Agent skill

Continuous Learning

自动从Claude Code会话中提取可重复使用的模式，并将其保存为学习到的技能以供将来使用. An agent skill from affaan-m/ECC.

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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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/zh-CN/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: 3 other repos
Token cost: ~559 tokens
SKILL.md length: 125 words
Files: 1
Skills in repo: 673
Repo updated: Oct 5, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

自动从Claude Code会话中提取可重复使用的模式，并将其保存为学习到的技能以供将来使用. An agent skill from affaan-m/ECC.

Works in 3 steps: 会话评估：检查会话是否包含足够多的消息（默认：10 条以上） → 模式检测：从会话中识别可提取的模式 → 技能提取：将有用的模式保存到 ~/.claude/skills/learned/
SKILL.md covers 何时激活, 工作原理, 配置 and 模式类型, plus 4 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. 自动从Claude Code会话中提取可重复使用的模式，并将其保存为学习到的技能以供将来使用。

Its SKILL.md is about 560 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.

会话评估：检查会话是否包含足够多的消息（默认：10 条以上）
模式检测：从会话中识别可提取的模式
技能提取：将有用的模式保存到 ~/.claude/skills/learned/

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 559 tokens when it runs. Until then it costs about 17 tokens; SKILL.md has 125 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~17
When it runs · the whole SKILL.md, loaded when a task matches: ~559

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). 125 words, ~559 tokens.

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

name: continuous-learning
description: 自动从Claude Code会话中提取可重复使用的模式，并将其保存为学习到的技能以供将来使用。
origin: ECC

持续学习技能

自动评估 Claude Code 会话的结尾，以提取可重用的模式，这些模式可以保存为学习到的技能。

何时激活

设置从 Claude Code 会话中自动提取模式
为会话评估配置停止钩子
在 ~/.claude/skills/learned/ 中审查或整理已学习的技能
调整提取阈值或模式类别
比较 v1（本方法）与 v2（基于本能的方法）

工作原理

此技能作为 停止钩子 在每个会话结束时运行：

会话评估：检查会话是否包含足够多的消息（默认：10 条以上）
模式检测：从会话中识别可提取的模式
技能提取：将有用的模式保存到 ~/.claude/skills/learned/

配置

编辑 config.json 以进行自定义：

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"
  ]
}

模式类型

模式	描述
`error_resolution`	特定错误是如何解决的
`user_corrections`	来自用户纠正的模式
`workarounds`	框架/库特殊性的解决方案
`debugging_techniques`	有效的调试方法
`project_specific`	项目特定的约定

钩子设置

添加到你的 ~/.claude/settings.json 中：

json

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

为什么使用停止钩子？

轻量级：仅在会话结束时运行一次
非阻塞：不会给每条消息增加延迟
完整上下文：可以访问完整的会话记录

对比说明（研究：2025年1月）

与 Homunculus 的对比

Homunculus v2 采用了更复杂的方法：

功能	我们的方法	Homunculus v2
观察	停止钩子（会话结束时）	PreToolUse/PostToolUse 钩子（100% 可靠）
分析	主上下文	后台代理 (Haiku)
粒度	完整技能	原子化的“本能”
置信度	无	0.3-0.9 加权
演进	直接到技能	本能 → 集群 → 技能/命令/代理
共享	无	导出/导入本能

来自 homunculus 的关键见解：

"v1 依赖技能来观察。技能是概率性的——它们触发的概率约为 50-80%。v2 使用钩子进行观察（100% 可靠），并以本能作为学习行为的原子单元。"

潜在的 v2 增强功能

基于本能的学习 - 更小、原子化的行为，附带置信度评分
后台观察者 - Haiku 代理并行分析
置信度衰减 - 如果被反驳，本能会降低置信度
领域标记 - 代码风格、测试、git、调试等
演进路径 - 将相关本能聚类为技能/命令

参见：docs/continuous-learning-v2-spec.md 以获取完整规范。

Files

Just SKILL.md in docs/zh-CN/skills/continuous-learning of affaan-m/ECC.

Open the folder on GitHubat commit ef648e0

Used in 3 other repositories

We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 3 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	3 repos	~559	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?

自动从Claude Code会话中提取可重复使用的模式，并将其保存为学习到的技能以供将来使用. An agent skill from affaan-m/ECC. 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/zh-CN/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/zh-CN/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 559 tokens (SKILL.md is roughly 2.2k 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

持续学习技能

何时激活

工作原理

配置

模式类型

钩子设置

为什么使用停止钩子？

相关

对比说明（研究：2025年1月）

与 Homunculus 的对比

潜在的 v2 增强功能

Files

Used in 3 other repositories

Compare with similar skills

Similar skills

More from affaan-m/ECC

Questions about Continuous Learning