New: 98,000+ skills indexed from GitHub repos with 100+ stars · every skill safety-checkedBrowse top skillsTop skills
Esc to closeBrowse all skills
Submit a skillBrowse skills
Submit a skillBrowse skills

Agent skill

Continuous Learning V2

by sangrokjung in sangrokjung/claude-forge

Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.

MITAuto-check passedAgent Workflows

Install Continuous Learning V2

skills CLI
$ npx skills add sangrokjung/claude-forge --skill continuous-learning-v2 -a claude-code

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

GitHub CLI
$ gh skill install sangrokjung/claude-forge continuous-learning-v2 --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/sangrokjung/claude-forge.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/continuous-learning-v2 .claude/skills/continuous-learning-v2 && 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
continuous-learning-v2
GitHub stars
852
Used in
5 other repos
Token cost
~1.8k tokens
SKILL.md length
404 words
Files
10 (incl. scripts)
Skills in repo
24
Repo updated
First seen
Licence
MIT

At a glance

Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.

  • Works in 3 steps: Enable Observation Hooks → Initialize Directory Structure → Run the Observer Agent (Optional)
  • Agent Workflows work in your project
  • SKILL.md covers What's New in v2, The Instinct Model, How It Works and Quick Start, plus 9 more sections
  • Runs Shell and Python scripts from its folder

What it does

Continuous Learning V2 is an agent skill from sangrokjung/claude-forge. Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.

Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 13 other files, including scripts (for example `agents/observer.md`, `agents/start-observer.sh` and `commands/evolve.md`).

It sits in Agent Workflows. The repository describes itself as: oh-my-zsh for Claude Code — 16 agents, 35 commands, 32 skills, 21 safety hooks in one install. v4.0 adds an adversarial review loop: a second agent that never sees the first… The licence is MIT.

When your agent uses it

  • Agent Workflows work in your project

Example prompts

  • “/continuous-learning-v2”

Requirements

  • Python 3
  • A Bash shell

Workflow steps

3 steps, taken from the step headings in SKILL.md.

  1. Enable Observation Hooks
  2. Initialize Directory Structure
  3. Run the Observer Agent (Optional)

What it can do on your machine

Read from SKILL.md and the folder at commit 34d881d. 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

    Ships 1 file in scripts/ (Shell and Python), which the agent can run.

    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):

    • skill-creator.app
    • github.com
    • 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 V2 loads about 1.8k tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 404 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~46
When it runs · the whole SKILL.md, loaded when a task matches
~1.8k

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); the scripts in this folder are not scanned.

SKILL.md

The full file from sangrokjung/claude-forge at commit 34d881d, republished under its MIT licence (© sangrokjung). 404 words, ~1,849 tokens.

Download SKILL.mdSave it as .claude/skills/continuous-learning-v2/SKILL.md (or your agent's skills folder). This skill also uses 9 other files; get the full folder from GitHub.
name
continuous-learning-v2
description
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
version
2.0.0

Continuous Learning v2 - Instinct-Based Architecture

An advanced learning system that turns your Claude Code sessions into reusable knowledge through atomic "instincts" - small learned behaviors with confidence scoring.

What's New in v2

Featurev1v2
ObservationStop hook (session end)PreToolUse/PostToolUse (100% reliable)
AnalysisMain contextBackground agent (Haiku)
GranularityFull skillsAtomic "instincts"
ConfidenceNone0.3-0.9 weighted
EvolutionDirect to skillInstincts → cluster → skill/command/agent
SharingNoneExport/import instincts

The Instinct Model

An instinct is a small learned behavior:

yaml
---
id: prefer-functional-style
trigger: "when writing new functions"
confidence: 0.7
domain: "code-style"
source: "session-observation"
---

# Prefer Functional Style

## Action
Use functional patterns over classes when appropriate.

## Evidence
- Observed 5 instances of functional pattern preference
- User corrected class-based approach to functional on 2025-01-15

Properties:

  • Atomic — one trigger, one action
  • Confidence-weighted — 0.3 = tentative, 0.9 = near certain
  • Domain-tagged — code-style, testing, git, debugging, workflow, etc.
  • Evidence-backed — tracks what observations created it

How It Works

Session Activity
      │
      │ Hooks capture prompts + tool use (100% reliable)
      ▼
┌─────────────────────────────────────────┐
│         observations.jsonl              │
│   (prompts, tool calls, outcomes)       │
└─────────────────────────────────────────┘
      │
      │ Observer agent reads (background, Haiku)
      ▼
┌─────────────────────────────────────────┐
│          PATTERN DETECTION              │
│   • User corrections → instinct         │
│   • Error resolutions → instinct        │
│   • Repeated workflows → instinct       │
└─────────────────────────────────────────┘
      │
      │ Creates/updates
      ▼
┌─────────────────────────────────────────┐
│         instincts/personal/             │
│   • prefer-functional.md (0.7)          │
│   • always-test-first.md (0.9)          │
│   • use-zod-validation.md (0.6)         │
└─────────────────────────────────────────┘
      │
      │ /evolve clusters
      ▼
┌─────────────────────────────────────────┐
│              evolved/                   │
│   • commands/new-feature.md             │
│   • skills/testing-workflow.md          │
│   • agents/refactor-specialist.md       │
└─────────────────────────────────────────┘

Quick Start

1. Enable Observation Hooks

Add to your ~/.claude/settings.json:

json
{
  "hooks": {
    "PreToolUse": [{
      "matcher": "*",
      "hooks": [{
        "type": "command",
        "command": "~/.claude/skills/continuous-learning-v2/hooks/observe.sh pre"
      }]
    }],
    "PostToolUse": [{
      "matcher": "*",
      "hooks": [{
        "type": "command",
        "command": "~/.claude/skills/continuous-learning-v2/hooks/observe.sh post"
      }]
    }]
  }
}
2. Initialize Directory Structure
bash
mkdir -p ~/.claude/homunculus/{instincts/{personal,inherited},evolved/{agents,skills,commands}}
touch ~/.claude/homunculus/observations.jsonl
3. Run the Observer Agent (Optional)

The observer can run in the background analyzing observations:

bash
# Start background observer
~/.claude/skills/continuous-learning-v2/agents/start-observer.sh

Commands

CommandDescription
/instinct-statusShow all learned instincts with confidence
/evolveCluster related instincts into skills/commands
/instinct-exportExport instincts for sharing
/instinct-import <file>Import instincts from others

Configuration

Edit config.json:

json
{
  "version": "2.0",
  "observation": {
    "enabled": true,
    "store_path": "~/.claude/homunculus/observations.jsonl",
    "max_file_size_mb": 10,
    "archive_after_days": 7
  },
  "instincts": {
    "personal_path": "~/.claude/homunculus/instincts/personal/",
    "inherited_path": "~/.claude/homunculus/instincts/inherited/",
    "min_confidence": 0.3,
    "auto_approve_threshold": 0.7,
    "confidence_decay_rate": 0.05
  },
  "observer": {
    "enabled": true,
    "model": "haiku",
    "run_interval_minutes": 5,
    "patterns_to_detect": [
      "user_corrections",
      "error_resolutions",
      "repeated_workflows",
      "tool_preferences"
    ]
  },
  "evolution": {
    "cluster_threshold": 3,
    "evolved_path": "~/.claude/homunculus/evolved/"
  }
}

File Structure

~/.claude/homunculus/
├── identity.json           # Your profile, technical level
├── observations.jsonl      # Current session observations
├── observations.archive/   # Processed observations
├── instincts/
│   ├── personal/           # Auto-learned instincts
│   └── inherited/          # Imported from others
└── evolved/
    ├── agents/             # Generated specialist agents
    ├── skills/             # Generated skills
    └── commands/           # Generated commands

Integration with Skill Creator

When you use the Skill Creator GitHub App, it now generates both:

  • Traditional SKILL.md files (for backward compatibility)
  • Instinct collections (for v2 learning system)

Instincts from repo analysis have source: "repo-analysis" and include the source repository URL.

Confidence Scoring

Confidence evolves over time:

ScoreMeaningBehavior
0.3TentativeSuggested but not enforced
0.5ModerateApplied when relevant
0.7StrongAuto-approved for application
0.9Near-certainCore behavior

Confidence increases when:

  • Pattern is repeatedly observed
  • User doesn't correct the suggested behavior
  • Similar instincts from other sources agree

Confidence decreases when:

  • User explicitly corrects the behavior
  • Pattern isn't observed for extended periods
  • Contradicting evidence appears
Show full SKILL.md (131 more words)Show less

Why Hooks vs Skills for Observation?

"v1 relied on skills to observe. Skills are probabilistic—they fire ~50-80% of the time based on Claude's judgment."

Hooks fire 100% of the time, deterministically. This means:

  • Every tool call is observed
  • No patterns are missed
  • Learning is comprehensive

Backward Compatibility

v2 is fully compatible with v1:

  • Existing ~/.claude/skills/learned/ skills still work
  • Stop hook still runs (but now also feeds into v2)
  • Gradual migration path: run both in parallel

Privacy

  • Observations stay local on your machine
  • Only instincts (patterns) can be exported
  • No actual code or conversation content is shared
  • You control what gets exported

Instinct-based learning: teaching Claude your patterns, one observation at a time.

© sangrokjung, 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 9 other files (scripts) in skills/continuous-learning-v2 of sangrokjung/claude-forge.

  • SKILL.md
  • agents/observer.md
  • agents/start-observer.sh
  • commands/evolve.md
  • commands/instinct-export.md
  • commands/instinct-import.md
  • commands/instinct-status.md
  • config.json
  • hooks/observe.sh
  • scripts/instinct-cli.py

Open the folder on GitHubat commit 34d881d

Used in 5 other repositories

We found 5 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 5 other GitHub owners. This page covers the copy in sangrokjung/claude-forge, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Continuous Learning V2 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 V2 compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Continuous Learning V2 this skillsangrokjung/claude-forge8525 repos~1.8kAutomated safety check: PassMIT
MCP Server Builderanthropics/skills180k63 repos~2.3kAutomated safety check: PassApache-2.0
Hook Development for Claude Code Pluginsanthropics/claude-plugins-official38k10 repos~4.1kAutomated safety check: NotesApache-2.0
Using Superpowersfarm-fe/farm5.6k35 repos~1.4kAutomated safety check: PassMIT
Executing Plans Inlineobra/superpowers297k2 repos~5.1kAutomated safety check: PassMIT
Skill CreatorAzure/azqr79589 repos~8.2kAutomated safety check: PassApache-2.0

Similar skills

  • MCP Server Builder

    anthropics/skills

    Official

    Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.

    180k GitHub starsUsed in 63 repos~2.3k tokens
    Agent WorkflowsAuto-check passed

  • Hook Development for Claude Code Plugins

    anthropics/claude-plugins-official

    Official

    Explains how to write Claude Code plugin hooks, both prompt-based checks and bash commands, for events such as PreToolUse, Stop and SessionStart.

    38k GitHub starsUsed in 10 repos~4.1k tokens
    Agent WorkflowsAuto-check: notes

  • Using Superpowers

    farm-fe/farm

    A skill your agent uses when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions

    5.6k GitHub starsUsed in 35 repos~1.4k tokens
    Agent WorkflowsAuto-check passed

  • Executing Plans Inline

    obra/superpowers

    Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.

    297k GitHub starsUsed in 2 repos~5.1k tokens
    Agent WorkflowsAuto-check passed

  • Skill Creator

    Azure/azqr

    Official

    Create new skills, modify and improve existing skills, and measure skill performance.

    795 GitHub starsUsed in 89 repos~8.2k tokens
    Agent WorkflowsAuto-check passed

  • Claude Code Agent Development

    anthropics/claude-plugins-official

    Official

    Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.

    38k GitHub starsUsed in 7 repos~2.8k tokens
    Agent WorkflowsAuto-check passed

More from sangrokjung/claude-forge

All 24 skills in this repo

  • Debugging Strategies

    sangrokjung/claude-forge

    Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack.

    852 GitHub starsUsed in 13 repos~3.1k tokens
    Auto-check passed

  • Dependency Upgrade

    sangrokjung/claude-forge

    Manage major dependency version upgrades with compatibility analysis, staged rollout, and comprehensive testing.

    852 GitHub starsUsed in 12 repos~2.3k tokens
    Auto-check passed

  • Skill Factory

    sangrokjung/claude-forge

    Analyze session work and automatically convert reusable patterns into Claude Code skills.

    852 GitHub stars~2.7k tokensUpdated 1 mo ago
    Auto-check passed

  • Cc Dev Agent

    sangrokjung/claude-forge

    A skill your agent uses when starting Claude Code projects, writing CLAUDE.md/spec.md, dispatching subagents, or requesting Agent Teams parallel development.

    852 GitHub stars~771 tokensUpdated 1 mo ago
    Auto-check passed

  • Harness Diet

    sangrokjung/claude-forge

    Measure and shrink the always-loaded context of a Claude Code harness (CLAUDE.md + rules without paths frontmatter) back under budget — migrate narrative to reference files, convert rules to…

    852 GitHub stars~1.9k tokensUpdated 1 mo ago
    Auto-check passed

  • Session Wrap

    sangrokjung/claude-forge

    A skill your agent uses when wrapping up a session before ending.

    852 GitHub stars~1.6k tokensUpdated 1 mo ago
    Auto-check passed

Categories

Questions about Continuous Learning V2

What does Continuous Learning V2 do?

Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents. Continuous Learning V2 is an agent skill from sangrokjung/claude-forge. Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.

When should I use Continuous Learning V2?

Continuous Learning V2 fits situations like: agent Workflows work in your project.

How do I install Continuous Learning V2 in Claude Code?

Run `npx skills add sangrokjung/claude-forge --skill continuous-learning-v2 -a claude-code`. Or copy the skill folder (skills/continuous-learning-v2 in sangrokjung/claude-forge) into .claude/skills/continuous-learning-v2 in your project. Claude Code loads it when a task matches its description.

How do I install Continuous Learning V2 in Codex?

Run `npx skills add sangrokjung/claude-forge --skill continuous-learning-v2 -a codex`. Or copy the skill folder (skills/continuous-learning-v2 in sangrokjung/claude-forge) into .agents/skills/continuous-learning-v2 in your project. Codex loads it when a task matches its description.

Can I use Continuous Learning V2 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 sangrokjung/claude-forge --skill continuous-learning-v2 -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-v2, .gemini/skills/continuous-learning-v2, .github/skills/continuous-learning-v2 and .opencode/skills/continuous-learning-v2 in your project.

What does Continuous Learning V2 need to run?

Going by SKILL.md and its folder, Continuous Learning V2 needs a shell and Python for the scripts in its folder. Our summary lists: Python 3; A Bash shell.

Does Continuous Learning V2 access the network?

SKILL.md names 3 domains. As links in the text: skill-creator.app, github.com and x.com. This is read from the text; nothing was executed.

Is Continuous Learning V2 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Continuous Learning V2 use?

Continuous Learning V2 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 V2 use?

About 1.8k tokens (SKILL.md is roughly 7.4k 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 V2?

Skills that share tags, products or a category with Continuous Learning V2: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 297k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Continuous Learning V2?

sangrokjung (a GitHub user) maintains it in sangrokjung/claude-forge, which has 852 GitHub stars. The repository holds 24 skills in this directory. The repository was last updated on September 3, 2026.

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