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kernel

Name: kernel
Author: ariaxhan

By ariaxhan

Give Claude Code persistent cross-session memory and multi-agent orchestration to automate code review, enforce quality gates, run experiments on development rules, and coordinate parallel agents. Includes scientific validation of workflow improvements, automated PR reviews, and pre-commit safety checks.

npx claudepluginhub ariaxhan/kernel-claude --plugin kernel

Popularity

Stars

Top 25%

Med: 0·Avg: 285

Installs

Med: 0·Avg: 1

What's Inside

Slash Commands14

kernel:ingest

/ingest

Guided entry point. Research → classify → scope → execute. Human confirms each phase. Triggers: start, begin, do, implement, build, fix, create.

kernel:forge

/forge

Autonomous development engine with experimental self-correction. Heats solutions, hammers through iteration, quenches with quality gates, experiments on its own output. Runs until antifragile or reports why it can't be.

kernel:validate

/validate

Pre-commit verification. Build, types, lint, tests, security scan. Blocks on failure. Triggers: validate, check, verify, pre-commit, ship.

kernel:tearitapart

/tearitapart

Critical pre-implementation review. Find what AI breaks. Verdict: PROCEED, REVISE, or RETHINK. Triggers: review plan, tear apart, critique, analyze.

kernel:review

/review

Code review for PRs or staged changes. >80% confidence threshold. Verdict: APPROVE, REQUEST CHANGES, or COMMENT. Triggers: review, pr, code review.

Agents16

adversary

/adversary

QA - assume broken, find edge cases, prove with evidence

analyzer

/analyzer

Cross-task intelligence. Detects dependencies, batches related work, spots systemic patterns.

approval-learner

/approval-learner

Extracts patterns from human review decisions. Progressive rule promotion.

blind-evaluator

/blind-evaluator

Structurally separate eval agent. Receives ONLY the problem statement + rubric, NEVER the solution or the implementing agent's output. Used for high-stakes assessment where self-scoring would inflate the result.

cartographer

/cartographer

Whole-codebase reasoning with 1M context. Maps structure, dependencies, risk zones.

Skills20

api

/api

REST API design patterns. Resource naming, status codes, pagination, error responses, versioning. Triggers: api, rest, endpoint, route, http, status-code, pagination.

app-dev

/app-dev

Mobile/web app build pipeline: fastlane-first local builds, store submission, pre-submission checklists. Triggers: app, mobile, store submission, build, deploy app, fastlane, expo, react native, flutter.

architecture

/architecture

System architecture and design patterns. Modular design, interface stability, dependency management, AI-code health nexus. Triggers: architecture, design, structure, modules, dependencies, coupling, system design.

backend

/backend

Backend architecture patterns. Repository pattern, caching, queues, N+1 prevention, transactions. Triggers: backend, server, database, cache, redis, queue, repository, service.

build

/build

Solution exploration and implementation. Generate 2-3 approaches, pick simplest. Never implement first idea. Triggers: build, implement, create, feature, add.

Hooks1

Event Hooks

Bash

File writes

15 hooks across 8 events

Stats

Version7.20.0

ReleasedJun 7, 2026

LanguageJavaScript

Stars11

MaintenanceExcellent

LicenseMIT

Last CommitJun 16, 2026

AddedJan 20, 2026

Actions

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Available In

kernel-marketplace11

Safety Signals

Caution

Executes bash commands

Hook triggers when Bash tool is used

Modifies files

Hook triggers on file write and edit operations

README

KERNEL

Claude Code learns from itself.

Your agent forgets everything when you close it. KERNEL gives it persistent memory, multi-agent orchestration, and a scientific experiment engine that proves which rules actually work. Every session makes it smarter about YOUR project.

Install

Claude Code (Terminal)

/plugin marketplace add ariaxhan/kernel-claude
/plugin install kernel
/kernel:init

Claude Desktop

Open Customize (sidebar) → Personal plugins
Click + → Add marketplace from GitHub
Enter: ariaxhan/kernel-claude
Click the KERNEL plugin → Install
In a project, run /init to set up memory

Cursor

Install via Claude Code or Claude Desktop first. Cursor shares the same plugin configuration automatically.

See docs/QUICKSTART.md for the full setup guide.

What It Does

Memory That Compounds

AgentDB remembers what worked, what broke, and where you left off — across every session. Not just logs. Weighted retrieval surfaces the learnings that matter (top 7% deliver 80% of value) while pruning what doesn't. Your agent stops repeating the same mistakes.

Agents That Coordinate

13 specialized agents route by complexity. Tier 1 (1-2 files) executes directly. Tier 2+ spawns surgeons to implement and an adversary to verify. The adversary checks coordination first (file overlap, scope drift, duplicate work) because our telemetry proved coordination failures are 4.3x more impactful than code bugs.

Agent	Role
Surgeon	Minimal-diff implementation. Checkpoints to AgentDB.
Adversary	Coordination verification + code quality. Assumes broken until proven.
Reviewer	11-phase code review, >80% confidence threshold.
Researcher	Finds solutions before building. Anti-patterns first.
Scout	Maps codebase structure, detects tooling, identifies risk.
Validator	Pre-commit: tests, lint, types, security scan.
Triage	Fast complexity classifier before expensive work.

Rules That Prove Themselves

The experiment engine treats every rule as a hypothesis. It seeds them from your CLAUDE.md, designs experiments, runs them against AgentDB telemetry, and graduates rules that survive or kills rules that don't. 22 rules graduated from 107 hypotheses across 205 experiments. The forge command uses this: after building, it tempers — experiments on its own output, discovers emergent patterns, and self-corrects before shipping.

Skills That Load On-Demand

20 skills (testing, security, debug, api, backend, architecture, etc.) load when relevant — not at startup. Each is a methodology: HOW to approach a problem, not just tools to use.

Daily Use

Start with /ingest — the universal entry point. Reads memory, classifies your task, routes to the right agent.

/ingest add user authentication to the app

Run overnight with /forge — autonomous engine. Generates competing approaches, iterates against tests, adversarial review, experiments on output. Come back to shipped code.

Save with /handoff before closing. Next session, /ingest auto-resumes from where you left off.

Check with /validate before committing. Tests, lint, types, security.

Note: In Claude Code terminal, commands use the kernel: prefix (/kernel:ingest). In Claude Desktop and Cursor, they appear without the prefix (/ingest).

Commands

Terminal	Desktop/Cursor	What It Does
`/kernel:ingest`	`/ingest`	Guided flow — classify, scope, execute. Auto-resumes from handoffs.
`/kernel:forge`	`/forge`	Autonomous — heat/hammer/quench/temper/anneal until antifragile
`/kernel:experiment`	`/experiment`	Run the hypothesis engine — seed, test, graduate, kill rules
`/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 — 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

Updating KERNEL

Quick Update (CLI)

/plugin marketplace update kernel-marketplace
/plugin update kernel@kernel-marketplace
/reload-plugins

Enable Auto-Update (Recommended)

Type /plugin and go to the Marketplaces tab
Select kernel-marketplace
Toggle Enable auto-update

Stuck on an Old Version?

View full README on GitHub

kernel

Popularity

What's Inside

Confidence

README

KERNEL

Install

Claude Code (Terminal)

Claude Desktop

Cursor

What It Does

Memory That Compounds

Agents That Coordinate

Rules That Prove Themselves

Skills That Load On-Demand

Daily Use

Commands

Updating KERNEL

Quick Update (CLI)

Enable Auto-Update (Recommended)

Stuck on an Old Version?

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KERNEL

Install

Claude Code (Terminal)

Claude Desktop

Cursor

What It Does

Memory That Compounds

Agents That Coordinate

Rules That Prove Themselves

Skills That Load On-Demand

Daily Use

Commands

Updating KERNEL

Quick Update (CLI)

Enable Auto-Update (Recommended)

Stuck on an Old Version?

Popularity

Health & Quality

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nexus-agents

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