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npx claudepluginhub ariaxhan/kernel-claudeClaude Code learns from itself. KERNEL gives your agent persistent memory (AgentDB), multi-agent orchestration (13 agents, tiered routing), and a scientific experiment engine that proves which rules actually work. Your agent remembers failures across sessions, coordinates parallel work without merge conflicts, and evolves its own methodology through hypothesis testing. 19 skills, 13 commands, auto-adapting project profiles.
Claude Code marketplace entries for the plugin-safe Antigravity Awesome Skills library and its compatible editorial bundles.
Directory of popular Claude Code extensions including development tools, productivity plugins, and MCP integrations
Curated collection of 141 specialized Claude Code subagents organized into 10 focused categories
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Permanent memory and multi-agent orchestration for Claude Code.
Claude Code forgets everything when you close it. KERNEL gives it memory that persists forever—what worked, what broke, where you left off. Every conversation makes Claude Code smarter about YOUR project.
/plugin marketplace add ariaxhan/kernel-claude
/plugin install kernel
/kernel:init
ariaxhan/kernel-claude/init to set up memoryInstall via Claude Code or Claude Desktop first. Cursor shares the same plugin configuration automatically.
See docs/QUICKSTART.md for the full setup guide.
Claude Code remembers everything across sessions. What worked. What broke. Where you left off. Lessons learned. It's all saved in _meta/ and persists forever.
Specialized helpers for different tasks:
KERNEL automatically routes your requests:
| Tier | Files | Approach |
|---|---|---|
| 1 | 1-2 | Execute directly. No subagents needed. |
| 2 | 3-5 | Spawn surgeon agents to implement. |
| 3 | 6+ | Surgeon agents implement; adversary agents verify. |
Skills are methodologies that load on-demand. When you mention "debug" or "security," the relevant skill loads automatically. Skills inform HOW agents work.
| Skill | What It Does |
|---|---|
debug | Scientific debugging: reproduce, hypothesize, binary search to root cause |
testing | Test behavior not implementation; edge cases over happy paths |
tdd | Test-driven: red-green-refactor cycle, tests before code |
security | Input validation, auth, secrets management, OWASP top 10 |
api | REST design: resource naming, status codes, pagination, versioning |
backend | Repository pattern, caching, queues, N+1 prevention |
e2e | Playwright: Page Object Model, flaky test strategies |
refactor | Behavior-preserving transforms; tests green before AND after |
design | Frontend aesthetics; break generic AI patterns |
architecture | System design, modules, dependencies, coupling |
git | Atomic commits, conventional messages, branch strategies |
context-mgmt | Token management, compaction strategies, handoffs |
orchestration | Multi-agent coordination, contracts, fault tolerance |
performance | Measure before optimizing; identify real bottlenecks |
eval | Eval-driven development for AI workflows |
Skills live in skills/{name}/SKILL.md. Each has a reference doc in skills/{name}/reference/.
Start every request with /ingest
This is the universal entry point. It reads memory, classifies your task, picks the right approach, and routes to the right agent. Always start here.
/ingest add user authentication to the app
Or just type /ingest and describe what you want on the next line.
Note: In Claude Code terminal, commands use the
kernel:prefix (/kernel:ingest). In Claude Desktop and Cursor, they appear without the prefix (/ingest). Same functionality, different naming.
Check: /kernel:validate before committing
Save: /kernel:handoff before closing
| Terminal | Desktop/Cursor | What It Does |
|---|---|---|
/kernel:ingest | /ingest | Guided flow — classify, scope, execute with human confirmation |
/kernel:forge | /forge | Autonomous engine — heat/hammer/quench/anneal until antifragile |
/kernel:dream | /dream | Creative exploration — 3 perspectives, 4-persona stress test |
/kernel:diagnose | /diagnose | Systematic debugging + refactor analysis before fixing |
/kernel:retrospective | /retrospective | Cross-session learning synthesis + pattern promotion |
/kernel:metrics | /metrics | Observability dashboard — sessions, agents, hooks, learnings |
/kernel:validate | /validate | Pre-commit quality gates |
/kernel:tearitapart | /tearitapart | Critical pre-implementation review |
/kernel:review | /review | Code review for PRs |
/kernel:handoff | /handoff | Save progress for next session |
/kernel:init | /init | Setup (run once per project) |
/kernel:help | /help | Show help |
If you're developing KERNEL locally, symlink the cache to avoid stale copies: