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breed

breed is a skill for Claude Code from FutureSpeakAI/asimovs-mind. It costs 25 tokens per session (227 once invoked), scanned A, original, no licence file.

A tool for creating and improving a local Ollama model for a specific task. Ollama is software for running AI models on your own computer.

In plain words
What is it for?
Use it to create, benchmark, and iteratively improve a specialized local model.
Why use it?
It provides a process for adapting a local model and checking how well it performs for the chosen task.

Skill for Claude Code

Written for Claude Code: user-invocable in frontmatter.

not rated 6repo 26d ago A scan 25 tokens custom licence

Good fit Use it to create, benchmark, and iteratively improve a specialized local model.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/futurespeakai/asimovs-mind/breed
View source ↗ FutureSpeakAI/asimovs-mind
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add FutureSpeakAI/asimovs-mind --skill breed
Clone the repo
git clone --depth 1 https://github.com/FutureSpeakAI/asimovs-mind

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 breed

README.md
[![agentmods](https://agentmods.dev/badge/skills/futurespeakai/asimovs-mind/breed/github.svg)](https://agentmods.dev/skills/futurespeakai/asimovs-mind/breed)
Your own site
<a href="https://agentmods.dev/skills/futurespeakai/asimovs-mind/breed"><img src="https://agentmods.dev/badge/skills/futurespeakai/asimovs-mind/breed/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 breed

Your own site · 80×15
<a href="https://agentmods.dev/skills/futurespeakai/asimovs-mind/breed"><img src="https://agentmods.dev/badge/skills/futurespeakai/asimovs-mind/breed.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 25 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 227 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 $0.00025 $0.00227
Opus 5.5 $0.00010 $0.00091
Sonnet 5.5 $0.00005 $0.00045
Haiku 4.5 $0.00003 $0.00023

Measured 2mo ago against content hash ff836cac2337, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

breed scanned grade A with 1 finding 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

2. Verify Ollama is running: `curl -s http://localhost:11434/api/tags`
skills/breed/SKILL.md · 28 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. 2mo ago First seen · 28 lines · 25 tokens per session scan A ff836cac2337

Subscribe to this mod's changes

breed is a skill published in the GitHub repository FutureSpeakAI/asimovs-mind (6 stars, last pushed 26d ago), with no licence file. It adds 25 tokens to every session and 227 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Building agentsData and AI
Related

breed compared with skills from other repositories

breed next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
breedFutureSpeakAI/asimovs-mindSkill626d agononeA25Claude Code
agent-platform-model-registrygoogle/skillsSkill22kyesterdayApache-2.0A60Claude Code, Codex
foundry-config-setupmicrosoft/agent-frameworkSkill15kyesterdayMITA65Claude Code, Codex
google-cloud-solution-agentic-analytics-spark-knowledge-cataloggoogle/skillsSkill22kyesterdayApache-2.0A132Claude Code, Codex
training-checkwanshuiyin/Auto-claude-code-research-in-sleepSkill19k3d agoMITA35Claude Code
nemo-automodel-launcher-configNVIDIA/skillsSkill3.9kyesterdayApache-2.0A30Claude Code
finetuningmicrosoft/skillsSkill3.2kyesterdayMITA132Claude Code