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generate_llms_txt

Exposed by 1316 servers, with 5 different definitions behind the one name.

The same name does not mean the same tool here.

1316 servers expose generate_llms_txt and we have recorded 5 distinct definitions of it. Compare the parameters below before assuming one is a drop-in for another.

io.github.pipeworx-io/data-howardcounty reachable

Howard County Open Data (opendata.howardcountymd.gov) Socrata MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-iledefrance reachable

Île-de-France Open Data (data.iledefrance.fr) — OpenDataSoft MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-issy reachable

Issy-les-Moulineaux Open Data (data.issy.com) — OpenDataSoft MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-kcmo reachable

DataKansasCityMO MCP — Kansas City, MO open data (data.kcmo.org, Socrata SODA API).

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-kingcounty reachable

King County Open Data (data.kingcounty.gov) Socrata MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-la reachable

DataLA MCP — Los Angeles open data (data.lacity.org, Socrata SODA API).

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/datalastic reachable

Datalastic MCP — live AIS vessel positions (datalastic.com)

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-lv reachable

Latvia Open Data (data.gov.lv) CKAN MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-maryland reachable

Maryland state open data via Socrata SoQL — government, health, transport, budget, environment.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-mesa reachable

Mesa Open Data (citydata.mesaaz.gov) Socrata MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-michigan reachable

Michigan Open Data (data.michigan.gov) Socrata MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-mo reachable

Missouri Open Data (data.mo.gov) Socrata MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-montgomery reachable

Montgomery County, MD open data (Socrata) — crime, 311, permits by name + SoQL.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-montreal reachable

DataMontreal MCP — City of Montreal open data (donnees.montreal.ca, CKAN API).

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/datamuse error

Datamuse MCP — word-finding engine (keyless).

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-26 repository
io.github.pipeworx-io/data-nantes reachable

Nantes Métropole Open Data (data.nantesmetropole.fr) — OpenDataSoft MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-nashville reachable

DataNashville MCP — Nashville open data (data.nashville.gov, ArcGIS REST API).

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-nj reachable

New Jersey Open Data (data.nj.gov) Socrata MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-nl reachable

Netherlands Open Data (data.overheid.nl/data) CKAN MCP.

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 read 2026-08-27 repository
io.github.pipeworx-io/data-nola reachable

DataNewOrleans MCP — New Orleans open data (data.nola.gov, Socrata SODA API).

Generate llms.txt

Generate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at site-root/llms.txt. Useful for: getting a client's site indexed by AI, drafting llms.txt for your own project, or auditing how an AI crawler would see a competitor.

ParameterTypeDescription
url* string Full URL of the site to summarize, e.g. "https://example.com" or a specific landing page.
max_links number Maximum number of link entries to include (default 25, max 50).

* 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 4c7a5f9590342515 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.