llms.txt@docsA

llms.txt@docs from dfrostar/neuralmind is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add dfrostar/neuralmind/docs/llms.txt@git:20261027.486b597

Pins git:20261027.486b597 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
dfrostar/neuralmind
Path
docs/llms.txt
Versions recorded
21
Latest version
git:20261027.486b597, committed Oct 27, 2026
First version recorded
Aug 5, 2026
Size
13,671 bytes
Repository stars
39
License
a license file GitHub does not identify

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

# NeuralMind

> Persistent, local-first codebase memory for AI coding agents. NeuralMind indexes a repository into a code graph, learns which files go together from how you actually work (a Hebbian synapse layer), and serves compact, ranked context to Claude Code, Codex, Cursor, Cline, Continue and any MCP client — so the agent starts each session already knowing where things are. On a reproducible public benchmark it finds the gold file on 40 of 40 queries, against 32 of 40 for keyword ripgrep (query keywords, top five matching files opened whole), at 31–67× fewer tokens than that ripgrep baseline, and 51–242× fewer than pasting every source file; on a larger 150-question eval it puts a gold file in the top five for 93.3% of questions and misses 10, published. MIT core, every feature free at 1 seat, `pip install neuralmind`.

Key facts, each backed by a runnable eval with its data committed:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add dfrostar/neuralmind/docs/llms.txt@sha256:c27d96a727ef7f16

The line at the top of this page pins the label git:20261027.486b597, 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_dk3y6objl4f3envi.svg)](https://markdownregistry.com/a/art_dk3y6objl4f3envi)

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

Versions

The registry has recorded 21 versions of this file, between Aug 5, 2026 and Oct 27, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20261027.486b597 latest2026-10-27 486b597 13,671 BA view · diff
git:20261025.8b4e61f2026-10-25 8b4e61f 13,449 BA view · diff
git:20261024.c04ca802026-10-24 c04ca80 13,437 BA view · diff
git:20261022.38379742026-10-22 3837974 13,262 BA view · diff
git:20261022.3ca8a5b2026-10-22 3ca8a5b 12,056 BA view · diff
git:20261021.61916d32026-10-21 61916d3 11,441 BA view · diff
git:20261021.c3155c92026-10-21 c3155c9 11,008 BA view · diff
git:20261009.3ab7ab22026-10-09 3ab7ab2 9,731 BA view · diff
git:20261008.b9bc4402026-10-08 b9bc440 9,472 BA view · diff
git:20261007.113adf72026-10-07 113adf7 9,472 BA view · diff
git:20261006.347c9632026-10-06 347c963 9,347 BA view · diff
git:20261005.169460f2026-10-05 169460f 9,243 BA view · diff
git:20261004.36a55fa2026-10-04 36a55fa 9,142 BA view · diff
git:20261004.516a5f42026-10-04 516a5f4 8,272 BA view · diff
git:20261004.bcad5b92026-10-04 bcad5b9 8,189 BA view · diff
git:20260928.f69202c2026-09-28 f69202c 7,707 BA view · diff
git:20260831.49cb6222026-08-31 49cb622 5,128 BA view · diff
git:20260831.4397e102026-08-31 4397e10 5,135 BA view · diff
git:20260820.85b26062026-08-20 85b2606 4,999 BA view · diff
git:20260811.74884742026-08-11 7488474 4,660 BA view · diff
git:20260805.61f90112026-08-05 61f9011 4,320 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (13671 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 link to a raw IP address
  • pass: No script tag

Source

GitHub

dfrostar/neuralmind · 39 stars · license a license file GitHub does not identify · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_dk3y6objl4f3envi
GET https://markdownregistry.com/api/v1/resolve?ref=dfrostar/neuralmind/docs/llms.txt
GET https://markdownregistry.com/api/v1/blob/c27d96a727ef7f163ebe059040b4f32bc9ee7f8b5a057370f3a028cf951a2594

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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