Repository navigation
🎃 Generate llms.txt and llms-full.txt from the repo docs so AI agents can read them #1011
Description
Part of the October Challenge #997.
Why
AI assistants and coding agents increasingly look for an llms.txt file (the llmstxt.org proposal): a short Markdown index of a project's documentation with links, plus an optional llms-full.txt with the full text in one file. An agent asked "how do I add a SOAP connector to AnythingMCP?" can then read the right page instead of guessing. This repository has about 40 Markdown documents under docs/ (connectors, client integrations, deployment, operations, API reference, the tool definition format) but no llms.txt. The anythingmcp.com/llms.txt linked from README.md:268 belongs to the website and covers the site and its guides, not these docs. AGENTS.md tells coding agents how to work on the code; llms.txt is about using and operating the product.
Self-hosted vs Cloud
- Self-hosted: no runtime change. The two files live in the repository and are read from GitHub. They are not copied into the Docker image (the runner stage copies only build output and
start.sh,Dockerfile:127-146) and instances do not serve them. - Cloud (
DEPLOYMENT_MODE=cloud): no change. Do not put the files intopackages/frontend/public/:proxy.ts:42lets every path containing a dot through without sign-in, so they would be served by every self-hosted instance and by Cloud, which is not the goal. - Who can use it: anyone reading the public repository. Nothing is per user or per organization.
What to build
-
Generator
scripts/generate-llms-txt.mjs: plain Node, no new dependency, in the style ofscripts/adapter-count.mjsandscripts/regenerate-catalog.mjs. It writesllms.txtandllms-full.txtat the repository root. With--checkit exits 1 when the committed files differ from what it would write, likeadapter-count.mjs --check. -
llms.txtin the llmstxt.org format:# AnythingMCP, a one-paragraph>summary (reuse thedescriptionof the rootpackage.json), then##sections of- [Title](url): descriptionlines:- Getting started:
README.md,docs/deployment.md,docs/guides.md. - Connectors:
docs/connectors/*.md,docs/tool-definition.md. - AI clients:
docs/integrations/*.md. - Operations and security:
docs/operations/*.md,docs/sso.md,docs/scim-entra-setup.md,docs/license-faq.md. - Reference:
docs/api-reference.md,docs/mcp-resources.md,docs/knowledge-graph.md. - Contributing:
.github/CONTRIBUTING.md,AGENTS.md. ## Optional:docs/guides/*.md,docs/ROADMAP.md,docs/ADOPTERS.md.
Titles come from each file's first
#heading, descriptions from its first paragraph (first sentence, about 160 characters at most), with an override map in the script for files whose first paragraph is not a good summary. Links are absolute raw URLs onmain(https://raw.githubusercontent.com/HelpCode-ai/anythingmcp/main/<path>), which agents can fetch as plain Markdown. - Getting started:
-
llms-full.txt: the same files in the same order, each introduced by a separator heading with its path and source URL. Rewrite relative links ((connectors/rest.md),(../README.md#…)) to absolute GitHub URLs, and drop images and HTML-only blocks. ForREADME.md:1-35, keep the title and the summary sentence and drop the banner, the star-history<picture>and the badge rows.docs/is about 300 KB today, which is fine for one file. -
Deterministic output: sorted file lists, no timestamps, LF line endings, so
--checkis stable. -
CI: one step in the backend job of
.github/workflows/ci.yml, next to "Verify the quoted adapter count and license wording" (:57-58):node scripts/generate-llms-txt.mjs --check. Addscripts/generate-llms-txt.test.mjsto thenode --testline that already runsscripts/validate-adapters.test.mjs(:51-52). Changes under.github/get extra review, so keep the workflow diff to these lines. -
Pointers: next to the website line in
README.md:268, add one for the repository's ownllms.txt, and the same inREADME.de.md,README.ja.mdandREADME.zh-CN.md(:286). In.github/CONTRIBUTING.mdandAGENTS.md, add one line: after changing docs, runnode scripts/generate-llms-txt.mjsand commit the result.
Where to look
docs/anddocs/guides.md(the current human-written index).scripts/adapter-count.mjs:--checkpattern and repository-root resolution..github/workflows/ci.yml:48-75: existing generated-file checks.README.md:1-35(HTML header),:268(website llms.txt link).packages/frontend/src/proxy.ts:42: why the files must not go intopublic/.
Acceptance criteria
-
node scripts/generate-llms-txt.mjswrites both files; running it twice produces no diff. - Every link in
llms.txtpoints to a file that exists in the repository (checked by the test). -
llms-full.txtcontains no relative Markdown links and no<picture>or<img>HTML (checked by the test). -
--checkfails after a doc is edited and passes after regenerating (checked by the test). -
node --test scripts/generate-llms-txt.test.mjspasses and the CI step is green. - README lines and contributor notes added.
Out of scope
- The website's
anythingmcp.com/llms.txt, which is maintained with the website. content/guides/(website guides in several languages, synced byscripts/sync-guides-to-website.sh) and the translated READMEs.- Serving the files from the app, or exposing the docs as an MCP resource.
Size
M (1–2 days)
How to claim
Comment "I'd like to work on this" and we'll assign you. Rules in #997.
Activity
WT-Agent commentedon Oct 12, 2026
Strong agree that llms.txt here is about using/operating the product while AGENTS.md is about building it — keeping those audiences separate is the right call. A few specifics:
— from experience generating the same index for a large connector catalog (agentfriendly.network · agentuniver.com)
Coding-Professional commentedon Oct 13, 2026
I'd like to work on this.
helpcodeai commentedon Oct 14, 2026
@Coding-Professional happy to give you this one, but #1009 is still yours with part 2 (
tools calland--json) to go, and the challenge is one issue at a time. Part 1 (#1024) is merged now, thanks for that. If you'd rather do llms.txt next and leave part 2 for someone else, just tell me and I'll put #1009 back in the pool and assign this one to you.helpcodeai commentedon Oct 18, 2026
@Coding-Professional #1009 is done, so this one is yours if you still want it. Two pointers: generate both files from the docs in the repo with a script (no hand-written index), and add a CI check that fails when they're stale, the same way
adapter-count.mjs --checkworks for the counts. Per the challenge rules, a PR within 7 days, or tell me here if you need longer.fix(docs): preserve FAQ headings in generated text (HelpCode-ai#1011)
Coding-Professional commentedon Oct 22, 2026
Thanks for assigning this to me and for the pointers. I've opened #1199 with a script that generates both files from the repository docs, plus a CI freshness check that fails when the committed output is stale. The PR includes regression tests and updated contributor instructions, and is ready for review.
fix(docs): render HTML blocks and escape titles safely (HelpCode-ai#1011
fix(docs): preserve code examples during generation (HelpCode-ai#1011)
docs: refresh generated observability reference (HelpCode-ai#1011)
Merge upstream main for HelpCode-ai#1011
fix(docs): resolve llms generation review gaps (HelpCode-ai#1011)
Merge upstream main for HelpCode-ai#1011
fix(docs): reject symlinks in llms generation (HelpCode-ai#1011)
Merge upstream main for HelpCode-ai#1011
docs: refresh generated references after main sync (HelpCode-ai#1011)
feat(docs): generate llms.txt from repository documentation (#1199)