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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/fda error

FDA MCP — US Food and Drug Administration public API (free, no auth)

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,621 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 883a9495d827a0e3 read 2026-08-26 repository
io.github.pipeworx-io/fda-devices reachable

FDA medical-device regulatory intelligence from keyless openFDA datasets.

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/fda-drug-competition reachable

Orange Book competitive intelligence from FDA's monthly official data ZIP.

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/fda-regulations reachable

FDA Regulations MCP — US Food & Drug Administration regulations (21 CFR).

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/fdic reachable

FDIC MCP — FDIC BankFind Suite 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/federal-register reachable

Federal Register MCP — US Federal Register 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/feeds error

Live Feeds (RSS/Atom) MCP.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,621 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 883a9495d827a0e3 read 2026-08-26 repository
io.github.pipeworx-io/feodotracker reachable

abuse.ch Feodo Tracker botnet C&C IP blocklist

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/figma reachable

Figma MCP Pack

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/figshare reachable

Figshare research outputs (datasets, papers, posters)

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/finance-feeds reachable

Finance Feeds 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/findymail reachable

Findymail MCP — B2B email finder & reverse-email lookup (findymail.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/finnhub reachable

Finnhub MCP — wraps Finnhub Stock API (finnhub.io)

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/finra error

FINRA Reg SHO daily short-sale volume.

Ask Pipeworx Beta

Beta version of ask_pipeworx: identical universal router (same 5,211 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 472c60ebfa84f8a2 read 2026-07-29 repository
io.github.pipeworx-io/firecrawl reachable

Firecrawl MCP — wraps the Firecrawl API (firecrawl.dev) for web

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/flickr-public reachable

Flickr keyless public photo feeds (recent, by tag, by user, by group)

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/flights reachable

Flights MCP — wraps OpenSky Network API (free, 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/flood reachable

Flood MCP — wraps Open-Meteo Flood 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/fmcsa reachable

US motor-carrier registry: DOT/MC/name lookup, operating authority, safety — keyless

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/fmi reachable

Finnish Meteorological Institute open data (forecast, observations, warnings)

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.