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 djscheuf/agentic-dev-ecosystem-template --skill cadence-workflow-orchestrationgit clone --depth 1 https://github.com/djscheuf/agentic-dev-ecosystem-templateWrote 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/djscheuf/agentic-dev-ecosystem-template/cadence-workflow-orchestration)<a href="https://agentmods.dev/skills/djscheuf/agentic-dev-ecosystem-template/cadence-workflow-orchestration"><img src="https://agentmods.dev/badge/skills/djscheuf/agentic-dev-ecosystem-template/cadence-workflow-orchestration/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/djscheuf/agentic-dev-ecosystem-template/cadence-workflow-orchestration"><img src="https://agentmods.dev/badge/skills/djscheuf/agentic-dev-ecosystem-template/cadence-workflow-orchestration.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 | $0.00053 | $0.02384 |
| Opus 5.5 | $0.00021 | $0.00954 |
| Sonnet 5.5 | $0.00011 | $0.00477 |
| Haiku 4.5 | $0.00005 | $0.00238 |
Grade A, and why
cadence-workflow-orchestration 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 1mo 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 — 192 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Cadence Workflow Orchestration
What is Cadence?
Cadence is an open-source fault-oblivious stateful programming model: a durable virtual memory that is not tied to a specific process and preserves full application state — including function stacks and local variables — across host and software failures. You write ordinary code; Cadence guarantees it keeps running (and resumes exactly where it left off) even if the process, host, or network fails.
A Cadence application is composed of Workflows (durable orchestration code) and Activities (the actual side effects: API calls, DB writes, file I/O). Workers are processes you run that host your Workflow and Activity code and poll the Cadence service for work. The Cadence service (frontend/history/matching) is the stateless backend that stores workflow state and durable timers, backed by Cassandra/MySQL/PostgreSQL. External clients (your app code, a CLI, a UI) start, signal, query, and cancel workflow executions via the service's gRPC API.
Official SDKs: Go and Java (production-ready). Community SDKs: Python and Ruby. This skill covers Go and Python client development for local workflow/activity authoring, testing, and debugging. It does not cover production cluster operations (multi-node deployment, Cassandra/ Elasticsearch tuning, cross-DC replication) — see the Operation Guide upstream for that.
Glossary
- Workflow: Deterministic orchestration code that survives crashes by replaying its Event History. Workflows delegate all side effects to Activities.
- Activity: A normal function that performs one side effect (HTTP call, DB write, file I/O). Runs in a standard runtime, is retried on failure, and should be idempotent.
- Worker: A long-lived process that connects to the Cadence service, registers Workflow/Activity implementations, polls a Task List, and executes the tasks it receives.
- Task List: A named queue the Cadence service uses to dispatch Decision Tasks (to run/resume a workflow) and Activity Tasks (to run an activity) to Workers.
- Decision Task: A unit of work delivered to a workflow worker telling it to advance a workflow.
- Domain: A logical isolation boundary for workflows, registered via the CLI or API before you can run anything in it.
- Workflow Execution: One running instance of a Workflow, identified by a
WorkflowIDandRunID, with an immutable Event History used to recover state after a crash. - Determinism: A Workflow function must produce the same sequence of decisions on every replay.
No direct
time.Now(), random numbers, network calls, or unordered goroutine/thread scheduling — use the SDK's deterministic equivalents (workflow.Now,workflow.SideEffect,workflow.Channel,workflow.Selectorin Go). - Idempotency: Activities may run more than once (retries), so their side effects should be safe to repeat.
- Retry Policy: Governs how failed Activity (and, since decision failures are handled differently, Workflow) executions are retried: initial interval, backoff coefficient, max interval, max attempts.
- Heartbeat: A periodic "still alive" signal from a long-running Activity to the service; can also checkpoint progress and deliver cancellation.
- Signal: An async message sent into a running Workflow Execution.
- Query: A synchronous, read-only request against a running Workflow Execution's in-memory state.
- Continue-As-New: A workflow atomically completes its current run and starts a new run with a fresh Event History, used to keep long-running/looping workflows' histories small.
- Cadence Service: The cluster (Frontend / History / Matching / Internal Worker services) that
stores workflow state and routes tasks. Locally, a single
cadence-serverprocess backed by embedded SQLite is sufficient.
What ships with it
38 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.
- 00-get-started/local-quickstart.md 2.6 KB
- 01-concepts/activities.md 5.3 KB
- 01-concepts/events-and-queries.md 2.9 KB
- 01-concepts/task-lists.md 1.9 KB
- 01-concepts/timers-and-schedules.md 5.8 KB
- 01-concepts/topology.md 4.6 KB
- 01-concepts/workflows.md 4.6 KB
- 02-go-client/activities.md 5.5 KB
- 02-go-client/child-workflows-and-messaging.md 6.0 KB
- 02-go-client/control-flow.md 6.5 KB
- 02-go-client/error-handling-and-retries.md 4.8 KB
- 02-go-client/sessions-and-tracing.md 4.8 KB
- 02-go-client/testing-and-replay.md 7.1 KB
- 02-go-client/workflows-and-workers.md 6.3 KB
- 03-python-client/control-flow.md 6.8 KB
- 03-python-client/feature-gaps.md 3.4 KB
- 03-python-client/messaging.md 5.6 KB
- 03-python-client/retries-and-error-handling.md 5.5 KB
- 03-python-client/setup-and-workers.md 3.9 KB
- 03-python-client/testing.md 3.8 KB
- 03-python-client/workflows-and-activities.md 5.5 KB
- 04-configuration/client-connection.md 4.3 KB
- 04-configuration/local-server-config.md 3.6 KB
- 04-configuration/retry-policies-and-timeouts.md 3.5 KB
- 04-configuration/worker-options.md 3.9 KB
- 05-api-and-cli/cli-reference.md 7.0 KB
- 05-api-and-cli/http-api.md 4.2 KB
- 06-debugging/activity-failures.md 2.9 KB
- 06-debugging/non-deterministic-errors.md 5.0 KB
- 06-debugging/retries.md 3.0 KB
- 06-debugging/timeouts.md 4.6 KB
- 06-debugging/troubleshooting-playbook.md 4.7 KB
- examples/go/hello_world_workflow_test.go 1.5 KB
- examples/go/hello_world_workflow.go 1.3 KB
- examples/go/worker_setup.go 2.0 KB
- examples/python/hello_world_workflow.py 937 B runs code
- examples/python/test_hello_world_workflow.py 1.5 KB runs code
- examples/python/worker_setup.py 918 B runs code
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.
- 1mo ago First seen · 192 lines · 53 tokens per session scan A f26510ccb9c4
cadence-workflow-orchestration is a skill published in the GitHub repository djscheuf/agentic-dev-ecosystem-template (12 stars, last pushed 20d ago), licensed MIT. It adds 53 tokens to every session and 2,384 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 2026-09-13.
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