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Evidence for your next connection.

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

Read-only probes

MCP server · Data access / search

AppBoard.pro product discovery

Search community-ranked software products: trending launches, details, and alternatives to a tool.

Checks passed
12 / 22

2 failed · 8 not measured

Median response
190 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
7

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?
310
Publisher identityCan the publisher be traced to its source?
312

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 190 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name appboard.

  • Pass
    Lists tools

    tools/list returned 7 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 190 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 190 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

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    14 of 14 parameters have a description (100%). The bar is 80%.

  • Fail
    Safety hints

    7 tools set neither readOnlyHint nor destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-09-07T20:22:31.425286Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using AppBoard.pro product discovery

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 appboard-pro-product-discovery https://api.appboard.pro/api/mcp

Capabilities

Tools 7

appboard_alternatives_to

Find products offered as alternatives to a tool the user ALREADY USES — "what can I use instead of Notion / Product Hunt / Zapier". Pass the tool's target slug. This differs from appboard_find_alternatives, which starts from a product listed on AppBoard; use this one when the user names the tool they want to replace. Call appboard_list_alternative_targets when unsure which slug a tool has.

Discovered
appboard_browse_taxonomy

List the controlled vocabulary for a dimension — categories, use cases, platforms, audiences or pricing models. Call this to discover the exact filter values appboard_find_products accepts, and to answer "what categories exist". Each term carries the appboardUrl of its browse page.

Discovered
appboard_find_alternatives

Find alternatives and competitors to a specific product. Use this for "what's a good alternative to X" or "what else is like X". Alternatives that are themselves on AppBoard include a slug you can pass to appboard_product_details and an appboardUrl. When the tool being replaced has an AppBoard collection, alternativesPage is the URL of that "alternatives to X" page — share it with the user.

Discovered
appboard_find_products

Search AppBoard for software products by need, category, use case, platform, audience or pricing model. Use this whenever the user asks what tool to use for a job ("a free email API", "note-taking apps for teams"). Results are ranked by real community engagement, not by advertising. Filter values are the names returned by appboard_browse_taxonomy — an unknown name is an error, so list the vocabulary first if you are unsure. Each product carries an appboardUrl, and each of its categories, use cases and platforms carries the appboardUrl of its browse page.

Discovered
appboard_list_alternative_targets

List the tools AppBoard has alternatives for, most-covered first, with the slug to pass to appboard_alternatives_to. Use it to resolve a tool name to a slug, or to answer "what tools do you cover alternatives for".

Discovered
appboard_product_details

Get everything AppBoard knows about one product: what it does, its pricing model, platforms, use cases, target audiences, community metrics, any discount code, and its alternatives. Use after appboard_find_products when the user asks about a specific product. Taxonomy terms link to their browse pages; an alternative that has its own AppBoard collection carries alternativesPage — the URL to open for it.

Discovered
appboard_trending

List the products gaining the most community momentum in a time window. Use this for "what's new/hot/trending" questions. Ranked by AppBoard's Points-Based Score, which weights recent upvotes, comments, follows and saves by recency.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected190 ms7