llms-full.txt llms.txt fileB

llms-full.txt from ken-jo/agent-connector is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add ken-jo/agent-connector/llms-full.txt@git:20260911.d7299cc

Pins git:20260911.d7299cc in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 13 of 14 checks passed
Kind
llms.txt file
Repository
ken-jo/agent-connector
Path
llms-full.txt
Versions recorded
12
Latest version
git:20260911.d7299cc, committed Sep 11, 2026
First version recorded
Sep 2, 2026
Size
135,597 bytes
Repository stars
8
License
Apache-2.0

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# agent-connector — Full LLM Reference

> agent-connector serves TWO audiences. **(A) MCP developers** write their MCP server +
> hooks (and slash commands / Agent Skills / subagents / memory / status line) ONCE with `defineConnector({...})`;
> the CLI detects every installed AI-agent host, renders the right config in each one's
> native dialect, installs/syncs/uninstalls them, and gives you default, platform-
> independent, local-first per-tool token telemetry for YOUR OWN wrapped server.
> **(B) Agent-host end users** who have NOT authored a connector run one connector-free
> command — `agent-connector usage` — to read each agent host's own session logs read-only
> and see per-host / per-model / per-session token totals. The one accuracy-critical line:
> *if you BUILD an MCP integration, agent-connector deploys it everywhere and measures your
> own server's per-tool tokens; if you just USE agent hosts, agent-connector reads their logs
> to show you per-host / per-model token totals* (whole-conversation, never per-MCP/per-tool).
> See §0 Audiences. The host-usage layer plus three non-summed leaderboards are detailed below.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ken-jo/agent-connector/llms-full.txt@sha256:735c0ea1c73ee724

The line at the top of this page pins the label git:20260911.d7299cc, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_5r6kd7hgenzhsjfu.svg)](https://markdownregistry.com/a/art_5r6kd7hgenzhsjfu)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 12 versions of this file, between Sep 2, 2026 and Sep 11, 2026, more than one a day. Its first recorded version is graded A and its latest B.

versioncommittedcommitsizeaudit
git:20260911.d7299cc latest2026-09-11 d7299cc 135,597 BB view · diff
git:20260910.539eba12026-09-10 539eba1 135,400 BB view · diff
git:20260910.d0f1fe92026-09-10 d0f1fe9 127,787 BB view · diff
git:20260910.e971a1b2026-09-10 e971a1b 127,495 BB view · diff
git:20260910.58e38f42026-09-10 58e38f4 111,092 BA view · diff
git:20260907.c2cc33b2026-09-07 c2cc33b 103,811 BA view · diff
git:20260906.c4ea7ea2026-09-06 c4ea7ea 102,665 BA view · diff
git:20260903.45c77132026-09-03 45c7713 102,701 BA view · diff
git:20260903.80b2af02026-09-03 80b2af0 102,742 BA view · diff
git:20260902.ad9095b2026-09-02 ad9095b 102,640 BA view · diff
git:20260902.a6a80ae2026-09-02 a6a80ae 102,723 BA view · diff
git:20260902.25c44ce2026-09-02 25c44ce 101,995 BA view

Audit of the latest version

B  13 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No link to a raw IP address (matched: http://127.0.0.1)
  • pass: Size between 200 bytes and 200 KB (135597 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No script tag

Starting a new one? Use a template for llms.txt on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

ken-jo/agent-connector · 8 stars · license Apache-2.0 · pushed 2026-09-11 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5r6kd7hgenzhsjfu
GET https://markdownregistry.com/api/v1/resolve?ref=ken-jo/agent-connector/llms-full.txt
GET https://markdownregistry.com/api/v1/blob/735c0ea1c73ee72483d08530babedacf8796dbc0abcf8800aa68056457fcb753

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: how to add an llms.txt file to a website · which agent file does what.

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