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[OBSOLETO - usar continuous-learning-v2] Extractor de skill por hook Stop v1 heredado.
MITAuto-check passed
Install Continuous Learning
$ npx skills add affaan-m/ECC --skill continuous-learning -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install affaan-m/ECC continuous-learning --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .claude/skills && cp -r skills-src/docs/es/skills/continuous-learning .claude/skills/continuous-learning && rm -rf skills-srcUse ~/.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/
Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/es/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 install https://github.com/affaan-m/ECC/tree/main/docs/es/skills/continuous-learningType 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.
$ npx skills add affaan-m/ECC --skill continuous-learning -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install affaan-m/ECC continuous-learning --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .agents/skills && cp -r skills-src/docs/es/skills/continuous-learning .agents/skills/continuous-learning && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/es/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.
$ npx skills add affaan-m/ECC --skill continuous-learning -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install affaan-m/ECC continuous-learning --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/docs/es/skills/continuous-learning .cursor/skills/continuous-learning && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/es/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 https://github.com/affaan-m/ECC.git --path docs/es/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.
$ npx skills add affaan-m/ECC --skill continuous-learning -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install affaan-m/ECC continuous-learning --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/docs/es/skills/continuous-learning .gemini/skills/continuous-learning && rm -rf skills-srcUse ~/.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/
Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/es/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.
$ gh skill install affaan-m/ECC continuous-learningInstalls 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).
$ npx skills add affaan-m/ECC --skill continuous-learning -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .github/skills && cp -r skills-src/docs/es/skills/continuous-learning .github/skills/continuous-learning && rm -rf skills-srcUse ~/.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/
Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/es/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.
$ npx skills add affaan-m/ECC --skill continuous-learning -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install affaan-m/ECC continuous-learning --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/docs/es/skills/continuous-learning .opencode/skills/continuous-learning && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "continuous-learning" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/es/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
- 275k
- Token cost
- ~1.2k tokens
- SKILL.md length
- 470 words
- Files
- 1
- Skills in repo
- 645
- Repo updated
- First seen
- Licence
- MIT
At a glance
[OBSOLETO - usar continuous-learning-v2] Extractor de skill por hook Stop v1 heredado.
- Works in 3 steps: Evaluación de Sesión: Verifica si la… → Detección de Patrones: Identifica… → Extracción de Skills: Guarda patrones…
- SKILL.md covers Documentación Original v1…, Cuándo Activar, Estado and Cómo Funciona, plus 6 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. [OBSOLETO - usar continuous-learning-v2] Extractor de skill por hook Stop v1 heredado. v2 es un superconjunto estricto con aprendizaje basado en instintos, con alcance de proyecto y hooks confiables. No invocar v1; dirigir solicitudes de aprendizaje continuo, aprendizaje de sesión y extracción de patrones a continuous-learning-v2.
Its SKILL.md is about 1.2k 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.
- Evaluación de Sesión: Verifica si la sesión tiene suficientes mensajes (por defecto: 10+)
- Detección de Patrones: Identifica patrones extraíbles de la sesión
- Extracción de Skills: Guarda patrones útiles en ~/.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
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
Continuous Learning loads about 1.2k tokens when it runs. Until then it costs about 88 tokens; SKILL.md has 470 words of instructions outside code blocks.
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). 470 words, ~1,235 tokens.
Download SKILL.mdSave it as
.claude/skills/continuous-learning/SKILL.md (or your agent's skills folder).- name
- continuous-learning
- description
- [OBSOLETO - usar continuous-learning-v2] Extractor de skill por hook Stop v1 heredado. v2 es un superconjunto estricto con aprendizaje basado en instintos, con alcance de proyecto y hooks confiables. No invocar v1; dirigir solicitudes de aprendizaje continuo, aprendizaje de sesión y extracción de patrones a continuous-learning-v2.
- origin
- ECC
Skill de Aprendizaje Continuo - OBSOLETO
OBSOLETO el 2026-04-28. Usar
continuous-learning-v2en su lugar. v2 es un superconjunto estricto: la observación por hook Stop se convierte en observación PreToolUse/PostToolUse, los skills completos se convierten en instintos atómicos con puntuación de confianza, y el almacenamiento solo global se convierte en almacenamiento con alcance de proyecto más promoción global.Este archivo se mantiene como referencia de archivo y compatibilidad retroactiva con instalaciones existentes.
Documentación Original v1 (archivo)
Evalúa automáticamente las sesiones de Claude Code al terminar para extraer patrones reutilizables que pueden guardarse como skills aprendidos.
Cuándo Activar
- Configurar extracción automática de patrones desde sesiones de Claude Code
- Configurar el hook Stop para evaluación de sesiones
- Revisar o curar skills aprendidos en
~/.claude/skills/learned/ - Ajustar umbrales de extracción o categorías de patrones
- Comparar enfoques v1 (este) vs v2 (basado en instintos)
Estado
Este skill v1 sigue siendo compatible, pero continuous-learning-v2 es la ruta preferida para nuevas instalaciones. Mantener v1 cuando explícitamente quieras el flujo de extracción por hook Stop más simple o necesites compatibilidad con flujos de trabajo de skills aprendidos más antiguos.
Cómo Funciona
Este skill se ejecuta como un hook Stop al final de cada sesión:
- Evaluación de Sesión: Verifica si la sesión tiene suficientes mensajes (por defecto: 10+)
- Detección de Patrones: Identifica patrones extraíbles de la sesión
- Extracción de Skills: Guarda patrones útiles en
~/.claude/skills/learned/
Configuración
Editar config.json para personalizar:
{
"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"
]
}Tipos de Patrones
| Patrón | Descripción |
|---|---|
error_resolution | Cómo se resolvieron errores específicos |
user_corrections | Patrones de correcciones del usuario |
workarounds | Soluciones a peculiaridades de frameworks/librerías |
debugging_techniques | Enfoques efectivos de depuración |
project_specific | Convenciones específicas del proyecto |
Configuración del Hook
Agregar a tu ~/.claude/settings.json:
{
"hooks": {
"Stop": [{
"matcher": "*",
"hooks": [{
"type": "command",
"command": "~/.claude/skills/continuous-learning/evaluate-session.sh"
}]
}]
}
}Show full SKILL.md (198 more words)Show less
Por Qué Hook Stop?
- Ligero: Se ejecuta una vez al final de la sesión
- No bloqueante: No agrega latencia a cada mensaje
- Contexto completo: Tiene acceso a la transcripción completa de la sesión
Relacionado
/learn— Extracción manual de patrones a mitad de sesión
Notas de Comparación (Investigación: Ene 2025)
vs Homunculus
Homunculus v2 adopta un enfoque más sofisticado:
| Característica | Nuestro Enfoque | Homunculus v2 |
|---|---|---|
| Observación | Hook Stop (fin de sesión) | Hooks PreToolUse/PostToolUse (100% confiable) |
| Análisis | Contexto principal | Agente en segundo plano (Haiku) |
| Granularidad | Skills completos | "Instintos" atómicos |
| Confianza | Ninguna | Ponderada 0.3-0.9 |
| Evolución | Directamente a skill | Instintos → cluster → skill/comando/agente |
| Compartir | Ninguno | Exportar/importar instintos |
Insight clave de homunculus:
"v1 dependía de skills para observar. Los skills son probabilísticos — se activan ~50-80% del tiempo. v2 usa hooks para la observación (100% confiable) e instintos como unidad atómica de comportamiento aprendido."
Mejoras Potenciales v2
- Aprendizaje basado en instintos — Comportamientos más pequeños y atómicos con puntuación de confianza
- Observador en segundo plano — Agente Haiku analizando en paralelo
- Decaimiento de confianza — Los instintos pierden confianza si son contradichos
- Etiquetado de dominio — code-style, testing, git, debugging, etc.
- Ruta de evolución — Agrupar instintos relacionados en skills/comandos
Ver: docs/continuous-learning-v2-spec.md para la especificación completa.
© affaan-m, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in docs/es/skills/continuous-learning of affaan-m/ECC.
Open the folder on GitHubat commit ef648e0
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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Continuous Learning this skillaffaan-m/ECC | 275k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Continuetelegramdesktop/tdesktop | 33k | 2 repos | ~9.4k | Automated safety check: Pass | GPL-3.0 | |
| Continuityparcadei/Continuous-Claude-v3 | 3.9k | 1 repos | ~292 | Automated safety check: Notes | MIT | |
| Continueudecode/plate | 17k | — | ~2.6k | Automated safety check: Pass | Custom licence | |
| Continue PRClickHouse/ClickHouse | 50k | — | ~5.5k | Automated safety check: Notes | Apache-2.0 | |
| Continue PR AutoClickHouse/ClickHouse | 50k | — | ~8.6k | Automated safety check: Notes | Apache-2.0 |
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Problem-solving strategies for continuity in real analysis. An agent skill from parcadei/Continuous-Claude-v3.
Continue
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Use after an execution slice to reassess whether the current tactic still serves the user's north star, then keep course, pivot, replan, or stop.
Continue PR
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Continue work on an existing PR - resolve conflicts, fix CI failures, address reviewer feedback, and push updates.
Continue PR Auto
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Drama Script Entity Extractor
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Rules for pulling characters, scenes and key props out of a short-drama episode script and saving them without duplicates, written in Chinese.
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Questions about Continuous Learning
What does Continuous Learning do?
[OBSOLETO - usar continuous-learning-v2] Extractor de skill por hook Stop v1 heredado. Continuous Learning is an agent skill from affaan-m/ECC. [OBSOLETO - usar continuous-learning-v2] Extractor de skill por hook Stop v1 heredado.
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/es/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/es/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 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 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 1.2k tokens (SKILL.md is roughly 4.9k 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: Continue (telegramdesktop/tdesktop, 33k stars), Continuity (parcadei/Continuous-Claude-v3, 3.9k stars), Continue (udecode/plate, 17k stars) and Continue PR (ClickHouse/ClickHouse, 50k 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 275,023 GitHub stars. The repository holds 645 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.