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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-delaware reachable

Delaware Open Data (data.delaware.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-denver reachable

DataDenver MCP — Denver open data (opendata-geospatialdenver.hub.arcgis.com, 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-detroit reachable

DataDetroit MCP — Detroit open data (data.detroitmi.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-economie-fr reachable

France Economy & Finance Open Data (data.economie.gouv.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-edmonton reachable

DataEdmonton MCP — Edmonton open data (data.edmonton.ca, 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-energystar reachable

ENERGY STAR Open Data (data.energystar.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-europa reachable

data.europa.eu — official EU open-data hub (~1.6M datasets)

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-fcc reachable

FCC Open Data (opendata.fcc.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-fortworth reachable

Fort Worth Open Data (data.fortworthtexas.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-fulton reachable

Fulton County Open Data (sharefulton.fultoncountyga.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/datagouv-fr reachable

France data.gouv.fr open-data catalogue

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/datagov reachable

Data.gov MCP — wraps Data.gov CKAN API (catalog.data.gov/api/3)

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/datagov-au reachable

Australia data.gov.au open-data catalogue (CKAN)

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/datagov-ie reachable

data.gov.ie MCP — Ireland's national open-data portal (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/datagov-il reachable

data.gov.il MCP — Israel national open-data portal (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-gov-in reachable

India Open Government Data (OGD) Platform MCP — data.gov.in

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-gov-sg reachable

data.gov.sg MCP — Singapore open data + real-time environment/transport feeds

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-govt-nz reachable

data.govt.nz 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/datagov-uk reachable

data.gov.uk MCP — UK national open-data portal (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-gr reachable

Greece Open Data (data.gov.gr) 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.