reskill

reskill is a skill for Claude Code, Codex from microsoft/Generative-AI-for-beginners-dotnet. It costs 12 tokens per session (795 once invoked), scanned A, a copy of reskill, MIT.

A team maintenance process that reviews agents’ instructions and past work, then extracts repeated knowledge into reusable skills. It also shortens duplicated instructions in agent charters.

In plain words
What is it for?
Use it to audit multiple agents, identify repeated procedures or lessons, create or update shared skill files, and trim oversized charters.
Why use it?
It reduces repeated context that agents must read and keeps shared guidance in one place.

Skill for Claude CodeCodex

About the project

Generative AI for Beginners .NET is a hands-on course that teaches .NET developers to build applications using generative AI models and related tools. Its lessons use practical samples covering scenarios such as chat, audio transcription, agents, and local AI. The catalogue entries are add-ons associated with the course repository.

microsoft/Generative-AI-for-beginners-dotnet · 3,047 stars · on GitHub

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.

agentmods
npx agentmods add skills/microsoft/generative-ai-for-beginners-dotnet/reskill
Any agent
npx skills add microsoft/Generative-AI-for-beginners-dotnet --skill reskill
Clone the repo
git clone --depth 1 https://github.com/microsoft/Generative-AI-for-beginners-dotnet

Made for: Claude Code, Codex.

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 reskill

README.md
[![agentmods](https://agentmods.dev/badge/skills/microsoft/generative-ai-for-beginners-dotnet/reskill.svg)](https://agentmods.dev/skills/microsoft/generative-ai-for-beginners-dotnet/reskill)
Your own site
<a href="https://agentmods.dev/skills/microsoft/generative-ai-for-beginners-dotnet/reskill"><img src="https://agentmods.dev/badge/skills/microsoft/generative-ai-for-beginners-dotnet/reskill.svg" alt="Measured on agentmods" height="20"></a>
Per session 12 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 795 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin 100% copy Near-identical to another mod 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 $0.00012 $0.00795
Opus 5 $0.00006 $0.00398
Sonnet 5 $0.00002 $0.00159
Haiku 4.5 $0.00001 $0.00080

Measured 5d ago against content hash 40df857c11f1, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

reskill 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 5d 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

This is a copy

100% identical to reskill — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.squad/templates/skills/reskill/SKILL.md · 93 lines

How it starts

The opening of the file, as written. The whole thing — 93 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Context

When the coordinator hears "team, reskill" (or similar: "optimize context", "slim down charters"), trigger a team-wide optimization pass. The goal: reduce per-agent context consumption by extracting shared patterns from charters and histories into reusable skills.

This is a periodic maintenance activity. Run whenever charter/history bloat is suspected.

Process

Step 1: Audit

Read all agent charters and histories. Measure byte sizes. Identify:

  • Boilerplate — sections repeated across ≥3 charters with <10% variation (collaboration, model, boundaries template)
  • Shared knowledge — domain knowledge duplicated in 2+ charters (incident postmortems, technical patterns)
  • Mature learnings — history entries appearing 3+ times across agents that should be promoted to skills

Step 2: Extract

For each identified pattern:

  1. Create or update a skill at .squad/skills/{skill-name}/SKILL.md
  2. Follow the skill template format (frontmatter + Context + Patterns + Examples + Anti-Patterns)
  3. Set confidence: low (first observation), medium (2+ agents), high (team-wide)

Step 3: Trim

Charters — target ≤1.5KB per agent:

  • Remove Collaboration section entirely (spawn prompt + agent-collaboration skill covers it)
  • Remove Voice section (tagline blockquote at top of charter already captures it)
  • Trim Model section to single line: Preferred: {model}
  • Remove "When I'm unsure" boilerplate from Boundaries
  • Remove domain knowledge now covered by a skill — add skill reference comment if helpful
  • Keep: Identity, What I Own, unique How I Work patterns, Boundaries (domain list only)

Histories — target ≤8KB per agent:

  • Apply history-hygiene skill to any history >12KB
  • Promote recurring patterns (3+ occurrences across agents) to skills
  • Summarize old entries into ## Core Context section
  • Remove session-specific metadata (dates, branch names, requester names)

Step 4: Report

Output a savings table:

Agent Charter Before Charter After History Before History After Saved

Read the full file on GitHub · 93 lines

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. 5d ago First seen · 93 lines · 12 tokens per session scan A 40df857c11f1

Subscribe to this mod's changes

reskill is a skill published in the GitHub repository microsoft/Generative-AI-for-beginners-dotnet (3,047 stars, last pushed 4d ago), licensed MIT. It adds 12 tokens to every session and 795 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to reskill, differing in 0 lines, and is treated as a copy.

Related

Other skills, from other repositories