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Every session starts at zero. Your Claude Code doesn't remember yesterday.

Open source Claude Code plugins that evolve with you.

Persistent memory, automatic context management, smart delegation. Install once — your system gets better every session.

learn
$ "Check tsconfig first"
Correction saved
Won't repeat this mistake
context
Context usage: 70%
Auto-saving progress...
Session handoff ready
delegate
$ "Find all API endpoints"
Delegated to explorer (haiku)
3 results, main context clean
Install Evolving LiteLearn more →

26

deep dives published

4,200+

Claude Code sessions

480

agent configurations

4 feedback loops

How our Claude Code plugins make your sessions smarter

Learn. Protect. Delegate. Heal. All automatic.

Learn Loop

Correct Claude once, it remembers forever. The system detects your corrections, saves the pattern, and recalls it automatically next time.

learn
$ "No, check tsconfig first"
Correction saved: type-errors → tsconfig

Context Loop

Never lose work to context overflow. At 70% usage you get a warning, at 93% the system auto-saves your progress and creates a handoff.

context
Context: 93% — auto-saving...
Handoff created. Resume anytime.

Delegation Loop

Big searches and research tasks automatically route to specialized sub-agents. Your main context stays clean and focused.

delegate
$ "Find all API endpoints"
Delegated → explorer (haiku, 12s)

Heal Loop

Every hook proves it works on every run. If a Claude Code update breaks something, you see the warning immediately — no silent failures.

heal
Health check: all hooks active
All sentinels reporting ✓

open source ecosystem

Free Claude Code tools — every layer compounds

Start with the foundation. Add what you need, when you need it.

Quantum Lens
PrimeLine Skills
Planning Framework
Kairn
Evolving Lite

Each layer is optional. Each layer strengthens the one below.

The Foundation

Evolving Lite

The self-evolving foundation. Session memory, 10 hooks, context management, auto-learning from corrections. Install and forget.

15 commands10 hooks20 experiences4 feedback loops
View on GitHub
primeline-ai/kairn

Kairn

Semantic memory upgrade. Replaces keyword-based recall with graph-powered understanding. "How did I solve auth?" just works.

Semantic searchCross-project memoryGraph traversal
View on GitHub
primeline-ai/universal-planning-framework

Planning Framework

Deep multi-stage planning. Discovery before planning. Finds the gaps before they find you. ~40% fewer rewrites.

3-stage planningDSV reasoningAnti-pattern detection
View on GitHub
primeline-ai/primeline-skills

PrimeLine Skills

5 workflow skills that activate automatically. Systematic debugging, delegation checklists, TDD-based execution.

5 skillsAuto-activatingZero config
View on GitHub
primeline-ai/quantum-lens

Quantum Lens

Multi-perspective analysis with anti-convergence. 7 cognitive lenses that can't agree — by design. For decisions that matter.

7 lensesAnti-groupthinkKiller questions
View on GitHub

$git clone && add to pluginDirectories && done

All free. All MIT licensed. No API keys. No build step.

Claude Code tutorials and deep dives

Patterns, plugins, and workflows for production Claude Code

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Connect Claude.ai, Cowork & Claude Code with Shared Memory

Stop losing context between Claude.ai, Cowork, and Claude Code. One free system prompt and Kairn MCP give all three Claude Code surfaces shared memory.

2026-04-07|6 min
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59 Experiments on Claude Code Agent Behavior

59 Experiments on Claude Code Agent Behavior

I tested 6 psychological personality profiles across 59 Claude Code agent runs. One paragraph changes agent behavior by 300% on ambiguous tasks.

2026-04-04|5 min
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Claude Code Adaptive Research: Autonomous Loops That Learn

Claude Code Adaptive Research: Autonomous Loops That Learn

Claude Code adaptive research automates the entire loop. One command, quality-gated reports, personalized to your projects. Gets smarter every run.

2026-03-31|5 min
claude-codeautomationresearchplugins
View all posts →
>_Ready to stop repeating yourself?

Install in 30 seconds. No config. No API keys.

$ git clone https://github.com/primeline-ai/evolving-lite ~/.claude-plugins/evolving-lite

# Add to pluginDirectories in ~/.claude/settings.json

Get Evolving LiteRead the blog →

Free. Open source. MIT licensed.

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