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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-norfolk reachable

Norfolk Open Data (data.norfolk.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-novascotia reachable

Nova Scotia Open Data (data.novascotia.ca) 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-oakland reachable

Oakland Open Data (data.oaklandca.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-orlando reachable

Orlando Open Data (data.cityoforlando.net) 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-pa reachable

Pennsylvania Open Data (data.pa.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-paris reachable

Paris Open Data (opendata.paris.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-piercecounty reachable

Pierce County Open Data (internal.open.piercecountywa.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-providence reachable

Providence Open Data (data.providenceri.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-rennes reachable

Rennes Métropole Open Data (data.rennesmetropole.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-reunion reachable

Réunion Open Data (data.regionreunion.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-santaclara reachable

Santa Clara County Open Data (data.sccgov.org) 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-seattle reachable

DataSeattle MCP — Seattle open data (data.seattle.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
io.github.pipeworx-io/data-sf reachable

DataSF MCP — San Francisco open data (data.sfgov.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-sncf reachable

SNCF Open Data (ressources.data.sncf.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-sonoma reachable

Sonoma County Open Data (data.sonomacounty.ca.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-texas reachable

Texas state open data via Socrata SoQL — agencies, health, licensing, transport, finance.

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-toronto reachable

DataToronto MCP — City of Toronto open data (open.toronto.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/data-toulouse reachable

Toulouse Métropole Open Data (data.toulouse-metropole.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-tours reachable

Tours Métropole Open Data (data.tours-metropole.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-ua reachable

Ukraine Open Data (data.gov.ua) 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
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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.