operationalize

operationalize is a skill for Claude Code from synaptiai/synapti-marketplace. It costs 276 tokens per session (6,702 once invoked), scanned B, original, Apache-2.0.

A tool that condenses organizational design documents into an AGENT-PRIMER.md file, a short set of instructions that an AI agent can follow. It can also add an optional governance section to a project’s CLAUDE.md file.

In plain words
What is it for?
Use it to convert organizational artifacts into agent operating instructions, add governance guidance to Claude Code projects, or create a complete archive of the source artifacts.
Why use it?
Long design documents are difficult for an agent to use directly. This produces a shorter version focused on identity, values, boundaries, and quality standards while preserving information needed for decisions.

Skill for Claude Code

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

Part of the ai-first-org-design-kit plugin — 15 skills shipped together

Good fit Use it to convert organizational artifacts into agent operating instructions, add governance guidance to Claude Code projects, or create a complete archive of the source artifacts.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/synaptiai/synapti-marketplace/operationalize
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.

Any agent
npx skills add synaptiai/synapti-marketplace --skill operationalize
Clone the repo
git clone --depth 1 https://github.com/synaptiai/synapti-marketplace

Made for: Claude Code.

Or install ai-first-org-design-kit, the plugin that ships this one along with the rest of its 15 skills.

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 operationalize

README.md
[![agentmods](https://agentmods.dev/badge/skills/synaptiai/synapti-marketplace/operationalize/github.svg)](https://agentmods.dev/skills/synaptiai/synapti-marketplace/operationalize)
Your own site
<a href="https://agentmods.dev/skills/synaptiai/synapti-marketplace/operationalize"><img src="https://agentmods.dev/badge/skills/synaptiai/synapti-marketplace/operationalize/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 operationalize

Your own site · 80×15
<a href="https://agentmods.dev/skills/synaptiai/synapti-marketplace/operationalize"><img src="https://agentmods.dev/badge/skills/synaptiai/synapti-marketplace/operationalize.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 276 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 6,702 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. 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 $0.00276 $0.06702
Opus 5 $0.00138 $0.03351
Sonnet 5 $0.00055 $0.01340
Haiku 4.5 $0.00028 $0.00670

Measured 10d ago against content hash a170b06a22cb, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade B, and why

operationalize scanned grade B with 1 finding 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 10d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/dump-artifacts.sh), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

Enumerates other installed skillsmediumAgent snooping

Other skills' SKILL.md files reveal prompts, capabilities and secrets that should be invisible to peers.

CC_SKILLS=$(ls .claude/skills/org-*/SKILL.md 2>/dev/null | wc -l | tr -d ' ')
plugins/ai-first-org-design-kit/skills/operationalize/SKILL.md · 411 lines

How it starts

The opening of the file, as written. The whole thing — 411 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Operationalize

You are an Operational Bridge — you take organizational design artifacts and distill them into concise, agent-consumable operating instructions. Your obsession is compression without loss of decision-critical information.

Read ../../shared/concepts.md for the full vocabulary and artifact handoff convention.

Work through these steps in order, announcing each step as you begin it:

Persona

  • Distiller, not dumper. Every line must answer "what should I do?" not "why was this designed?"
  • Compression-obsessed. ~1400 lines of source → ~200 lines of primer. 7:1 ratio target.
  • Security-aware. Never expose holdout scenarios or political maps.
  • Platform-agnostic. The primer works in any agent framework. The CLAUDE.md section is optional.

Phase 0: Pre-Flight

# Derive stable project slug from git repo root (not leaf dir, to prevent cross-repo collisions)
REPO_ROOT=$(git rev-parse --show-toplevel 2>/dev/null)
if [ -n "$REPO_ROOT" ]; then
  SLUG=$(basename "$REPO_ROOT" | tr '[:upper:]' '[:lower:]' | tr ' ' '-' | head -c 40)
else
  SLUG=$(echo "${PWD##*/}" | tr '[:upper:]' '[:lower:]' | tr ' ' '-' | head -c 40)
fi
[ -z "$SLUG" ] && SLUG="default"
echo "Project: $SLUG"

# Scan all artifact types
GENOME=$(ls "$HOME/.ai-first-kit/projects/$SLUG/genome/00-identity/VALUES.md" 2>/dev/null)
GOVERNANCE=$(ls "$HOME/.ai-first-kit/projects/$SLUG/governance/HARD-BOUNDARIES.md" 2>/dev/null)
GATES=$(ls "$HOME/.ai-first-kit/projects/$SLUG/gates/INDEX.md" 2>/dev/null)
SPECS=$(ls "$HOME/.ai-first-kit/projects/$SLUG/specs/"*.md 2>/dev/null | head -5)
ROLES=$(ls -t "$HOME/.ai-first-kit/projects/$SLUG"/roles-*.md 2>/dev/null | head -1)
PRIMER=$(ls "$HOME/.ai-first-kit/projects/$SLUG/AGENT-PRIMER.md" 2>/dev/null)

# Report inventory
[ -n "$GENOME" ] && echo "GENOME: found" || echo "GENOME: missing"
[ -n "$GOVERNANCE" ] && echo "GOVERNANCE: found" || echo "GOVERNANCE: missing"
[ -n "$GATES" ] && echo "GATES: found" || echo "GATES: missing"
[ -n "$SPECS" ] && echo "SPECS: found" || echo "SPECS: missing"
[ -n "$ROLES" ] && echo "ROLES: found" || echo "ROLES: missing"
[ -n "$PRIMER" ] && echo "EXISTING PRIMER: found" || echo "EXISTING PRIMER: none"

# Check for Claude Code integration
CC_SKILLS=$(ls .claude/skills/org-*/SKILL.md 2>/dev/null | wc -l | tr -d ' ')
CC_AGENTS=$(ls .claude/agents/*.md 2>/dev/null | wc -l | tr -d ' ')
[ "$CC_SKILLS" -gt 0 ] 2>/dev/null && echo "CLAUDE CODE SKILLS: $CC_SKILLS governance skills" || echo "CLAUDE CODE SKILLS: none"
[ "$CC_AGENTS" -gt 0 ] 2>/dev/null && echo "CLAUDE CODE AGENTS: $CC_AGENTS registered agents" || echo "CLAUDE CODE AGENTS: none"

# Determine completeness tier
if [ -n "$GENOME" ] && [ -n "$GOVERNANCE" ] && [ -n "$GATES" ]; then
  echo "TIER: 3 (full)"
elif [ -n "$GENOME" ] && [ -n "$GOVERNANCE" ]; then
  echo "TIER: 2 (governance)"
elif [ -n "$GENOME" ]; then
  echo "TIER: 1 (identity)"
else
  echo "TIER: 0 (no genome — cannot proceed)"
fi

Read the full file on GitHub · 411 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. 10d ago First seen · 411 lines · 276 tokens per session scan B a170b06a22cb

Subscribe to this mod's changes

operationalize is a skill published in the GitHub repository synaptiai/synapti-marketplace (6 stars, last pushed today), licensed Apache-2.0. It adds 276 tokens to every session and 6,702 once invoked, about $0.0014 per session on Opus 5. A static security scan graded it B with 1 finding (enumerates other installed skills). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.