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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/arcgis-harrisburg reachable

City of Harrisburg GIS — Harrisburg, Pennsylvania open geospatial data (ArcGIS).

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/arcgis-henderson reachable

City of Henderson GIS — Henderson, Nevada open geospatial data (ArcGIS).

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/arcgis-honolulu reachable

Honolulu GIS — Honolulu, Hawaii open geospatial data (ArcGIS).

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/arcgis-houston reachable

City of Houston GIS — Houston, Texas open geospatial data (ArcGIS).

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/arcgis-hub reachable

ArcGIS Hub — open government geospatial data (search + Feature Service query).

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/arcgis-indianriver reachable

Indian River County GIS — Indian River County, Florida open geospatial data (ArcGIS).

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/arcgis-irvine reachable

City of Irvine GIS — Irvine, California open geospatial data (ArcGIS).

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/arcgis-johnsoncity reachable

City of Johnson City GIS — Johnson City, Tennessee open geospatial data (ArcGIS).

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/arcgis-kamloops reachable

City of Kamloops GIS — Kamloops, BC (Canada) open geospatial data (ArcGIS).

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/arcgis-kansas reachable

Kansas State GIS — Kansas open geospatial data (ArcGIS).

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/arcgis-kingston reachable

City of Kingston GIS — Kingston, Ontario (Canada) open geospatial data (ArcGIS).

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/arcgis-kinston reachable

City of Kinston GIS — Kinston, North Carolina open geospatial data (ArcGIS).

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/arcgis-lacounty reachable

Los Angeles County GIS — LA County, California open geospatial data (ArcGIS).

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/arcgis-lakecountyil reachable

Lake County GIS — Lake County, Illinois open geospatial data (ArcGIS).

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/arcgis-lakeland reachable

City of Lakeland GIS — Lakeland, Florida open geospatial data (ArcGIS).

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/arcgis-lancaster reachable

Lancaster County GIS — Lancaster County, Pennsylvania open geospatial data (ArcGIS).

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/arcgis-leecounty reachable

Lee County GIS — Lee County, Florida open geospatial data (ArcGIS).

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/arcgis-lincolncountync reachable

Lincoln County GIS — Lincoln County, North Carolina open geospatial data (ArcGIS).

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/arcgis-lincolnne reachable

Lincoln & Lancaster County GIS — Lincoln, Nebraska open geospatial data (ArcGIS).

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/arcgis-linncounty reachable

Linn County GIS — Linn County, Iowa open geospatial data (ArcGIS).

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.