What is neural-patterns?

A training system that learns patterns from completed coding tasks, including file edits, searches, task breakdowns and agent coordination.

Use it to train coordination patterns manually or monitor how learned patterns change over time.

It uses past operations to improve future task predictions and coordination.

How ruvnet/ruv-FANN configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to ruvnet/ruv-FANN. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/ruvnet/ruv-FANN/main/.claude/commands/training/neural-patterns.md

Clone the repo

git clone --depth 1 https://github.com/ruvnet/ruv-FANN

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/commands/ruvnet/ruv-fann/neural-patterns/github.svg)](https://agentmods.dev/commands/ruvnet/ruv-fann/neural-patterns)

Your own site

<a href="https://agentmods.dev/commands/ruvnet/ruv-fann/neural-patterns"><img src="https://agentmods.dev/badge/commands/ruvnet/ruv-fann/neural-patterns/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/commands/ruvnet/ruv-fann/neural-patterns"><img src="https://agentmods.dev/badge/commands/ruvnet/ruv-fann/neural-patterns.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 278 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00000	$0.00278
Opus 5.5	$0.00000	$0.00111
Sonnet 5.5	$0.00000	$0.00056
Haiku 4.5	$0.00000	$0.00028

Measured 2mo ago against content hash c6ec7a969569, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

neural-patterns scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

5 near-identical copies found in the catalogue:

neural-patterns — 92% identical, 31 lines differ
neural-patterns — 92% identical, 31 lines differ
neural-patterns — 92% identical, 31 lines differ
neural-patterns — 92% identical, 41 lines differ
neural-patterns — 92% identical, 31 lines differ

.claude/commands/training/neural-patterns.md · 49 lines

What it actually says

Neural Pattern Training

Purpose

Continuously improve coordination through neural network learning.

How Training Works

1. Automatic Learning

Every successful operation trains the neural networks:

Edit patterns for different file types
Search strategies that find results faster
Task decomposition approaches
Agent coordination patterns

2. Manual Training

Tool: mcp__ruv-swarm__neural_train
Parameters: {"iterations": 20}

3. Pattern Types

Cognitive Patterns:

Convergent: Focused problem-solving
Divergent: Creative exploration
Lateral: Alternative approaches
Systems: Holistic thinking
Critical: Analytical evaluation
Abstract: High-level design

4. Improvement Tracking

Tool: mcp__ruv-swarm__neural_status
Result: {
  "patterns": {
    "convergent": 0.92,
    "divergent": 0.87,
    "lateral": 0.85
  },
  "improvement": "5.3% since last session",
  "confidence": 0.89
}

Benefits

🧠 Learns your coding style
📈 Improves with each use
🎯 Better task predictions
⚡ Faster coordination

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 49 lines · 0 tokens per session scan A c6ec7a969569

Subscribe to this mod's changes

neural-patterns is a command published in the GitHub repository ruvnet/ruv-FANN (387 stars, last pushed today), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 278 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Building agents

neural-patterns next to 6 commands from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
neural-patternsruvnet/ruv-FANN	Command	387	today	MIT	A	0	Claude Code
checklistgithub/spec-kit	Command	148k	today	MIT	A	13	Claude Code
clarifygithub/spec-kit	Command	148k	today	MIT	A	27	Claude Code
specifygithub/spec-kit	Command	148k	today	MIT	A	13	Claude Code
analyzegithub/spec-kit	Command	148k	today	MIT	A	26	Claude Code
convergegithub/spec-kit	Command	148k	today	MIT	A	35	Claude Code
implementgithub/spec-kit	Command	148k	today	MIT	A	14	Claude Code

ruv-FANN: Command for Claude Code