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integrate

integrate is a command for Claude Code from zircote/subcog. It costs 12 tokens per session (3,536 once invoked), scanned A, original, MIT.

A command for examining and improving AI prompts, skills, commands, and settings so they can use a persistent memory system. Persistent memory means saved information that remains available across sessions.

In plain words
What is it for?
Use it to audit or enhance CLAUDE.md files, system prompts, skills, commands, hooks, and MCP tool usage, or create a memory-aware skill.
Why use it?
It helps connect existing AI instructions and tools to stored project knowledge instead of leaving them unaware of relevant past context.

Command for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: reads .claude/ paths; mentions CLAUDE.md; names the AskUserQuestion tool.

Part of the subcog plugin — 4 skills, 9 commands, 5 hooks shipped together

not rated 29repo 2mo ago A scan 12 tokens original MIT

Good fit Use it to audit or enhance CLAUDE.md files, system prompts, skills, commands, hooks, and MCP tool usage, or create a memory-aware skill.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/zircote/subcog/integrate
View source ↗ zircote/subcog
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/zircote/subcog

Made for: Claude Code.

Or install subcog, the plugin that ships this one along with the rest of its 4 skills, 9 commands, 5 hooks.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for integrate

README.md
[![agentmods](https://agentmods.dev/badge/commands/zircote/subcog/integrate/github.svg)](https://agentmods.dev/commands/zircote/subcog/integrate)
Your own site
<a href="https://agentmods.dev/commands/zircote/subcog/integrate"><img src="https://agentmods.dev/badge/commands/zircote/subcog/integrate/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for integrate

Your own site · 80×15
<a href="https://agentmods.dev/commands/zircote/subcog/integrate"><img src="https://agentmods.dev/badge/commands/zircote/subcog/integrate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 12 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 3,536 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00012 $0.03536
Opus 5.5 $0.00005 $0.01414
Sonnet 5.5 $0.00002 $0.00707
Haiku 4.5 $0.00001 $0.00354

Measured 1mo ago against content hash 928781b33253, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

integrate scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

commands/integrate.md · 475 lines

How it starts

The opening of the file, as written. The whole thing — 475 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/subcog:integrate

Analyze, enhance, or create AI prompts, skills, commands, and configurations to leverage Subcog's persistent memory system effectively.

Usage

/subcog:integrate                           # Interactive mode (recommended)
/subcog:integrate --analyze                 # Analyze current project for integration opportunities
/subcog:integrate --enhance CLAUDE.md       # Enhance specific file
/subcog:integrate --create skill            # Create new memory-aware artifact

Interactive Workflow

Step 1: Discover Current State

  1. Check for existing Subcog integration:
    • Read project CLAUDE.md if exists
    • Read ~/.claude/CLAUDE.md if exists
    • Check for hooks/hooks.json or .claude/hooks.json
    • Scan skills/ and commands/ directories
  2. Call subcog_status to verify memory system is healthy
  3. Call subcog_recall with query "subcog integration patterns" to surface existing guidance

Step 2: Ask What to Analyze/Enhance

Use AskUserQuestion to present options:

  • CLAUDE.md / System Prompts
  • Skills & Commands
  • Hooks Configuration
  • MCP Tool Usage Patterns
  • All of the above (comprehensive audit)

Step 3: Perform Analysis

Based on selection, analyze artifacts and generate recommendations.

Step 4: Present Recommendations

Show a structured report with:

  • Current state summary
  • Missing integration points
  • Specific recommendations with code snippets
  • Priority ranking (high/medium/low impact)

Step 5: Offer to Apply Changes

Ask user which recommendations to apply, then make the changes.

Analysis Patterns

Check for:

  • Subcog Memory Protocol section exists
  • subcog_init call instruction at session start
  • Recall-before-implement pattern documented
  • Capture-immediately guidance present
  • MCP-only access pattern specified (no shell commands)
  • Namespace guidance for the project domain

Read the full file on GitHub · 475 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 475 lines · 12 tokens per session scan A 928781b33253

Subscribe to this mod's changes

integrate is a command published in the GitHub repository zircote/subcog (29 stars, last pushed 2mo ago), licensed MIT. It adds 12 tokens to every session and 3,536 once invoked, about $0.0000 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Building agentsMemory and contextaiai-assistantclideveloper-toolsembeddingshybrid-search
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