Core D-ND plugin — safety hooks, system awareness, Sinapsi communication, compact protection, autonomous decision cycle, assertion verification. Parametric: adapts to any TMx node via environment variables.
Define testable claims about your project, run them, and crystallize results into a seed. Use when you need to verify that theory matches implementation, track what passes and what breaks, and identify where potential is blocked.
Detect gaps, implement fixes, crystallize learnings. Use when something fails, when a pattern repeats, or when the system encounters a problem it should not encounter again.
The reflective layer. Before acting, ask the right question. After acting, check what you missed. Translates semantic dynamics into executable patterns. Activates when direction is unclear, when corrections happen, when the system loops.
Seed-driven autonomous decision cycle. Loads project state from multiple sources, analyzes tensions and momentum, decides ONE action, executes it, verifies the outcome, and updates the seed. Use for autonomous research, maintenance, or any recurring decision-making process.
Auto-optimize skills through mutate-verify loops. Use when skill tests show failures or when asked to optimize a skill.
Matches all tools
Hooks run on every tool call, not just specific ones
Executes bash commands
Hook triggers when Bash tool is used
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Modifies files
Hook triggers on file write and edit operations
Modifies files
Hook triggers on file write and edit operations
Uses power tools
Uses Bash, Write, or Edit tools
Uses power tools
Uses Bash, Write, or Edit tools
Your AI coder starts every session from zero. It forgets what it learned, repeats mistakes, loses context when the window compacts. You tell it the same things over and over.
This seed fixes that.
Install it in your project. The AI coder reads it and configures itself with hooks, memory, safety guards, and skills. What it learns persists. What it breaks, it catches first. When context compacts, it recovers.
Works with Claude Code, Cursor, Copilot, Gemini, and any AI coder that reads project files.
| Before | After |
|---|---|
| Starts from zero every session | Reads persistent memory, knows where it left off |
| Makes destructive mistakes silently | Safety guard catches 9 dangerous patterns before execution |
| Loses everything on context compaction | Pre-compact captures state, post-compact restores it |
| No structure for complex decisions | 103 skills for reasoning, evaluation, self-improvement |
| You remind it of project conventions | CLAUDE.md + hooks enforce them automatically |
git clone https://github.com/GrazianoGuiducci/d-nd-seed.git
cd d-nd-seed
# Preview what will be generated
./install.sh profiles/example.json --dry-run
# Install
./install.sh profiles/example.json
The installer reads your profile, adapts the templates, writes the configuration. Three files minimum: CLAUDE.md (identity), settings.json (hooks), MEMORY.md (persistent memory). Everything else is optional.
17 hook templates that fire automatically:
| Hook | When | What it does |
|---|---|---|
| Safety Guard | Before every edit/command | Catches destructive operations before they execute |
| System Awareness | Session start | Scans repos, git state, API health, unread messages |
| Session Monitor | Every tool call | Tracks boot compliance, guards memory writes, periodic reminders |
| Pre/Post Compact | Context compaction | Captures essential state before, restores it after |
| Cascade Check | After modifications | Asks: who else in the system needs to know? |
| Skill Health | Session start | Verifies skills have tests and triggers don't overlap |
Each hook carries its own eval tests. You can verify they work.
103 skills across three categories:
| Category | Count | For |
|---|---|---|
| Plugin skills | 17 | eval, dream, auto-learn, CEC, propagation, self-setup |
| Coder skills | 42 | Architecture, testing, debugging, deployment, review |
| Thinker skills | 44 | Reasoning, analysis, strategy (bilingual IT/EN, for Chat AI) |
Cognitive kernels — system prompts that shape how the AI thinks:
kernel_base — observe, relate, emerge, integratekernel_coder — safety, reversibility, multi-repo awareness, verification before assertionGodel plugin — an inverted oracle. It does not answer questions. It inverts assumptions. You give it a tension, it shows you what you were hiding. Pre-built configurations for sales, research, finance.
A profile describes your environment. The installer uses it to generate everything:
{
"node_id": "MY_NODE",
"project_dir": "/path/to/project",
"repos": [
{ "name": "my-app", "path": "my-app", "branch": "main" }
]
}
Optional: vps_url, godel config, sinapsi_for (inter-node messaging). See profiles/example.json.
Hooks fire at the right moments. You do not invoke them.
At session start, the system scans your repos and tells the AI what changed. Before every tool call, the safety guard checks for destructive patterns. When context compacts, the pre-compact hook captures the reasoning state — what you were doing, why, what was next. The post-compact hook restores it.
Skills activate when the context requires them. The AI evaluates its own skills (/eval), consolidates its memory (/dream), learns from its mistakes (/auto-learn). Every skill carries its own tests.
The seed adapts to the host. It reads the environment, generates configuration for it, then the configuration maintains itself. The seed file is no longer needed — it became the system it generated.
npx claudepluginhub grazianoguiducci/d-nd-seed --plugin d-nd-core(Alpha) Persistent memory, architectural decisions, and safety guardrails for Claude Code. Your agent starts every session with full project context — stack, decisions, patterns, safety rules, and a handoff from the previous session.
Harness for Claude Code — skills, /harness:* slash commands, persona subagents, lifecycle hooks, and MCP tools without per-repo `harness setup`. Sibling plugins exist for Cursor, Gemini CLI, and Codex.
Complete collection of battle-tested Claude Code configs from an Anthropic hackathon winner - agents, skills, hooks, and rules evolved over 10+ months of intensive daily use
Harness engineering for Claude Code — hook-enforced dual review, state-machine gates, and fail-closed safety where it counts.
Automatic context engineering — observes your coding sessions and generates rules, suggestions, skills, and hooks so Claude gets smarter on your codebase over time
Thoughtbox observability, protocol enforcement, and CLI for Claude Code