Agent skill

10 Learn

by ai-driven-dev in ai-driven-dev/framework

Capture durable project learnings. An agent skill from ai-driven-dev/framework.

MITAuto-check passedDevelopment

Install 10 Learn

skills CLI
$ npx skills add ai-driven-dev/framework --skill 10-learn -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ai-driven-dev/framework 10-learn --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ai-driven-dev/framework.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/aidd-context/skills/10-learn .claude/skills/10-learn && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
10-learn
GitHub stars
513
Token cost
~291 tokens
SKILL.md length
68 words
Files
16 (incl. references, assets)
Skills in repo
46
Repo updated
First seen
Licence
MIT

At a glance

Capture durable project learnings. An agent skill from ai-driven-dev/framework.

  • The user wants to remember
  • SKILL.md covers Actions and Transversal rules
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Formalize a decision

What it does

10 Learn is an agent skill from ai-driven-dev/framework. Capture durable project learnings. Use when the user wants to remember, record, or formalize a decision, convention, lesson, pitfall, reusable workflow, or review finding. Not for preferences or temporary notes.

Its SKILL.md is about 290 tokens, which your agent loads only when the skill is triggered. The skill folder holds 18 other files, including reference files and assets (for example `actions/01-source.md`, `actions/02-gather.md` and `actions/03-assess.md`).

It sits in Development, covering Code review and CI/CD. The repository describes itself as: Marketplace Framework AI-Driven Dev : Context Engineering, Plugins, Agents, Skills, Hooks, Templates, SDLC. The licence is MIT.

When your agent uses it

  • The user wants to remember
  • Formalize a decision
  • Reusable workflow

Example prompts

  • “/10-learn”

What it can do on your machine

Read from SKILL.md and the folder at commit 6e30640. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are mermaid).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

10 Learn loads about 291 tokens when it runs, and up to ~1.6k if it reads all its reference files. Until then it costs about 55 tokens; SKILL.md has 68 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~55
When it runs · the whole SKILL.md, loaded when a task matches
~291
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from ai-driven-dev/framework at commit 6e30640, republished under its MIT licence (© ai-driven-dev). 68 words, ~291 tokens.

Download SKILL.mdSave it as .claude/skills/10-learn/SKILL.md (or your agent's skills folder). This skill also uses 15 other files; get the full folder from GitHub.
name
10-learn
description
Capture durable project learnings. Use when the user wants to remember, record, or formalize a decision, convention, lesson, pitfall, reusable workflow, or review finding. Not for preferences or temporary notes.
argument-hint
conversation | file | diff | review

Learn

mermaid
flowchart LR
  source --> gather --> assess --> write
  source -->|"missing, empty, or ambiguous"| sourceStop([stop])
  gather -->|"no candidates"| gatherEnd([end])
  assess -->|"all covered"| assessEnd([end])
  write -->|"memory or ADR"| sync
  write -->|"rule or skill"| handoff([handoff])
  sync -->|"failure"| syncStop([stop])

Actions

Run the flow above. Read only the next action file.

ActionDoes
sourceidentify and challenge the origin
gatherread the origin and extract candidates
assessscore, reconcile, show, and confirm
writewrite or hand off approved lessons
syncrefresh memory references

Transversal rules

  • Write only the user-approved plan.
  • Preserve user edits and touch affected files only.
  • Write project files only, never personal or global memory.

© ai-driven-dev, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 15 other files (references, assets) in plugins/aidd-context/skills/10-learn of ai-driven-dev/framework.

  • SKILL.md
  • actions/01-source.md
  • actions/02-gather.md
  • actions/03-assess.md
  • actions/04-write.md
  • actions/05-sync.md
  • assets/adr-template.md
  • assets/learning-packet.md
  • assets/recommendation-table.md
  • assets/write-report.md
  • references/assessment.md
  • references/destinations.md
  • references/gather-protocol.md
  • references/review-protocol.md
  • references/sources.md
  • references/sync-arguments.md

Open the folder on GitHubat commit 6e30640

Compare with similar skills

10 Learn next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

10 Learn compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
10 Learn this skillai-driven-dev/framework513—~291Automated safety check: PassMIT
PR Babysitteropeninterpreter/openinterpreter69k3 repos~4.2kAutomated safety check: PassApache-2.0
Worktrunk Tend CI Guidancemax-sixty/worktrunk9k—~6.4kAutomated safety check: PassCustom licence
Renovate Actions PR Reviewbacknotprop/plannotator9.2k—~640Automated safety check: PassApache-2.0
GitHub Automationruvnet/ruflo74k2 repos~368Automated safety check: PassMIT
Code ReviewAzure/sap-automation145—~7kAutomated safety check: PassMIT

Similar skills

  • PR Babysitter

    openinterpreter/openinterpreter

    Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.

    69k GitHub starsUsed in 3 repos~4.2k tokens
    DevelopmentAuto-check passed
  • Worktrunk Tend CI Guidance

    max-sixty/worktrunk

    Adds Worktrunk-specific rules to the tend CI workflows: Codecov polling, Rust test commands, labels and review criteria for pull requests handled in CI.

    9k GitHub stars~6.4k tokensUpdated today
    DevelopmentAuto-check passed
  • Renovate Actions PR Review

    backnotprop/plannotator

    Reviews Renovate pull requests that bump GitHub Actions by checking pinned SHAs against upstream tags, scanning changelogs and confirming workflows stay compatible.

    9.2k GitHub stars~640 tokensUpdated today
    DevelopmentAuto-check passed
  • GitHub Automation

    ruvnet/ruflo

    GitHub workflow automation, PR management, issue tracking, and code review coordination.

    74k GitHub starsUsed in 2 repos~368 tokens
    DevelopmentAuto-check passed
  • Code Review

    Azure/sap-automation

    Official

    Review pull requests in the SAP Deployment Automation Framework.

    145 GitHub stars~7k tokensUpdated today
    DevelopmentAuto-check passed
  • Aster Review CI

    Zfinix/aster

    Run aster code reviews non-interactively in CI, GitHub Actions, or from another agent.

    112 GitHub stars~640 tokensUpdated 2 days ago
    DevelopmentAuto-check passed

More from ai-driven-dev/framework

All 46 skills in this repo
  • 00 Async Dev

    ai-driven-dev/framework

    Drive the async-dev pipeline from one entry point, whether setup, run, or review.

    513 GitHub stars~2.4k tokensUpdated today
    Auto-check passed
  • 01 Plan

    ai-driven-dev/framework

    Turn a request, ticket, or file into a phased implementation plan.

    513 GitHub stars~517 tokensUpdated today
    Auto-check passed
  • 01 Sdlc

    ai-driven-dev/framework

    Autonomously orchestrates a request from framing to a draft pull request, isolating implementation, independent review, and final outcome challenge.

    513 GitHub stars~583 tokensUpdated today
    Auto-check passed
  • 02 Backlog

    ai-driven-dev/framework

    Orchestrates a product backlog end to end. An agent skill from ai-driven-dev/framework.

    513 GitHub stars~613 tokensUpdated today
    Auto-check passed
  • 00 Onboard

    ai-driven-dev/framework

    Guide a project's journey through AIDD, from first setup to shipping a feature.

    513 GitHub stars~242 tokensUpdated today
    Auto-check passed
  • 01 Acceptance QA

    ai-driven-dev/framework

    Validate a reviewed candidate's observable behavior against its acceptance criteria and record short named videos as reviewer evidence.

    513 GitHub stars~434 tokensUpdated today
    Auto-check passed

Questions about 10 Learn

What does 10 Learn do?

Capture durable project learnings. An agent skill from ai-driven-dev/framework. 10 Learn is an agent skill from ai-driven-dev/framework. Capture durable project learnings.

When should I use 10 Learn?

10 Learn fits situations like: the user wants to remember; formalize a decision; reusable workflow.

How do I install 10 Learn in Claude Code?

Run `npx skills add ai-driven-dev/framework --skill 10-learn -a claude-code`. Or copy the skill folder (plugins/aidd-context/skills/10-learn in ai-driven-dev/framework) into .claude/skills/10-learn in your project. Claude Code loads it when a task matches its description.

How do I install 10 Learn in Codex?

Run `npx skills add ai-driven-dev/framework --skill 10-learn -a codex`. Or copy the skill folder (plugins/aidd-context/skills/10-learn in ai-driven-dev/framework) into .agents/skills/10-learn in your project. Codex loads it when a task matches its description.

Can I use 10 Learn in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ai-driven-dev/framework --skill 10-learn -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/10-learn, .gemini/skills/10-learn, .github/skills/10-learn and .opencode/skills/10-learn in your project.

What does 10 Learn need to run?

SKILL.md names no scripts, command-line tools or credentials: 10 Learn is instructions for the agent only.

Does 10 Learn access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is 10 Learn safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does 10 Learn use?

10 Learn is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does 10 Learn use?

About 291 tokens (SKILL.md is roughly 1.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.3k tokens, read only when the agent opens those files.

What are the alternatives to 10 Learn?

Skills that share tags, products or a category with 10 Learn: PR Babysitter (openinterpreter/openinterpreter, 69k stars), Worktrunk Tend CI Guidance (max-sixty/worktrunk, 9k stars), Renovate Actions PR Review (backnotprop/plannotator, 9.2k stars) and GitHub Automation (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains 10 Learn?

ai-driven-dev (a GitHub organization) maintains it in ai-driven-dev/framework, which has 513 GitHub stars. The repository holds 46 skills in this directory. The repository was last updated on October 8, 2026.

Source: ai-driven-dev/framework on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.