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antithesis-workload — Claude Code skill: what it does, how to install

Turns the property catalog and evidence files into Antithesis SDK assertions and test commands. Helps implement test workloads property by property.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓
npx skills add antithesishq/antithesis-skills --skill antithesis-workload -a claude-code
Open on GitHub

What antithesis-workload does

This skill translates testing specifications into actual test code. It takes items from antithesis/scratchbook/ and checks them against per-property evidence files. The agent then writes Antithesis SDK assertion calls directly into the system under test or creates runnable scripts inside antithesis/test/. Work proceeds one property per cycle. That prevents context bloat.

Before generating code, the skill inspects the repository and categorizes properties as implemented, partially implemented, or missing. If your agent platform supports sub-agents, it delegates this scanning step to keep the main conversation clean. The skill recommends starting with simple properties before moving on to clustered or higher-priority items.

Prerequisites are strict. The workflow halts immediately if snouty 0.8.0 or newer is missing, or if antithesis/scratchbook/ and docker-compose.yaml do not exist yet. Running tests is left to antithesis-launch, so this skill never executes snouty launch on its own.

What it helps with

  • map property catalog items to Antithesis SDK assertions
  • generate executable test commands under antithesis/test/
  • inspect codebase coverage against evidence markdown files
  • refine test workload commands after triage reviews

Example prompts for the agent

  • Check the property catalog in antithesis/scratchbook/ and pick the next simple property to implement.
  • Implement Antithesis SDK assertions based on antithesis/scratchbook/properties/data-loss.md.
  • Create an executable test command under antithesis/test/ addressing the latest triage findings.

How to install antithesis-workload

1Skills CLI (Vercel)

npx skills add antithesishq/antithesis-skills --skill antithesis-workload -a claude-code

2Manually: put the files in place

~/.claude/skills/antithesis-workload/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/antithesis-workload/

Step by step, with commands for each platform: How to install skills in Claude Code: five ways

Questions about antithesis-workload

How to install antithesis-workload in Claude Code?

Run npx skills add antithesishq/antithesis-skills --skill antithesis-workload -a claude-code.

What does antithesis-workload do?

It converts catalog properties into concrete Antithesis SDK assertions and test commands under antithesis/test/. It also updates workloads based on triage feedback.

What are the prerequisites for antithesis-workload?

It requires the snouty CLI at version 0.8.0 or higher, an existing docker-compose.yaml for Antithesis, and the antithesis/scratchbook/ directory.

Source text

SKILL.md · Apache-2.0
---
name: antithesis-workload
description: >
  Implement Antithesis workloads by turning the property catalog into SDK
  assertions and test commands, then refine coverage after triage.
compatibility: Requires snouty (https://github.com/antithesishq/snouty).
metadata:
  version: "2026-10-21 4f8d80b"
---

# Antithesis Workload

**Skill version:** `2026-10-21 4f8d80b`

## Purpose and Goal

Implement or improve the Antithesis workload. Success means:

- Properties from the `antithesis-research` skill are mapped to concrete assertions, using both the property catalog and per-property evidence files
- Test commands exist under `antithesis/test/` and exercise the right behaviors
- The first real test templates are created after setup, or existing ones are expanded
- Triage findings turn into workload or property updates instead of staying implicit

Use the `antithesis-research` skill first to build the property catalog. Use the `antithesis-setup` skill to scaffold the infrastructure. Use the `antithesis-triage` skill to review runs, then return here to improve the workload. If the user asks to submit or launch a run, use the `antithesis-launch` skill — do not run `snouty launch` directly.

## Prerequisites

- DO NOT PROCEED if the Antithesis scratchbook (usually at `antithesis/scratchbook/`) doesn't exist. Use the `antithesis-research` skill to create it.
- DO NOT PROCEED if there is no `docker-compose.yaml` for Antithesis present. Use the `antithesis-setup` skill to create it.
- DO NOT PROCEED if `snouty` is not installed. See `https://raw.githubusercontent.com/antithesishq/snouty/refs/heads/main/README.md` for installation options.
- DO NOT PROCEED if `snouty` is older than 0.8.0. Use `snouty --version` to find the version. Use `snouty update` to update.

# Scoping

Each invocation of the "Implement next property" workflow below focuses on **one property** to keep context manageable and quality high. (Post-triage iteration follows its own scoping based on triage findings.)

If the user asks for multiple properties, recommend doing one at a time — explain that implementation quality degrades as context accumulates, and each property's effort is unpredictable. Ask which one they'd like to start with. If they insist on multiple, proceed — but warn them first.

If the user specifies which property to work on, skip the full catalog scan — but still assess that property's status against its evidence file before proceeding. If it's already fully implemented, tell the user rather than redoing work.

If the user does not specify a property, run the full detection and recommendation flow below.

## Detect implementation status

The detection work below is context-heavy (reading every evidence file, scanning the codebase for assertions). If your agent supports sub-agents, delegate it to a sub-agent that returns a per-property summary (status + brief rationale). This keeps the main implementation agent's context clean.

The detection task: for each property in the catalog, search the existing test and SUT code for Antithesis SDK assertion calls and cross-reference them with the property's evidence file at `antithesis/scratchbook/properties/{slug}.md`. Assess whether the existing assertions cover the code paths, failure scenarios, and instrumentation points the evidence file describes. Classify each property as:

- **Implemented** — assertions cover what the evidence file describes
- **Partially implemented** — some assertions exist but coverage is incomplete
- **Not implemented** — no related assertions found

## Present and recommend

Read whatever provenance frontmatter is present in the catalog and include it when presenting status. Use whatever fields you find — the schema may evolve over time, so don't treat partial or older frontmatter as broken. Describe what's there in plain language. Examples:

- Full schema: "working from the catalog at commit `abc12345abcd` (2026-05-05), SUT path `/foo`, external refs: A, B."
- Partial: "working from the catalog at commit `abc12345abcd` (2026-05-05) — no SUT path or external refs recorded."
- Absent: "working from the catalog (no provenance recorded; predates the convention)."

Workload runs every property cycle, so don't ask the user to re-confirm provenance every run — display it as context and continue. The user will speak up if it no longer matches the system they're working on. The user-facing commit display uses the short hash (first 12 characters) for readability; the frontmatter still stores the full SHA.

**Recommend one property at a time — don't dump the full catalog.** A catalog can easily have dozens or hundreds of properties; an exhaustive status list is overwhelming and rarely what the user needs. This is the default: pick one, explain why, and wait for confirmation.

The exception is when the user explicitly asks to discuss what to work on rather than receive a single recommendation. In that case, give a high-level summary (counts by status, notable clusters, anything unusual) and have the conversation. Surface specific properties only as the conversation calls for them.

Strategy for picking the recommendation:

- **Getting started** — when few or no properties are implemented yet — recommend a **simple** property: one whose test doesn't have a lot of moving parts. The highest-priority properties tend to require the most setup and coordination, which is the wrong place to start. Simple properties build momentum, exercise the SDK and test harness end-to-end, and let you and the user develop a feel for the workflow. Tell the user this is the strategy you're using and why.
- **Once you're cooking** — multiple properties implemented and the harness validated end-to-end — switch to priority-based ordering: partially-implemented properties that need completion, then unimplemented properties that cluster with recently implemented ones (see `antithesis/scratchbook/property-relationships.md`), then other high-priority unimplemented properties. Tell the user when you're making this switch.

Explain **why** you picked the property you picked, and wait for the user to confirm or choose differently before proceeding.

For the chosen property, read both the catalog entry and its evidence file.

## Other scoping questions

Ask the user only for blockers or scoping decisions you cannot infer safely, such as:

- The property catalog location, if it is not the standard `antithesis/scratchbook/property-catalog.md`
- The project language or SDK choice, if the repo does not make it obvious
- Triage findings or known gaps, if iterating on an existing workload

## Definitions and Concepts

- **SUT:** System under test.
- **Test template:** A directory of test commands at `/opt/antithesis/test/v1/{name}/`. Each timeline runs commands from one test template. Files or subdirectories prefixed with `helper_` are ignored by Antithesis, so use that prefix for helper scripts kept alongside commands.
- **Test command:** An executable in a test template with a valid prefix: `parallel_driver_`, `singleton_driver_`, `serial_driver_`, `first_`, `eventually_`, `finally_`, `anytime_`.
- **Timeline:** One linear execution of the SUT and workload. Antithesis runs many timelines in parallel and branches them to search for interesting behaviors.
- **`Always` / `AlwaysOrUnreachable`:** Assertions for safety and correctness properties.
- **`Sometimes(cond)`:** Assertions for liveness or non-trivial semantic states that should occur at least once.
- **`Reachable` / `Unreachable`:** Assertions about whether meaningful outcomes or forbidden paths are exercised.

## Documentation Grounding

Use the `antithesis-documentation` skill to access these pages. Prefer `snouty docs`.

- Test commands reference: `https://antithesis.com/docs/product/test_templates/test_composer_reference.md`
- SDK reference: `https://antithesis.com/docs/reference/sdk.md`
- Properties and assertions: `https://antithesis.com/docs/concepts/properties_assertions/assertions.md`
- Fault injection: `https://antithesis.com/docs/product/fault_injection.md`

## Reference Files

| Reference                                | When to read                                      |
| ---------------------------------------- | ------------------------------------------------- |
| `references/component-implementation.md` | Implementing workload-side components or wrappers |
| `references/assertions.md`               | Turning properties into SDK assertions            |
| `references/test-commands.md`            | Writing commands and organizing test templates    |
| `references/interesting-values.md`       | Choosing the value menu for the property under test |
| `references/iteration.md`                | Improving coverage and assertions after triage    |

## Recommended Workflows

### Implement next property

1. Detect implementation status, then recommend one property and explain why (see "Detect implementation status" and "Present and recommend" above)
2. Get user confirmation on which property to implement
3. Read `references/component-implementation.md`
4. Read `references/assertions.md`
5. Read `references/test-commands.md`
6. Read `references/interesting-values.md`
7. Identify the property's value menu — boundary values plus configured-limit families. See `interesting-values.md` for the discovery process and worked examples
8. Implement the chosen property: assertions, test commands, and supporting code
9. Write Sometimes assertions as reach claims for the behaviors the workload is designed to drive (see `references/assertions.md`, "Sometimes Assertions as Workload Reach Claims"). Assert the precondition, not the violation. Use `antithesis-launch` to run a test, then `antithesis-triage` to check which assertions fired — unfired ones are evidence the workload isn't reaching its targets and the starting point for iteration

### Post-triage iteration

1. Read `references/iteration.md`
2. Read `references/assertions.md` if assertions need to change
3. Read `references/test-commands.md` if command coverage needs to change
4. Update the workload and the relevant Antithesis scratchbook artifacts together

## General Guidance

- Keep Antithesis-only code out of production paths. If you must touch shared code, make the change surgical and easy to wall off.
- Prefer simple workload code over highly configurable abstractions.
- Design workloads to be fault-tolerant. Unlike happy-path tests where errors signal bugs, workloads run under fault injection and concurrent activity — transient errors are expected, not exceptional. Make progress toward a goal rather than bail on the first failure.
- Assume `antithesis-setup` has already made the system runnable in a mostly idle state; this skill owns what the workload does once the system is up.
- Assume `antithesis-setup` has already installed the relevant SDK and added one minimal bootstrap assertion in the SUT. This skill owns the broader property catalog beyond that initial integration check.
- Write test commands in the project's language, not Bash, so they can reuse the project's clients, helpers, and libraries.

## Output

- Assertions for every property in scope, in workload code or carefully chosen SUT locations
- Test commands and supporting workload code under `antithesis/test/`
- Updates to `antithesis/scratchbook/property-catalog.md` when the implemented properties change

## Self-Review

Before declaring this skill complete, review your work against the criteria below. If your agent supports spawning sub-agents, create a new agent with fresh context to perform this review — give it the path to this skill file and have it read all output artifacts. A fresh-context reviewer catches blind spots that in-context review misses. If your agent does not support sub-agents, perform the review yourself: re-read the success criteria at the top of this file, then systematically check each item below against your actual output.

Review criteria:

- For every property in scope, the implementation covers the code paths, failure scenarios, and instrumentation points described in its evidence file — not just "an assertion exists" but "the assertions cover what the evidence says needs to be covered"
- Each assertion uses the correct SDK assertion type for its property's semantics (`Always`/`AlwaysOrUnreachable` for safety, `Sometimes(cond)` for liveness or meaningful semantic state, `Reachable`/`Unreachable` for path and outcome checks)
- `Sometimes(true, ...)` assertions should be rewritten as `Reachable(...)`.
- Assertion property names are inline constant string literals, unique across the whole project — never built at runtime or passed through variables (static analysis must pre-catalog them; see `references/assertions.md` "Naming"); no broad property is implemented by reusing one message at multiple unrelated callsites
- Workload-only instrumentation was not used where surgical SUT-side assertions would provide materially better search guidance for rare, dangerous, or timing-sensitive internal states
- Workload code makes progress toward stated goals under transient errors rather than bailing on first failure
- The workload records both attempted and acknowledged operations so later assertions can check bounds (e.g., "counter changed by some value in `[acknowledged, attempted]`")
- Where retries are used, they're consistent with the SUT's idempotency contract
- `Reachable(...)` markers are attached to distinct outcomes or branch results, not redundant early path-entry locations on the same straight-line flow
- For bounded inputs in test commands, draws come from property-specific value menus (boundary values for the input type plus configured-limit families from the property's code paths) rather than arbitrary ranges, or the test command documents that the menu axis is not applicable. See `interesting-values.md`.
- Test commands exist under `antithesis/test/` and use valid prefixes (`parallel_driver_`, `singleton_driver_`, `serial_driver_`, `first_`, `eventually_`, `finally_`, `anytime_`)
- Test commands are written in the project's language, not Bash, and reuse the project's clients and libraries where possible
- No test command is responsible for Antithesis lifecycle signaling; `setup_complete` is emitted before test commands begin
- Test templates are structured correctly at the path that will map to `/opt/antithesis/test/v1/{name}/` in the container
- Helper files or directories are prefixed with `helper_` so Antithesis ignores them
- Whatever provenance frontmatter was present in the catalog was displayed when presenting status, so the user could spot a mismatch with the system they're working on
- `antithesis/scratchbook/property-catalog.md` is updated to reflect the implementation status of every property in scope, with provenance frontmatter reflecting the current codebase state (refresh `commit` and `updated`; preserve `sut_path` and `external_references` from the existing catalog). The frontmatter format is defined in the `antithesis-research` skill, `references/scratchbook-setup.md`.
- Sometimes assertions exist as reach claims for the behaviors the workload is designed to drive, and unfired reach claims from a test run have been used as the iteration signal (see `references/assertions.md`, "Sometimes Assertions as Workload Reach Claims")
- No reach claim is the negation of an `Always` or `AlwaysOrUnreachable` at the same site, and each reach claim still fires when the system is correct (see `references/assertions.md`, "A Reach Claim Asserts The Precondition, Never The Violation")
- Assertions are in workload code or surgical SUT locations — not scattered across production paths
- Use `snouty validate` on `antithesis/config` to ensure that the compose setup can reach setup complete and any configured test-templates work. Make sure to build the latest images before running validate.

© antithesishq · Apache-2.0 · antithesishq/antithesis-skills

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