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-saga-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-saga-pattern-python)<a href="https://agentmods.dev/skills/resonatehq/resonate-skills/resonate-saga-pattern-python"><img src="https://agentmods.dev/badge/skills/resonatehq/resonate-skills/resonate-saga-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-saga-pattern-python"><img src="https://agentmods.dev/badge/skills/resonatehq/resonate-skills/resonate-saga-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 | $0.00050 | $0.02182 |
| Opus 5.5 | $0.00020 | $0.00873 |
| Sonnet 5.5 | $0.00010 | $0.00436 |
| Haiku 4.5 | $0.00005 | $0.00218 |
Grade A, and why
resonate-saga-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 — 258 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Resonate Saga Pattern — Python
Overview
A saga is a long-running transaction split into smaller steps, each with a compensating action. Forward steps run top-to-bottom; on failure, compensations run bottom-to-top to restore consistency. Python's native try/except expresses this cleanly when the durable function uses await ctx.run(...) for each step.
For the TS version's mental model, see resonate-saga-pattern-typescript. The Python expression differs in syntax (try/except instead of try/catch, async def + await instead of function* + yield) and in how compensation lists are collected.
When to use
- Multi-step workflow where intermediate state is visible to other consumers (charge a card → create shipment)
- Each step is idempotent or inexpensive to retry individually
- Compensation logic exists for every committed step
- You need "all or nothing" consistency without a distributed transaction
Don't use when steps are a pure in-memory pipeline (use sequential ctx.run calls without compensation), or when you have access to a single DB transaction that covers all steps.
Basic shape
from __future__ import annotations
import asyncio, os, time
from typing import TYPE_CHECKING
from resonate.resonate import Resonate
from resonate.retry import Never
if TYPE_CHECKING:
from resonate.context import Context
r = Resonate(url=os.environ.get("RESONATE_URL", "http://localhost:8001"), retry_policy=Never())
async def place_order(ctx: Context, order_id: str) -> dict:
# Step 1: reserve inventory
flight = await ctx.run(reserve_flight, order_id)
# Step 2: charge (compensate flight on failure)
try:
hotel = await ctx.run(reserve_hotel, order_id)
except Exception:
await ctx.run(release_flight, flight)
raise
# Step 3: charge (compensate hotel + flight on failure)
try:
charge = await ctx.run(charge_card, order_id)
except Exception:
await ctx.run(release_hotel, hotel)
await ctx.run(release_flight, flight)
raise
return {"status": "success", "order_id": order_id,
"flight": flight, "hotel": hotel, "charge": charge}
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 · 258 lines · 50 tokens per session scan A c563c24befa1
resonate-saga-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 50 tokens to every session and 2,182 once invoked, about $0.0002 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.
Other skills, from other repositories
create-pubsub-python
Creates a Dapr pub/sub app in Python with FastAPI (publisher, subscriber or both) and declarative, programmatic or streaming subscriptions. Use for "create a pub/sub app in Python" or "build a FastAPI publisher and subscriber with Dapr". For an existing app use add-pubsub-python.
create-workflow-python
Creates a Dapr workflow app in Python, run locally with dapr run. Use for "create a workflow in Python" or "build a workflow app in Python". For Diagrid Catalyst use the catalyst-ai plugin.
add-pubsub-python
Adds Dapr pub/sub to an existing Python FastAPI app. Keeps its subscription type, shows a plan for approval, then makes targeted edits and checks imports after each. Use for "add pub/sub to my FastAPI app" or "make this Python service subscribe to a Dapr topic". For a new app use create-pubsub-python.
fastapi-pro
Production FastAPI patterns — async endpoints, SQLAlchemy 2.0 async, Pydantic V2, dependency injection, JWT auth, testing. Use for Python 3.11+ FastAPI backends. NOT for Django (→ django-patterns) or Node.js (→ backend-patterns).
stripe-projects
Use after E2B sandbox/API access has been provisioned through Stripe Projects and the user needs to use the resulting E2B API key with the E2B CLI, JavaScript SDK, Python SDK, or Code Interpreter SDK.
azure-mgmt-botservice-py
Azure Bot Service Management SDK for Python. Use for creating, managing, and configuring Azure Bot Service resources. Triggers: "azure-mgmt-botservice", "AzureBotService", "bot management", "conversational AI", "bot channels".