digital-twin-sync-workflow

digital-twin-sync-workflow is a skill for Claude Code from synaptiai/agent-capability-standard. It costs 45 tokens per session (2,765 once invoked), scanned A, original, Apache-2.0.

A workflow for keeping a digital twin—a computer model of a real system—in step with current signals from that system. It compares new information with the model, records changes and anomalies, and includes checks before actions are taken.

In plain words
What is it for?
Use it to update a digital twin from APIs, files, streams, or sensors, detect drift, assess risk, forecast changes, and maintain an audit trail.
Why use it?
It addresses the problem of a digital model becoming different from reality. It keeps updates traceable and provides verification and rollback when something goes wrong.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: agent in frontmatter.

Part of the agent-capability-standard plugin — 42 skills, 2 hooks shipped together

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.

agentmods
npx agentmods add skills/synaptiai/agent-capability-standard/digital-twin-sync-loop
Any agent
npx skills add synaptiai/agent-capability-standard --skill digital-twin-sync-loop
Clone the repo
git clone --depth 1 https://github.com/synaptiai/agent-capability-standard

Made for: Claude Code.

Or install agent-capability-standard, the plugin that ships this one along with the rest of its 42 skills, 2 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 digital-twin-sync-workflow

README.md
[![agentmods](https://agentmods.dev/badge/skills/synaptiai/agent-capability-standard/digital-twin-sync-loop.svg)](https://agentmods.dev/skills/synaptiai/agent-capability-standard/digital-twin-sync-loop)
Your own site
<a href="https://agentmods.dev/skills/synaptiai/agent-capability-standard/digital-twin-sync-loop"><img src="https://agentmods.dev/badge/skills/synaptiai/agent-capability-standard/digital-twin-sync-loop.svg" alt="Measured on agentmods" height="20"></a>
Per session 45 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,765 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00045 $0.02765
Opus 5 $0.00023 $0.01383
Sonnet 5 $0.00009 $0.00553
Haiku 4.5 $0.00005 $0.00277

Measured 5d ago against content hash 30b4e3dd9b06, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

digital-twin-sync-workflow 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 5d 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.

skills/digital-twin-sync-loop/SKILL.md · 330 lines

How it starts

The opening of the file, as written. The whole thing — 330 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Intent

Synchronize a digital twin with real-time signals and keep it grounded, safe, and auditable. This workflow maintains alignment between the real world and its digital representation.

This workflow is designed to model both real and digital systems using the canonical world-state schema:

  • reference/world_state_schema.yaml

Success criteria:

  • Twin snapshot updated with latest signals
  • All drift and anomalies detected and documented
  • Risk assessed and forecasted with evidence
  • Actions executed only after checkpoint and approval
  • Complete audit trail with provenance
  • Rollback available if verification fails

Compatible schemas:

  • reference/world_state_schema.yaml
  • reference/event_schema.yaml
  • reference/workflow_catalog.yaml

Inputs

Parameter Required Type Description
sources Yes array Data sources to ingest (APIs, files, streams, sensors)
world_id Yes string Identifier for the digital twin being synchronized
constraints No object Policy limits, thresholds, timing constraints
prior_snapshot No object Previous twin state for delta computation
sync_mode No enum full | incremental | delta_only (default: incremental)

Preconditions (hard gates)

  1. Policy constraints must exist (/constrain)
  2. Checkpoint before mutation (/checkpoint)
  3. Any external side effects require explicit approval (do not send without approval)

Procedure

  1. Ensure baseline exists: If no twin snapshot exists, start with /world-model-workflow

Then execute the sync loop:

  1. Invoke /receive → store receive_out

    • Ingest signals from configured sources
  2. Invoke /transform to normalize to canonical events → transform_out

    • Convert raw signals to event schema format
  3. Invoke /integrate to merge events with prior twin snapshot → integrate_out

    • Combine new events with existing state

Read the full file on GitHub · 330 lines

Files

What ships with it

5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 5d ago First seen · 330 lines · 45 tokens per session scan A 30b4e3dd9b06

Subscribe to this mod's changes

digital-twin-sync-workflow is a skill published in the GitHub repository synaptiai/agent-capability-standard (4 stars, last pushed 6d ago), licensed Apache-2.0. It adds 45 tokens to every session and 2,765 once invoked, about $0.0002 per session on Opus 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 2026-08-31.

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