Fake Model Provider Faults
different-ai/openwork
Makes the desktop app's model provider fail on demand, with refused connections, resets, stalls and HTTP 4xx and 5xx errors, so error and retry states can be reproduced.
Deterministic simulation testing (DST), TigerBeetle/FoundationDB style, and DST-driven development.
$ npx skills add nerdsane/temper --skill deterministic-simulation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install nerdsane/temper deterministic-simulation --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/nerdsane/temper.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/deterministic-simulation .claude/skills/deterministic-simulation && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "deterministic-simulation" agent skill from https://github.com/nerdsane/temper/tree/main/.agents/skills/deterministic-simulation into .claude/skills/deterministic-simulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deterministic-simulation", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/nerdsane/temper/tree/main/.agents/skills/deterministic-simulationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add nerdsane/temper --skill deterministic-simulation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install nerdsane/temper deterministic-simulation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nerdsane/temper.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/deterministic-simulation .agents/skills/deterministic-simulation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "deterministic-simulation" agent skill from https://github.com/nerdsane/temper/tree/main/.agents/skills/deterministic-simulation into .agents/skills/deterministic-simulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deterministic-simulation", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add nerdsane/temper --skill deterministic-simulation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install nerdsane/temper deterministic-simulation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nerdsane/temper.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/deterministic-simulation .cursor/skills/deterministic-simulation && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "deterministic-simulation" agent skill from https://github.com/nerdsane/temper/tree/main/.agents/skills/deterministic-simulation into .cursor/skills/deterministic-simulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deterministic-simulation", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/nerdsane/temper.git --path .agents/skills/deterministic-simulation--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add nerdsane/temper --skill deterministic-simulation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install nerdsane/temper deterministic-simulation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nerdsane/temper.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/deterministic-simulation .gemini/skills/deterministic-simulation && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "deterministic-simulation" agent skill from https://github.com/nerdsane/temper/tree/main/.agents/skills/deterministic-simulation into .gemini/skills/deterministic-simulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deterministic-simulation", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install nerdsane/temper deterministic-simulationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add nerdsane/temper --skill deterministic-simulation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/nerdsane/temper.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/deterministic-simulation .github/skills/deterministic-simulation && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "deterministic-simulation" agent skill from https://github.com/nerdsane/temper/tree/main/.agents/skills/deterministic-simulation into .github/skills/deterministic-simulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deterministic-simulation", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add nerdsane/temper --skill deterministic-simulation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install nerdsane/temper deterministic-simulation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nerdsane/temper.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/deterministic-simulation .opencode/skills/deterministic-simulation && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "deterministic-simulation" agent skill from https://github.com/nerdsane/temper/tree/main/.agents/skills/deterministic-simulation into .opencode/skills/deterministic-simulation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deterministic-simulation", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
deterministic-simulationDeterministic simulation testing (DST), TigerBeetle/FoundationDB style, and DST-driven development.
Deterministic Simulation is an agent skill from nerdsane/temper. Deterministic simulation testing (DST), TigerBeetle/FoundationDB style, and DST-driven development. Use when building or testing a stateful system (Temper and anything like it - databases, queues, engines, protocol code), when a task mentions simulation, seeds, fault injection, or invariants, or before writing tests for concurrent/distributed logic. Not for frontend apps.
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Testing & QA, covering Chaos engineering. The repository describes itself as: A machine tool for agents: a verified runtime for systems agents build. The licence is Apache-2.0.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 1be4b7b. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Deterministic Simulation loads about 1.4k tokens when it runs. Until then it costs about 100 tokens; SKILL.md has 789 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from nerdsane/temper at commit 1be4b7b, republished under its Apache-2.0 licence (© nerdsane). 789 words, ~1,437 tokens.
.claude/skills/deterministic-simulation/SKILL.md (or your agent's skills folder).The whole system runs inside a simulator that owns every source of nondeterminism: time, randomness, scheduling, network, disk. One seed drives one execution. The same seed replays the exact same execution, byte for byte. The simulator injects faults (crashes, partitions, delayed and dropped messages, disk errors) while invariants are checked continuously. Different seeds explore different executions; a failing seed is a permanent, replayable reproduction of a bug.
Reference implementations and what each proved:
BUGGIFY markers in production code cooperatively inject faults with some probability when simulating; "swizzle-clogging" (clog a random subset of nodes' networks one by one, unclog in random order) finds the deep interleavings. Their bar: if production hits a bug the simulator could have expressed, that is a simulator gap to fix.In this repo: the simulator lives in temper-runtime (sim module) with temper-store-sim as the simulated store; DST suites are platform_e2e_dst and system_entity_dst in crates/temper-platform/tests/.
If the code cannot meet these, that is an architecture finding to raise, not a reason to fall back to integration tests.
For systems like Temper this replaces test-driven development. The loop:
DST cannot catch: bugs in the simulator's model of the environment, behavior of real external systems, real-clock/performance issues, and nondeterminism the harness failed to capture. Code changes invalidate old seeds' meaning (the seed replays a different execution). DST complements live verification; it does not replace the Definition of Done's live run.
© nerdsane, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/deterministic-simulation of nerdsane/temper.
Open the folder on GitHubat commit 1be4b7b
Deterministic Simulation next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Deterministic Simulation this skillnerdsane/temper | 102 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| Fake Model Provider Faultsdifferent-ai/openwork | 24k | — | ~642 | Automated safety check: Pass | Custom licence | |
| Testinguw-syfi/vibesys | 103 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Executing Distributed System Testsshenli/distributed-system-testing | 231 | — | ~5.1k | Automated safety check: Notes | MIT | |
| Audit Reviewtestflows/TestFlows-GitHub-Hetzner-Runners | 102 | — | ~2.1k | Automated safety check: Pass | Custom licence | |
| Deploy Workflownwiizo/ccswarm | 153 | — | ~582 | Automated safety check: Pass | MIT |
different-ai/openwork
Makes the desktop app's model provider fail on demand, with refused connections, resets, stalls and HTTP 4xx and 5xx errors, so error and retry states can be reproduced.
uw-syfi/vibesys
Write, change, review, or fix tests in any language in this repository.
shenli/distributed-system-testing
A skill your agent uses when running a previously designed distributed-systems test plan against a real or simulated cluster — driving fault injection, workload, chaos scenarios, linearizability /…
testflows/TestFlows-GitHub-Hetzner-Runners
Perform deep feature audits with transition-matrix and logical fault-injection validation.
nwiizo/ccswarm
Release deployment process for ccswarm. An agent skill from nwiizo/ccswarm.
redhat-developer/rhdh
Deploy RHDH to an OpenShift cluster using local-run.sh for E2E test execution, with autonomous error recovery for deployment failures
nerdsane/temper
Launch the Temper kernel locally and verify a change end to end - build, serve, drive the OData surface, run the verification cascade and DST proof.
Categories
Deterministic simulation testing (DST), TigerBeetle/FoundationDB style, and DST-driven development. Deterministic Simulation is an agent skill from nerdsane/temper. Deterministic simulation testing (DST), TigerBeetle/FoundationDB style, and DST-driven development.
Deterministic Simulation fits situations like: testing a stateful system (Temper and anything like it - databases; A task mentions simulation; fault injection; before writing tests for concurrent/distributed logic.
Run `npx skills add nerdsane/temper --skill deterministic-simulation -a claude-code`. Or copy the skill folder (.agents/skills/deterministic-simulation in nerdsane/temper) into .claude/skills/deterministic-simulation in your project. Claude Code loads it when a task matches its description.
Run `npx skills add nerdsane/temper --skill deterministic-simulation -a codex`. Or copy the skill folder (.agents/skills/deterministic-simulation in nerdsane/temper) into .agents/skills/deterministic-simulation in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add nerdsane/temper --skill deterministic-simulation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/deterministic-simulation, .gemini/skills/deterministic-simulation, .github/skills/deterministic-simulation and .opencode/skills/deterministic-simulation in your project.
SKILL.md names no scripts, command-line tools or credentials: Deterministic Simulation is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Deterministic Simulation is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Deterministic Simulation: Fake Model Provider Faults (different-ai/openwork, 24k stars), Testing (uw-syfi/vibesys, 103 stars), Executing Distributed System Tests (shenli/distributed-system-testing, 231 stars) and Audit Review (testflows/TestFlows-GitHub-Hetzner-Runners, 102 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
nerdsane (a GitHub user) maintains it in nerdsane/temper, which has 102 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on October 4, 2026.
Source: nerdsane/temper on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.