neuralmind SKILL.md skillB

neuralmind from dfrostar/neuralmind is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

mdr add dfrostar/neuralmind/neuralmind@v4.23.3 # x-release-please-version

Pins v4.23.3 # x-release-please-version in mdr.lock. Pin the fingerprint instead.

Audit grade

B, 16 of 17 checks passed

Kind

SKILL.md skill

Repository

dfrostar/neuralmind

Path

skills/neuralmind/SKILL.md

Versions recorded

47

Latest version

v4.23.3 # x-release-please-version, committed Oct 30, 2026

First version recorded

Aug 28, 2026

Size

12,563 bytes

Repository stars

39

License

a license file GitHub does not identify

Answer questions about a code repository from a few hundred tokens of ranked context instead of loading whole source files. Use whenever the user asks how something works, where something is defined, who calls what, or to explore an unfamiliar file. Provides progressive context disclosure (L0 identity → L1 architecture → L2 relevant clusters → L3 semantic search) and a learned synapse graph for usage-based recall. Also supports unified content+code search for book-like projects.

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

You have access to a neural index of the current project. Prefer it over
reading source files directly whenever you need to **locate**, **explain**,
or **navigate** code. The index returns compact, structured context that is
51–242× smaller than pasting every source file on the public benchmark
(v4.12.0; your repo's ratio comes from `neuralmind benchmark .`).

The index is **not** a code rewriter or executor. It retrieves; you reason.
Treat it like a librarian: ask narrow questions, escalate only on a miss.

## Prerequisite check

Before the first call in a session, confirm the index exists:

```
neuralmind_stats(project_path=".")
```

If `built: false`, the project hasn't been indexed yet. Tell the user to run:

```
pip install neuralmind   # if missing
neuralmind build .
```

…and stop. Do not fabricate answers when the index is missing. (Projects
using the optional graphify backend refresh its richer graph first:
`graphify update . && neuralmind build .`)

## Decision tree — which tool to call

```
New session / first question about this repo?
  └─► neuralmind_wakeup            ~400–600 tokens (L0 + L1)

Specific code question?
…

Read the whole file at its exact version.

How to install

mdr add dfrostar/neuralmind/neuralmind@sha256:fa1f1a7826481b8b

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

Versions

The registry has recorded 47 versions of this file, between Aug 28, 2026 and Oct 30, 2026, about one every day. Its first recorded version is graded A and its latest B.

Audit of the latest version

Source

API

GET https://markdownregistry.com/api/v1/artifacts/art_ohpyenrxlwbrvfqw
GET https://markdownregistry.com/api/v1/resolve?ref=dfrostar/neuralmind/neuralmind
GET https://markdownregistry.com/api/v1/blob/fa1f1a7826481b8b8d5a3a0dbc29384de530511eb471c9395f456327927051f8

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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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