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ask_pipeworx_beta

Exposed by 1312 servers, with 3 different definitions behind the one name.

The same name does not mean the same tool here.

1312 servers expose ask_pipeworx_beta and we have recorded 3 distinct definitions of it. Compare the parameters below before assuming one is a drop-in for another.

io.github.pipeworx-io/macvendors reachable

macvendors.com MCP — MAC address (OUI) → hardware manufacturer lookup.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/madrid-events reachable

Madrid Events MCP.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/magic-8-ball reachable

magic-8-ball MCP — wraps StupidAPIs (requires X-API-Key)

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/mailchimp reachable

Mailchimp MCP Pack — manage audiences, campaigns, and members via Mailchimp Marketing API.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/makstat-mk reachable

MakStat — State Statistical Office of North Macedonia, PxWeb MCP.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/malwarebazaar reachable

MalwareBazaar MCP — abuse.ch malware sample database (free, key required)

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/manifold reachable

Manifold Markets MCP.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/mapbox reachable

Mapbox geocode, directions, matrix, isochrones, map-matching, tilequery, static URL.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/maptiler reachable

MapTiler MCP.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/marine reachable

Marine MCP — wraps marine-api.open-meteo.com (free, no auth)

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/markdown reachable

Markdown utilities MCP.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/market-recap reachable

Market Recap MCP — a one-call 'what happened in markets' snapshot.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/market-spread reachable

market-spread MCP — cross-venue prediction-market landscape scanner.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/mast-nasa reachable

MAST (Mikulski Archive for Space Telescopes) — Hubble/JWST/Kepler/TESS

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/mastodon reachable

Mastodon MCP — public Mastodon data via mastodon.social (no auth required)

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/materials reachable

Materials MCP — computed (DFT) materials structures & thermodynamic properties.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/mathjs reachable

Math.js MCP — wraps the mathjs.org API (free, no auth)

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/maven-central reachable

Maven Central MCP — Java/JVM artifact registry

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/mbta reachable

MBTA MCP — Boston real-time transit via the MBTA v3 API (api-v3.mbta.com)

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
io.github.pipeworx-io/md-dmv reachable

Maryland MVA: registered vehicles and EV/plug-in hybrid counts by county and ZIP, monthly

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,635 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

ParameterTypeDescription
q string Alias for question.
text string Alias for question.
input string Alias for question.
query string Alias for question.
prompt string Alias for question.
question* string Your question or request in natural language. Accepts query, q, prompt, text, input as aliases.

* required

Author's annotations: readOnlyHint=True, openWorldHint=True, idempotentHint=True, destructiveHint=False. These are claims by whoever wrote the server, not something we verified.

no output schema sha256 50e4c1a3991fffa2 read 2026-08-27 repository
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Every field above is reproduced as the server published it at the time shown. The description and the annotations are claims by the server's author. Toolpin does not call tools, so we cannot tell you whether a tool does what it says.

What we can tell you is whether the claim changed. The hash covers the fields the MCP specification defines, so a vendor build stamp does not move it but a rewritten description does. See how we monitor, or this server's change history.