-cultural music data for music apps, games, education, sound design and AI agents, built from open research archives. Routes: /names (q, limit, offset); /songs (q, genre, sound_source, region, society_id, limit, offset); /genres (q, limit, offset); /styles (society_id, var_id, code, region, limit, offset); /classes (q, limit, offset); /ensembles (q, region, country, limit, offset); /functions (function, region, limit, offset); /societies (q, region, country, lat, lon, limit, offset); /instruments (q, hs_class, hs_number, region, country, society_id, lat, lon, limit, offset); /styles/axes (q, var_id, limit, offset); /sound-sources (q, limit, offset); /instruments/{id}; /classes/{hs_code}; /societies/{society_id}. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /names, /songs, /genres, /styles, /classes, /ensembles, /functions, /societies, /instruments, /styles/axes, /sound-sources, /instruments/{id}, /classes/{hs_code}, /societies/{society_id}. Rep…
- `sample` (boolean): Free preview, max 3 rows

### `travel-meds` (~203 tokens)

Travel meds: can I bring this medicine into this country?. Official rules for travellers carrying personal medicines across borders: how many days of supply, which classes need a permit, how and how early to apply, documents, and what is banned outright. Every row cites the government page it was read from and when. Facts only, not medical or legal advice. Routes: /answer (country*, class, days); /country (country*); /countries. Paid $0.5 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /answer, /country, /countries. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `units` (~212 tokens)

Unit Converter and Physical Constants. One clean JSON API for apps, games, calculators and AI agents that need correct unit maths. Routes: /search (q, quantity_kind, limit, offset); /{unit}; /convert (value*, from*, to*); /isotopes (element, limit, offset); /constants (q, limit, offset); /constants/{id}; /quantity-kinds. Paid $0.005 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /search, /{unit}, /convert, /isotopes, /constants, /constants/{id}, /quantity-kinds. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `world-dishes` (~207 tokens)

World Dishes: national and regional dishes by country. Look up the dishes Wikidata links to a country (ISO3), or search a dish by name in English or Japanese. Returns Wikidata QID, English and Japanese names and every country the dish is linked to. Values as recorded in Wikidata; nothing estimated. Coverage reflects Wikidata, so some countries have few or no dishes. Routes: /dish (q*, limit); /dishes (iso3*, limit). Paid $0.02 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /dish, /dishes. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `world-education` (~243 tokens)

How does this country's education system measure up?. Latest measured education indicators for 209 countries (literacy, enrolment at each level, completion, spending, pupils per teacher, out-of-school children, R&D spend, researchers, tertiary gender parity), each with its year and World Bank series code, plus the number of research and education institutions in the country (OpenAlex, all with ROR ids). Compare up to 6 countries or rank all countries on one indicator. Facts only; no personal data. Routes: /rank (indicator, since, limit); /answer (country*); /compare (countries*); /coverage. Paid $0.05 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /rank, /answer, /compare, /coverage. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

### `world-power` (~239 tokens)

World Power: country electricity profile. One call returns a country's electricity in numbers: generation by fuel (TWh) and shares for 2025 (or 2024), change vs the previous year, fossil and low-carbon share, carbon intensity (gCO2e/kWh), demand, net imports, power-sector emissions, installed plant capacity by fuel and the five largest plants. 214 countries plus World and regions. Values as published by Ember, the Energy Institute and WRI; nothing estimated. Routes: /; /mix (country*, year); /answer (country*, year); /countries (limit, offset). Paid $0.5 USDC per call via x402 (_meta["x402/payment"]); set sample=true for a free 3-row preview.

Input parameters:

- `params` (object): Query parameters, e.g. {"q":"tokyo","limit":"50"}
- `route` (string, required): One of: /, /mix, /answer, /countries. Replace {placeholders} with a value, e.g. /search or /HND.
- `sample` (boolean): Free preview, max 3 rows

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/veniwol-li-lambd-lilambd-data/api#diagnostics

## Score history

- 2026-11-04: 58
- 2026-11-03: 58

## Common questions

### What is the Lilambd Data for Agents MCP server?

Lilambd Data for Agents is an MCP server listed in the public MCP registry as io.github.Veniwol-Li-Lambd/lilambd-data. 21 world data tools: airports, units, markets, security, travel meds, pet entry. x402 per call. This page covers its hosted endpoint (https://api.lilambd.com/mcp).

### Is the Lilambd Data for Agents MCP server safe to use?

Lilambd Data for Agents scores 58 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the Lilambd Data for Agents MCP server expose?

Lilambd Data for Agents exposes 43 tools: list_apis, agents, airports, biodiversity, calendars, and 38 more. Their descriptions and schemas cost roughly 11,260 tokens of context every time the server is loaded.

### Does the Lilambd Data for Agents MCP server require authentication?

No. We connected to Lilambd Data for Agents without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the Lilambd Data for Agents MCP server still maintained?

Lilambd Data for Agents is still listed as active in the MCP registry. We last reached this channel on 4 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://api.lilambd.com/mcp
- Website: https://api.lilambd.com/llms.txt
- Changelog RSS feed: https://verifymcp.io/servers/veniwol-li-lambd-lilambd-data/api.xml
- Changelog JSON feed: https://verifymcp.io/servers/veniwol-li-lambd-lilambd-data/api.json
- HTML version of this page: https://verifymcp.io/servers/veniwol-li-lambd-lilambd-data/api