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.
npx skills add resonatehq/resonate-skills --skill resonate-external-system-of-record-pattern-pythongit clone --depth 1 https://github.com/resonatehq/resonate-skillsWrote 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.
[](https://agentmods.dev/skills/resonatehq/resonate-skills/resonate-external-system-of-record-pattern-python)<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/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.
<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>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00072 | $0.02022 |
| Opus 5.5 | $0.00029 | $0.00809 |
| Sonnet 5.5 | $0.00014 | $0.00404 |
| Haiku 4.5 | $0.00007 | $0.00202 |
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 2mo 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.
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),
)
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.
- 2mo ago First seen · 184 lines · 72 tokens per session scan A fb047c3ef335
resonate-external-system-of-record-pattern-python is a skill published in the GitHub repository resonatehq/resonate-skills (7 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 72 tokens to every session and 2,022 once invoked, about $0.0003 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 2026-08-31.
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