resonate-external-system-of-record-pattern-python

resonate-external-system-of-record-pattern-python is a skill for Claude Code, Codex from resonatehq/resonate-skills. It costs 72 tokens per session (2,022 once invoked), scanned A, original, Apache-2.0.

A Python workflow pattern for keeping Resonate and an external source of truth consistent. A system of record is the authoritative place for business data, such as an account balance, order status, or ledger entry.

In plain words
What is it for?
Use it when Resonate workflows update PostgreSQL, TigerBeetle, Kafka, or similar external systems whose stored business state must remain authoritative.
Why use it?
It helps prevent workflow state from disagreeing with a database, ledger, message broker, or other durable store. Writes are made safely and can be retried after failures.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: positional $N argument.

Good fit Use it when Resonate workflows update PostgreSQL, TigerBeetle, Kafka, or similar external systems whose stored business state must remain authoritative.

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Install with agentmods
npx agentmods add skills/resonatehq/resonate-skills/resonate-external-system-of-record-pattern-python
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 resonatehq/resonate-skills --skill resonate-external-system-of-record-pattern-python
Clone the repo
git clone --depth 1 https://github.com/resonatehq/resonate-skills

Made for: Claude Code, Codex.

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.

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README.md
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Your own site
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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.

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Your own site · 80×15
<a href="https://agentmods.dev/skills/resonatehq/resonate-skills/resonate-external-system-of-record-pattern-python"><img src="https://agentmods.dev/badge/skills/resonatehq/resonate-skills/resonate-external-system-of-record-pattern-python.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 72 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,022 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 $0.00072 $0.02022
Opus 5 $0.00036 $0.01011
Sonnet 5 $0.00014 $0.00404
Haiku 4.5 $0.00007 $0.00202

Measured 11d ago against content hash fb047c3ef335, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

resonate-external-system-of-record-pattern-python 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 11d 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.

resonate-external-system-of-record-pattern-python/SKILL.md · 184 lines

How it starts

The opening of the file, as written. The whole thing — 184 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Resonate External System of Record Pattern — Python

Overview

When a Resonate workflow touches an external system that has its own durability (a database, a ledger, a message broker), that external system often is or should be the system of record (SoR). Resonate's role is to coordinate the steps, guarantee at-least-once execution, and make each step idempotent against the SoR.

The pattern is language-agnostic in intent; the Python expression uses standard DB-API connections, TigerBeetle / similar clients via r.with_dependency(obj), and the ctx.run envelope to ensure each write is checkpointed exactly once.

Core principle

Write to the system of record first. Read from it as ground truth. Never let Resonate's promise state contradict the SoR.

Resonate stores its state — what step succeeded, what the result was, which promise is pending. The SoR stores the business state — the account balance, the order status, the ledger entry. When these contradict, the SoR wins; Resonate's job is to converge toward it.

Basic shape

from __future__ import annotations
import asyncio, os
from typing import TYPE_CHECKING
import psycopg
from resonate.resonate import Resonate

if TYPE_CHECKING:
    from resonate.context import Context

r = Resonate(url=os.environ.get("RESONATE_URL", "http://localhost:8001"))
db = psycopg.connect(DATABASE_URL, autocommit=True)
r.with_dependency(db)

async def create_order(ctx: Context, order_id: str, customer_id: str, amount: float) -> dict:
    # Write to SoR first with idempotency
    await ctx.run(insert_order_row, order_id, customer_id, amount)

    # Dependent effects only after SoR write succeeds
    await ctx.run(send_confirmation_email, customer_id, order_id)
    await ctx.run(enqueue_fulfillment, order_id)

    return {"order_id": order_id, "status": "created"}

r.register(create_order)


async def insert_order_row(ctx: Context, order_id: str, customer_id: str, amount: float) -> None:
    db = ctx.get_dependency(psycopg.Connection)
    # INSERT ... ON CONFLICT DO NOTHING — idempotent against retries
    db.execute(
        """
        INSERT INTO orders (id, customer_id, amount, status)
        VALUES (%s, %s, %s, 'created')
        ON CONFLICT (id) DO NOTHING
        """,
        (order_id, customer_id, amount),
    )

Read the full file on GitHub · 184 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. 11d ago First seen · 184 lines · 72 tokens per session scan A fb047c3ef335

Subscribe to this mod's changes

resonate-external-system-of-record-pattern-python is a skill published in the GitHub repository resonatehq/resonate-skills (6 stars, last pushed 19d ago), licensed Apache-2.0. It adds 72 tokens to every session and 2,022 once invoked, about $0.0004 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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