Agent skill

Continuous Learning

Claude Codeセッションから再利用可能なパターンを自動的に抽出し、将来の使用のために学習済みスキルとして保存します。

MITAuto-check passed

Install Continuous Learning

skills CLI

$ npx skills add affaan-m/ECC --skill continuous-learning -a claude-code

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

GitHub CLI

$ gh skill install affaan-m/ECC continuous-learning --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/affaan-m/ECC.git skills-src && mkdir -p .claude/skills && cp -r skills-src/docs/ja-JP/skills/continuous-learning .claude/skills/continuous-learning && 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/

Paste into Claude Code

Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/continuous-learning into .claude/skills/continuous-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/continuous-learning

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add affaan-m/ECC --skill continuous-learning -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install affaan-m/ECC continuous-learning --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .agents/skills && cp -r skills-src/docs/ja-JP/skills/continuous-learning .agents/skills/continuous-learning && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/continuous-learning into .agents/skills/continuous-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add affaan-m/ECC --skill continuous-learning -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install affaan-m/ECC continuous-learning --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/docs/ja-JP/skills/continuous-learning .cursor/skills/continuous-learning && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/continuous-learning into .cursor/skills/continuous-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/affaan-m/ECC.git --path docs/ja-JP/skills/continuous-learning

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add affaan-m/ECC --skill continuous-learning -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install affaan-m/ECC continuous-learning --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/docs/ja-JP/skills/continuous-learning .gemini/skills/continuous-learning && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/continuous-learning into .gemini/skills/continuous-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install affaan-m/ECC continuous-learning

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add affaan-m/ECC --skill continuous-learning -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .github/skills && cp -r skills-src/docs/ja-JP/skills/continuous-learning .github/skills/continuous-learning && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/continuous-learning into .github/skills/continuous-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add affaan-m/ECC --skill continuous-learning -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install affaan-m/ECC continuous-learning --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/docs/ja-JP/skills/continuous-learning .opencode/skills/continuous-learning && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/continuous-learning into .opencode/skills/continuous-learning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "continuous-learning", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: continuous-learning
GitHub stars: 276k
Used in: 2 other repos
Token cost: ~587 tokens
SKILL.md length: 97 words
Files: 1
Skills in repo: 673
Repo updated: Oct 5, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Claude Codeセッションから再利用可能なパターンを自動的に抽出し、将来の使用のために学習済みスキルとして保存します。

Works in 3 steps: セッション評価: セッションに十分なメッセージがあるか確認(デフォルト: 10以上) → パターン検出: セッションから抽出可能なパターンを識別 → スキル抽出:…
SKILL.md covers 動作原理, 設定, パターンの種類 and フック設定, plus 3 more sections
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Continuous Learning is an agent skill from affaan-m/ECC. Claude Codeセッションから再利用可能なパターンを自動的に抽出し、将来の使用のために学習済みスキルとして保存します。

Its SKILL.md is about 590 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. The licence is MIT.

Example prompts

“/continuous-learning”

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

セッション評価: セッションに十分なメッセージがあるか確認(デフォルト: 10以上)
パターン検出: セッションから抽出可能なパターンを識別
スキル抽出: 有用なパターンを~/.claude/skills/learned/に保存

What it can do on your machine

Read from SKILL.md and the folder at commit ef648e0. 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 json).
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
- x.com
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

Continuous Learning loads about 587 tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 97 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~21
When it runs · the whole SKILL.md, loaded when a task matches: ~587

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 affaan-m/ECC at commit ef648e0, republished under its MIT licence (© affaan-m). 97 words, ~587 tokens.

Download SKILL.mdSave it as .claude/skills/continuous-learning/SKILL.md (or your agent's skills folder).

name: continuous-learning
description: Claude Codeセッションから再利用可能なパターンを自動的に抽出し、将来の使用のために学習済みスキルとして保存します。

継続学習スキル

Claude Codeセッションを終了時に自動的に評価し、学習済みスキルとして保存できる再利用可能なパターンを抽出します。

動作原理

このスキルは各セッション終了時にStopフックとして実行されます:

セッション評価: セッションに十分なメッセージがあるか確認(デフォルト: 10以上)
パターン検出: セッションから抽出可能なパターンを識別
スキル抽出: 有用なパターンを~/.claude/skills/learned/に保存

設定

config.jsonを編集してカスタマイズ:

json

{
  "min_session_length": 10,
  "extraction_threshold": "medium",
  "auto_approve": false,
  "learned_skills_path": "~/.claude/skills/learned/",
  "patterns_to_detect": [
    "error_resolution",
    "user_corrections",
    "workarounds",
    "debugging_techniques",
    "project_specific"
  ],
  "ignore_patterns": [
    "simple_typos",
    "one_time_fixes",
    "external_api_issues"
  ]
}

パターンの種類

パターン	説明
`error_resolution`	特定のエラーの解決方法
`user_corrections`	ユーザー修正からのパターン
`workarounds`	フレームワーク/ライブラリの癖への解決策
`debugging_techniques`	効果的なデバッグアプローチ
`project_specific`	プロジェクト固有の規約

フック設定

~/.claude/settings.jsonに追加:

json

{
  "hooks": {
    "Stop": [{
      "matcher": "*",
      "hooks": [{
        "type": "command",
        "command": "~/.claude/skills/continuous-learning/evaluate-session.sh"
      }]
    }]
  }
}

Stopフックを使用する理由

軽量: セッション終了時に1回だけ実行
ノンブロッキング: すべてのメッセージにレイテンシを追加しない
完全なコンテキスト: セッション全体のトランスクリプトにアクセス可能

比較ノート (調査: 2025年1月)

vs Homunculus

Homunculus v2はより洗練されたアプローチを採用:

機能	このアプローチ	Homunculus v2
観察	Stopフック(セッション終了時)	PreToolUse/PostToolUseフック(100%信頼性)
分析	メインコンテキスト	バックグラウンドエージェント(Haiku)
粒度	完全なスキル	原子的な「本能」
信頼度	なし	0.3-0.9の重み付け
進化	直接スキルへ	本能 → クラスタ → スキル/コマンド/エージェント
共有	なし	本能のエクスポート/インポート

homunculusからの重要な洞察:

"v1はスキルに観察を依存していました。スキルは確率的で、発火率は約50-80%です。v2は観察にフック(100%信頼性)を使用し、学習された振る舞いの原子単位として本能を使用します。"

v2の潜在的な改善

本能ベースの学習 - 信頼度スコアリングを持つ、より小さく原子的な振る舞い
バックグラウンド観察者 - 並行して分析するHaikuエージェント
信頼度の減衰 - 矛盾した場合に本能の信頼度が低下
ドメインタグ付け - コードスタイル、テスト、git、デバッグなど
進化パス - 関連する本能をスキル/コマンドにクラスタ化

詳細: docs/continuous-learning-v2-spec.mdを参照。

Files

Just SKILL.md in docs/ja-JP/skills/continuous-learning of affaan-m/ECC.

Open the folder on GitHubat commit ef648e0

Used in 2 other repositories

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in affaan-m/ECC, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Continuous Learning 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.

Continuous Learning compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Continuous Learning this skillaffaan-m/ECC	276k	2 repos	~587	Automated safety check: Pass	MIT	4 days ago
Continuousaiblueprinthq/ai-blueprint	463	—	~4.7k	Automated safety check: Pass	MIT	today
Continuetelegramdesktop/tdesktop	33k	2 repos	~9.4k	Automated safety check: Pass	GPL-3.0	today
Continuityparcadei/Continuous-Claude-v3	3.9k	1 repos	~292	Automated safety check: Notes	MIT	8 mo ago
Continueudecode/plate	17k	—	~2.6k	Automated safety check: Pass	Custom licence	today
Continue PRClickHouse/ClickHouse	50k	—	~5.5k	Automated safety check: Notes	Apache-2.0	today

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Questions about Continuous Learning

What does Continuous Learning do?

Claude Codeセッションから再利用可能なパターンを自動的に抽出し、将来の使用のために学習済みスキルとして保存します。. Continuous Learning is an agent skill from affaan-m/ECC.

How do I install Continuous Learning in Claude Code?

Run `npx skills add affaan-m/ECC --skill continuous-learning -a claude-code`. Or copy the skill folder (docs/ja-JP/skills/continuous-learning in affaan-m/ECC) into .claude/skills/continuous-learning in your project. Claude Code loads it when a task matches its description.

How do I install Continuous Learning in Codex?

Run `npx skills add affaan-m/ECC --skill continuous-learning -a codex`. Or copy the skill folder (docs/ja-JP/skills/continuous-learning in affaan-m/ECC) into .agents/skills/continuous-learning in your project. Codex loads it when a task matches its description.

Can I use Continuous Learning 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 affaan-m/ECC --skill continuous-learning -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/continuous-learning, .gemini/skills/continuous-learning, .github/skills/continuous-learning and .opencode/skills/continuous-learning in your project.

What does Continuous Learning need to run?

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

Does Continuous Learning access the network?

SKILL.md names 1 domain. As links in the text: x.com. This is read from the text; nothing was executed.

Is Continuous Learning 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 Continuous Learning use?

Continuous Learning 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 Continuous Learning use?

About 587 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Continuous Learning?

Skills that share tags, products or a category with Continuous Learning: Continuous (aiblueprinthq/ai-blueprint, 463 stars), Continue (telegramdesktop/tdesktop, 33k stars), Continuity (parcadei/Continuous-Claude-v3, 3.9k stars) and Continue (udecode/plate, 17k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Continuous Learning?

affaan-m (a GitHub user) maintains it in affaan-m/ECC, which has 275,546 GitHub stars. The repository holds 673 skills in this directory. The repository was last updated on October 5, 2026.

Source: affaan-m/ECC on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Continuous Learning

Facts

At a glance

What it does

Example prompts

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

継続学習スキル

動作原理

設定

パターンの種類

フック設定

Stopフックを使用する理由

関連項目

比較ノート (調査: 2025年1月)

vs Homunculus

v2の潜在的な改善

Files

Used in 2 other repositories

Compare with similar skills

Similar skills

More from affaan-m/ECC

Questions about Continuous Learning