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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/grantconnect-au reachable

GrantConnect (Australia) MCP — Commonwealth grant opportunities and grants

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/grants-gov reachable

Grants.gov MCP — open federal grant opportunities (free, no auth)

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/greenhouse reachable

Greenhouse MCP Pack — wraps the Greenhouse Harvest API v1

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/greynoise reachable

GreyNoise Community MCP — internet scanner classification (free tier with key)

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/gsa-auctions reachable

GSA Auctions API MCP — US federal government surplus auctions (keyed).

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/gsa-perdiem error

GSA Per Diem MCP — wraps the GSA Per Diem API v2 (api.gsa.gov)

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/gtex reachable

GTEx — Genotype-Tissue Expression human gene-expression atlas

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/gtin reachable

Barcode / GTIN validation MCP (EAN-13, UPC-A, EAN-8, GTIN-14).

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/guidetopharmacology reachable

IUPHAR/BPS Guide to PHARMACOLOGY (GtoPdb) MCP — 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 2026-08-27 repository
io.github.pipeworx-io/guild-wars-2 reachable

Guild Wars 2 keyless public endpoints (worlds, items, achievements, build, commerce).

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/gunbroker reachable

GunBroker MCP Pack — wraps the GunBroker firearms-marketplace 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/gutendex reachable

Gutendex MCP — wraps Gutendex API for Project Gutenberg books (free, no auth)

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/gwas-catalog reachable

GWAS Catalog (EBI/NHGRI) MCP — curated catalog of genome-wide association studies.

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/h1b reachable

US H-1B visa sponsorship, LCA wages & top sponsors by role — recruiting/talent data

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/hackernews reachable

Hacker News MCP — search and retrieve stories from Hacker News

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/hackertarget reachable

HackerTarget 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/hagstofa-is reachable

Statistics Iceland (Hagstofa Íslands) PxWeb MCP. 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 2026-08-27 repository
io.github.pipeworx-io/hagstova-fo reachable

Statistics Faroe Islands (Hagstova Føroya) PxWeb 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/hal-fr reachable

HAL — French national open research archive

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/harrypotter reachable

Harry Potter API MCP (hp-api.onrender.com) — 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 2026-08-27 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.