Trellis Session Insight
mindfold-ai/Trellis
Reach into past AI conversation history through the trellis mem CLI.
Design, structure, or change code in any language in this repository.
$ npx skills add uw-syfi/vibesys --skill software-design -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install uw-syfi/vibesys software-design --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/uw-syfi/vibesys.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/software-design .claude/skills/software-design && 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 "software-design" agent skill from https://github.com/uw-syfi/vibesys/tree/main/.agents/skills/software-design into .claude/skills/software-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "software-design", 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/uw-syfi/vibesys/tree/main/.agents/skills/software-designType 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 uw-syfi/vibesys --skill software-design -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install uw-syfi/vibesys software-design --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uw-syfi/vibesys.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/software-design .agents/skills/software-design && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "software-design" agent skill from https://github.com/uw-syfi/vibesys/tree/main/.agents/skills/software-design into .agents/skills/software-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "software-design", 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 uw-syfi/vibesys --skill software-design -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install uw-syfi/vibesys software-design --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uw-syfi/vibesys.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/software-design .cursor/skills/software-design && 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 "software-design" agent skill from https://github.com/uw-syfi/vibesys/tree/main/.agents/skills/software-design into .cursor/skills/software-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "software-design", 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/uw-syfi/vibesys.git --path .agents/skills/software-design--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 uw-syfi/vibesys --skill software-design -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install uw-syfi/vibesys software-design --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uw-syfi/vibesys.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/software-design .gemini/skills/software-design && 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 "software-design" agent skill from https://github.com/uw-syfi/vibesys/tree/main/.agents/skills/software-design into .gemini/skills/software-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "software-design", 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 uw-syfi/vibesys software-designInstalls 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 uw-syfi/vibesys --skill software-design -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/uw-syfi/vibesys.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/software-design .github/skills/software-design && 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 "software-design" agent skill from https://github.com/uw-syfi/vibesys/tree/main/.agents/skills/software-design into .github/skills/software-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "software-design", 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 uw-syfi/vibesys --skill software-design -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install uw-syfi/vibesys software-design --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/uw-syfi/vibesys.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/software-design .opencode/skills/software-design && 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 "software-design" agent skill from https://github.com/uw-syfi/vibesys/tree/main/.agents/skills/software-design into .opencode/skills/software-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "software-design", 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.
software-designDesign, structure, or change code in any language in this repository.
Software Design is an agent skill from uw-syfi/vibesys. Design, structure, or change code in any language in this repository. Applies to every code change, especially adding or moving modules, interfaces, dependencies, data flow, config, resource handling, or calls to agents, clusters, or subprocesses, to every bug fix, and to any refactor, split, migration, or contract change.
Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including reference files (for example `agents/openai.yaml`, `references/boundaries.md` and `references/evolving.md`).
It sits in Development, covering Debugging. The repository describes itself as: Can AI Agents Build Bespoke Systems? The licence is MIT.
8 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit c7784eb. 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.
Software Design loads about 2.5k tokens when it runs, and up to ~10k if it reads all its reference files. Until then it costs about 85 tokens; SKILL.md has 1,374 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 uw-syfi/vibesys at commit c7784eb, republished under its MIT licence (© uw-syfi). 1,374 words, ~2,500 tokens.
.claude/skills/software-design/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.The goal is deep modules: a small, stable interface in front of an implementation that may be as complex as it needs to be. The rest of the system depends on the guarantees of the interface and never has to think about what is behind it. Loose coupling and clear ownership follow from that.
These rules are language-independent. Tools, thresholds, and idioms live in a per-language reference; read the one for the language you are editing:
Before writing code, answer these. Record the answers in the PR's Design
section.
supports_x
flags, kind checks in callers, a shared contract test that needs skips. If
not substitutable, prefer, in order: narrow role interfaces; a closed union
with exhaustive matching; optional capability interfaces; translation at the
wiring layer; duplicating until the third case; extracting only the common
mechanism. See references/red-flags.md.testing skill.resources/). In short: agent output is untrusted input, and
an option the run does not offer is absent from the schema, not rejected
after the fact; every call has a deadline derived from the caller's
limit; failures are typed (transient, permanent, unsupported);
operations are idempotent so retry and cancel are safe; transport retries
are bounded and only for transient failures of idempotent operations; what
the system offers is derived from what the executor reports it supports.Design section. Abstract at the third
case, not the first. Change a contract by expand, migrate, contract, and
land the contract step. Read
references/evolving.md when you refactor, split,
migrate, or change a contract.vs_prompts from .j2 files.
Python passes data; the template owns the wording, conditionals, and loops.
Never build prompt text with +, f-strings, .format, or .join, and
never append to rendered output. tests/architecture/test_prompt_templates.py
enforces this. Text agents read later (progress files, tool results) is
agent-bound too: take it as a RenderedPrompt parameter, which makes the
call a checked sink. A prompt that points the agent at written text takes
the proof of the write as data (a ProgressEntry from ProgressLog.append)
and guards the pointer on it; tests/architecture/test_progress_pointers.py
enforces this.state + event -> new state + requests.
Keep I/O, clocks, randomness, and asyncio out of the core. Let a thin shell
call each owning library's interface and return typed outcomes as events.
Persist intent before I/O and recover unfinished transitions. This keeps
decisions modular and makes exhaustive stress testing practical. Read
references/functional-core.md for contracts,
placement, recovery, and naming.
For boundary robustness (one event per fact, monotone observations,
outcome unions, no orphan waits, fencing epochs), read the Crash
consistency and Outcomes sections of that reference.
In prose, say "interface" and "implementation"; an interface is a
typing.Protocol in its owning library's .api, named by role with no
suffix (Cluster, StateStore, AgentSessions). Implementations are
<Variant><Role> (SlurmCluster, FakeCluster, DockerSandbox,
ModalSandbox); each interface has several substitutable implementations
that all pass one contract test suite shipped by the owning library.Design section.© uw-syfi, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 7 other files (references) in .agents/skills/software-design of uw-syfi/vibesys.
Open the folder on GitHubat commit c7784eb
Software Design 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 |
|---|---|---|---|---|---|---|
| Software Design this skilluw-syfi/vibesys | 103 | — | ~2.5k | Automated safety check: Pass | MIT | |
| Trellis Session Insightmindfold-ai/Trellis | 15k | 4 repos | ~1.7k | Automated safety check: Pass | AGPL-3.0 | |
| Native Data FetchingCherryHQ/cherry-studio-app | 4k | 6 repos | ~2.9k | Automated safety check: Notes | MIT | |
| Debugging Executionsn8n-io/n8n | 207k | — | ~2.6k | Automated safety check: Pass | Custom licence | |
| Aoti Debugpytorch/pytorch | 104k | 1 repos | ~1.7k | Automated safety check: Pass | Custom licence | |
| Herdr Throwaway Reproductionherdrdev/herdr | 43k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 |
mindfold-ai/Trellis
Reach into past AI conversation history through the trellis mem CLI.
CherryHQ/cherry-studio-app
A skill your agent uses when implementing or debugging ANY network request, API call, or data fetching.
n8n-io/n8n
Debug failed or wrong-output workflow executions using executions tools.
pytorch/pytorch
Debug AOTInductor (AOTI) errors and crashes. An agent skill from pytorch/pytorch.
herdrdev/herdr
Runs a disposable, uniquely named Herdr session inside an existing one so runtime, pane, terminal or API bugs can be reproduced without touching the main session.
ultralisp/ultralisp
A skill your agent uses when encountering any bug, test failure, or unexpected behavior, before proposing fixes
uw-syfi/vibesys
This skill guides using the cli to generate NKI kernel profiles (NEFF + NTFF pairs) to analyze performance on Neuron hardware.
uw-syfi/vibesys
This skill guides debugging NKI compilation errors on Neuron hardware.
uw-syfi/vibesys
Research NKI documentation for API lookups, tutorials, error codes, architecture, and optimization guides.
uw-syfi/vibesys
Query and analyze NKI kernel profile data from neuron-explorer parquet files.
uw-syfi/vibesys
Guide for writing and modifying NKI kernels. An agent skill from uw-syfi/vibesys.
uw-syfi/vibesys
Triage the open pull requests of the VibeSys repository. An agent skill from uw-syfi/vibesys.
Categories
Design, structure, or change code in any language in this repository. Software Design is an agent skill from uw-syfi/vibesys. Design, structure, or change code in any language in this repository.
Software Design fits situations like: tasks that involve Debugging.
Run `npx skills add uw-syfi/vibesys --skill software-design -a claude-code`. Or copy the skill folder (.agents/skills/software-design in uw-syfi/vibesys) into .claude/skills/software-design in your project. Claude Code loads it when a task matches its description.
Run `npx skills add uw-syfi/vibesys --skill software-design -a codex`. Or copy the skill folder (.agents/skills/software-design in uw-syfi/vibesys) into .agents/skills/software-design 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 uw-syfi/vibesys --skill software-design -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/software-design, .gemini/skills/software-design, .github/skills/software-design and .opencode/skills/software-design in your project.
SKILL.md names no scripts, command-line tools or credentials: Software Design is instructions for the agent only. Our summary lists: Python 3.
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.
Software Design is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.5k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 7.8k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Software Design: Trellis Session Insight (mindfold-ai/Trellis, 15k stars), Native Data Fetching (CherryHQ/cherry-studio-app, 4k stars), Debugging Executions (n8n-io/n8n, 207k stars) and Aoti Debug (pytorch/pytorch, 104k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
uw-syfi (a GitHub organization) maintains it in uw-syfi/vibesys, which has 103 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on October 9, 2026.
Source: uw-syfi/vibesys on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.