# Continuous Learning

> Auto-extract patterns from coding sessions, track corrections, and build reusable knowledge with confidence scoring

- **Type:** Skill
- **Install:** `agentstack add skill-rohitg00-awesome-claude-code-toolkit-continuous-learning`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [rohitg00](https://agentstack.voostack.com/s/rohitg00)
- **Installs:** 0
- **Category:** [Agent Skills](https://agentstack.voostack.com/c/agent-skills)
- **Latest version:** 0.1.0
- **License:** Apache-2.0
- **Upstream author:** [rohitg00](https://github.com/rohitg00)
- **Source:** https://github.com/rohitg00/awesome-claude-code-toolkit/tree/main/skills/continuous-learning

## Install

```sh
agentstack add skill-rohitg00-awesome-claude-code-toolkit-continuous-learning
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# Continuous Learning

## Pattern Extraction Framework

After every significant coding session, extract and categorize learnings into three buckets:

1. **Corrections** - Mistakes caught during review or by the user
2. **Successful Approaches** - Patterns that worked well and should be repeated
3. **Anti-Patterns** - Approaches that caused problems and should be avoided

## Learning Entry Format

```yaml
pattern:
  id: "LEARN-2025-0042"
  category: "error-handling"
  type: "correction"         # correction | success | anti-pattern
  confidence: 0.85           # 0.0 to 1.0
  language: "typescript"
  context: "API error responses"
  observation: "Returning raw error messages from database exceptions exposes internals"
  lesson: "Always map database errors to application-level error codes before returning"
  example:
    before: "catch (e) { res.status(500).json({ error: e.message }) }"
    after: "catch (e) { logger.error(e); res.status(500).json({ error: 'INTERNAL_ERROR' }) }"
  frequency: 3               # times this pattern has been observed
  last_seen: "2025-06-15"
```

## Confidence Scoring

| Score | Meaning | Action |
|-------|---------|--------|
| 0.95+ | Verified across multiple projects | Apply automatically |
| 0.80-0.94 | Confirmed in this codebase | Apply and mention |
| 0.60-0.79 | Observed but not fully validated | Suggest with caveat |
| 0.40-0.59 | Hypothesis based on limited data | Ask before applying |
|  0.85) - Apply automatically
- **DEPRECATED** - Once valid, now superseded by a better approach

## Integration with Memory Files

Store learnings in the project's memory file (CLAUDE.md or equivalent):

- High-confidence learnings (>0.85) go in the main instructions section
- Medium-confidence (0.60-0.84) go in a dedicated "Learnings" section
- Low-confidence (<0.60) stay in session notes until validated
- Deprecated patterns move to an archive section with reason for deprecation

Review and prune the knowledge base monthly. Remove entries that have not been referenced in 90 days and have confidence below 0.70.

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [rohitg00](https://github.com/rohitg00)
- **Source:** [rohitg00/awesome-claude-code-toolkit](https://github.com/rohitg00/awesome-claude-code-toolkit)
- **License:** Apache-2.0

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-rohitg00-awesome-claude-code-toolkit-continuous-learning
- Seller: https://agentstack.voostack.com/s/rohitg00
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.