nodespace-core: Agent for Claude Code

.claude/agents/ai-ml-engineer.md

ai-ml-engineer is an agent for Claude Code from NodeSpaceAI/nodespace-core. It costs 0 tokens per session (789 once invoked), scanned A, original, no licence file.

An expert coding agent for artificial intelligence and machine learning, local language models, and Rust applications. Rust is a programming language focused on performance and memory safety.

In plain words
What is it for?
Use it for AI and machine-learning implementation advice, local language-model integration, or Rust-based AI application development.
Why use it?
It provides specialised guidance for projects that combine AI or machine learning with offline model use or Rust development.

Agent for Claude Code

Written for Claude Code: installed under .claude/. Also seen: model in frontmatter.

This is NodeSpaceAI/nodespace-core's own configuration. It tells Claude Code how to work on nodespace-core itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything nodespace-core configures →

Reuse

Borrowing it

Nothing to install: this file belongs to NodeSpaceAI/nodespace-core. 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/NodeSpaceAI/nodespace-core/main/.claude/agents/ai-ml-engineer.md
Clone the repo
git clone --depth 1 https://github.com/NodeSpaceAI/nodespace-core

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.

agentmods badge for ai-ml-engineer

README.md
[![agentmods](https://agentmods.dev/badge/agents/nodespaceai/nodespace-core/ai-ml-engineer/github.svg)](https://agentmods.dev/agents/nodespaceai/nodespace-core/ai-ml-engineer)
Your own site
<a href="https://agentmods.dev/agents/nodespaceai/nodespace-core/ai-ml-engineer"><img src="https://agentmods.dev/badge/agents/nodespaceai/nodespace-core/ai-ml-engineer/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.

agentmods 80×15 button for ai-ml-engineer

Your own site · 80×15
<a href="https://agentmods.dev/agents/nodespaceai/nodespace-core/ai-ml-engineer"><img src="https://agentmods.dev/badge/agents/nodespaceai/nodespace-core/ai-ml-engineer.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 789 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 unknown 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00000 $0.00789
Opus 5.5 $0.00000 $0.00316
Sonnet 5.5 $0.00000 $0.00158
Haiku 4.5 $0.00000 $0.00079

Measured 1mo ago against content hash f7eeace5bc6a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ai-ml-engineer 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 1mo 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.

.claude/agents/ai-ml-engineer.md · 47 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

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.

  1. 1mo ago First seen · 47 lines · 0 tokens per session scan A f7eeace5bc6a

Subscribe to this mod's changes

ai-ml-engineer is an agent published in the GitHub repository NodeSpaceAI/nodespace-core (8 stars, last pushed 2d ago), with no licence file. It costs nothing until one of its globs matches a file; then it loads 789 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 2026-08-31.

Related

Other agents, from other repositories

rust-expert

Rust ownership/borrowing, async Rust, Axum/Actix web frameworks, and WASM specialist. Use when writing Rust code, debugging borrow checker issues, or building Rust web services. Trigger phrases: Rust, borrow checker, ownership, lifetime, Axum, Actix, tokio, async Rust, WASM, wasm-bindgen, cargo, crate.

travisjneuman/.claude · 78 tokens

tauri-specialist

Expert consultant for Tauri framework development, Rust backend integration, lightweight desktop applications, and security-first architecture. Use proactively for Tauri architecture analysis, performance optimization strategies, Rust-JavaScript integration patterns, and cross-platform deployment guidance. Provides…

spacehendrix/clauder · 120 tokens

rvcsi-engineer

Knows the rvCSI runtime end to end — the normalized CsiFrame/CsiWindow/CsiEvent schema, the validateframe pipeline + quality scoring, the CsiSource plugin trait + AdapterProfile, the .rvcsi JSONL format, the napi-c shim contract, the napi-rs surface, and ADR-095/096. Use for: adding a CsiSource adapter, extending the…

ruvnet/rvcsi · 0 tokens

rust-cli-architect

Use this agent when you need to build complex Rust CLI applications, especially those involving ML/AI integration, system-level programming, or cross-platform development. Examples: Context: User wants to create a sophisticated command-line tool with multiple backends and safety features. user: 'I need to build a Rust…

wildcard/caro · 0 tokens

rust-build-resolver

Rust build, compilation, and dependency error resolution specialist. Fixes cargo build errors, borrow checker issues, and Cargo.toml problems with minimal changes. Use when Rust builds fail.

Fmarzochi/EGC · 41 tokens

playwright-test-generator

Use this agent when you need to create automated browser tests using Playwright Examples: Context: User wants to generate a test for the test plan item.

microsoft/playwright · 151 tokens