MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Code & DevOps

io.github.DataLeadsPRO/airbnb-data

By DataLeadsPRO Verified namespace

Airbnb search, listing details, and calendar availability as clean structured data.

Source codeSearch & web dataProductivity & docs
Connect to io.github.DataLeadsPRO/airbnb-data
Checks passed
11 / 22

3 failed · 8 not measured

Median response
113 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
3

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
130
Publisher identityCan the publisher be traced to its source?
402

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 113 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name Airbnb Data API.

  • Pass
    Lists tools

    tools/list returned 3 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 113 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 113 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Fail
    Tools described

    3 tools have a description shorter than 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Fail
    Parameters documented

    0 of 8 parameters have a description (0%). The bar is 80%.

  • Fail
    Safety hints

    3 tools set neither readOnlyHint nor destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Not measured
    Website matches publisher

    This namespace is not a reverse domain, so the website comparison does not apply.

  • Pass
    Source repo linked

    A repository URL is on file.

  • Pass
    Repo owner matches

    The GitHub repository owner matches the namespace login.

  • Pass
    Recently updated

    Updated 2026-09-17T16:32:29.415207Z, within 180 days.

  • Not measured
    Open-source licence

    The GitHub licence lookup has not returned an OSI result yet.

Start using io.github.DataLeadsPRO/airbnb-data

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http io-github-dataleadspro-airbnb-data https://data.dataleads.pro/mcp/airbnb-data

Capabilities

Tools 3

airbnb_calendar

V1 Airbnb Calendar

Discovered
airbnb_details

V1 Airbnb Details

Discovered
airbnb_search

V1 Airbnb Search

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected113 ms3

Related servers

All alternatives

Same function and industry, ranked by checks passed then median latency.

  • Responded15 / 22 checks passed
    Fair Fare

    GoodTurnStudioVerified

    What a taxi, Uber or Lyft should cost, airport pickup rules, and overcharge checks.

    TravelCode & DevOps

    • Passed: Handshake
    • Passed: Tools listed
    • Passed: Updated recently

    Median latency 65 ms · Last checked

  • Responded15 / 22 checks passed
    Partelisto

    TargetGrpsVerified

    Guest check-in, SES.HOSPEDAJES status, and booking creation for Spanish vacation rentals. No PII.

    TravelCode & DevOps

    • Passed: Handshake
    • Passed: Tools listed
    • Passed: Updated recently

    Median latency 85 ms · Last checked

  • Responded15 / 22 checks passed
    LiveVariant

    livevariantVerified

    Build, inspect and read adaptive A/B tests. Config travels in the URL; no account or API key needed.

    TravelCode & DevOps

    • Passed: Handshake
    • Passed: Tools listed
    • Passed: Updated recently

    Median latency 108 ms · Last checked

  • Responded15 / 22 checks passed
    VeryChic Hotel Deals

    jordanteteVerified

    Unofficial read-only MCP server for VeryChic hotel offers

    TravelCode & DevOps

    • Passed: Handshake
    • Passed: Tools listed
    • Passed: Updated recently

    Median latency 151 ms · Last checked

Explore alternatives to io.github.DataLeadsPRO/airbnb-data