Figma From Code Discovery Assets
bitovi/ai-enablement-prompts
Subagent for figma-from-code Phase 0b. An agent skill from bitovi/ai-enablement-prompts.
Run one stage of the OpenTaint pipeline by coordinating leaf subagents and deterministic joins.
Install Orchestrate Stage
$ npx skills add seqra/opentaint --skill orchestrate-stage -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install seqra/opentaint orchestrate-stage --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/seqra/opentaint.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/orchestrate-stage .claude/skills/orchestrate-stage && 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 "orchestrate-stage" agent skill from https://github.com/seqra/opentaint/tree/main/skills/orchestrate-stage into .claude/skills/orchestrate-stage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate-stage", 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/seqra/opentaint/tree/main/skills/orchestrate-stageType 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 seqra/opentaint --skill orchestrate-stage -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install seqra/opentaint orchestrate-stage --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/seqra/opentaint.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/orchestrate-stage .agents/skills/orchestrate-stage && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "orchestrate-stage" agent skill from https://github.com/seqra/opentaint/tree/main/skills/orchestrate-stage into .agents/skills/orchestrate-stage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate-stage", 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 seqra/opentaint --skill orchestrate-stage -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install seqra/opentaint orchestrate-stage --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/seqra/opentaint.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/orchestrate-stage .cursor/skills/orchestrate-stage && 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 "orchestrate-stage" agent skill from https://github.com/seqra/opentaint/tree/main/skills/orchestrate-stage into .cursor/skills/orchestrate-stage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate-stage", 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/seqra/opentaint.git --path skills/orchestrate-stage--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 seqra/opentaint --skill orchestrate-stage -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install seqra/opentaint orchestrate-stage --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/seqra/opentaint.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/orchestrate-stage .gemini/skills/orchestrate-stage && 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 "orchestrate-stage" agent skill from https://github.com/seqra/opentaint/tree/main/skills/orchestrate-stage into .gemini/skills/orchestrate-stage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate-stage", 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 seqra/opentaint orchestrate-stageInstalls 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 seqra/opentaint --skill orchestrate-stage -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/seqra/opentaint.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/orchestrate-stage .github/skills/orchestrate-stage && 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 "orchestrate-stage" agent skill from https://github.com/seqra/opentaint/tree/main/skills/orchestrate-stage into .github/skills/orchestrate-stage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate-stage", 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 seqra/opentaint --skill orchestrate-stage -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install seqra/opentaint orchestrate-stage --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/seqra/opentaint.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/orchestrate-stage .opencode/skills/orchestrate-stage && 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 "orchestrate-stage" agent skill from https://github.com/seqra/opentaint/tree/main/skills/orchestrate-stage into .opencode/skills/orchestrate-stage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate-stage", 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.
Facts
- Skill name
orchestrate-stage- GitHub stars
- 162
- Token cost
- ~806 tokens
- SKILL.md length
- 359 words
- Files
- 10 (incl. scripts, references)
- Skills in repo
- 16
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Run one stage of the OpenTaint pipeline by coordinating leaf subagents and deterministic joins.
- A separate OpenTaint pipeline stage needs to be executed
- SKILL.md covers Workflow, Dispatching and Key constraints
- Runs Python scripts from its folder; calls uv and python3
- Tasks that involve Subagents
What it does
Orchestrate Stage is an agent skill from seqra/opentaint. Run one stage of the OpenTaint pipeline by coordinating leaf subagents and deterministic joins. Use when a separate OpenTaint pipeline stage needs to be executed
Its SKILL.md is about 810 tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including scripts and reference files (for example `references/approx-round.md`, `references/escalation.md` and `references/poc.md`).
It sits in Security, covering Subagents and Static analysis and SAST. The repository describes itself as: The open source taint analysis engine for the AI era. A formal dataflow analysis tool you can customize and self-host, built so AI agents drive your application security analysis… The licence is Apache-2.0.
When your agent uses it
- A separate OpenTaint pipeline stage needs to be executed
- Tasks that involve Subagents
- Tasks that involve Static analysis and SAST
Example prompts
- “/orchestrate-stage”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit f945f92. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Ships 3 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
uvpython3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Orchestrate Stage loads about 806 tokens when it runs, and up to ~3.9k if it reads all its reference files. Until then it costs about 45 tokens; SKILL.md has 359 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.
Safety
Auto-check passed
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); the scripts in this folder are not scanned.
SKILL.md
The full file from seqra/opentaint at commit f945f92, republished under its Apache-2.0 licence (© seqra). 359 words, ~806 tokens.
Download SKILL.mdSave it as
.claude/skills/orchestrate-stage/SKILL.md (or your agent's skills folder). This skill also uses 9 other files; get the full folder from GitHub.- name
- orchestrate-stage
- description
- Run one stage of the OpenTaint pipeline by coordinating leaf subagents and deterministic joins. Use when a separate OpenTaint pipeline stage needs to be executed
- license
- Apache-2.0
- metadata.author
- opentaint
- metadata.version
- 0.3.0
Run one stage
Complete one bounded stage of the OpenTaint security workflow. Dispatch its independent work to leaf subagents within the resource caps and run the deterministic plan/join scripts its reference names. All durable state lives under the project's .opentaint/ tree.
Workflow
Match the stage keyword to its reference and read it fully:
sources → <skill-dir>/references/sources.md
approx-round → <skill-dir>/references/approx-round.md
sinks → <skill-dir>/references/sinks.md
triage → <skill-dir>/references/triage.md
poc → <skill-dir>/references/poc.md
escalation → <skill-dir>/references/escalation.mdRun the bundled script to get the setup overview before proceeding to the reference's instructions:
uv run <skill-dir>/scripts/get_status.py --fullUse uv run <skill-dir>/scripts/get_status.py at a stage gate or join, or when an updated list of remaining work is needed. It is the read-only view of the current stage.
Finish with one concise summary: counts completed and terminal items with one-line causes. Never paste file contents.
Dispatching
Launch leaf subagents from the project root. They inherit that working directory, so omit project-root. One dispatch loads exactly one leaf skill and performs only that skill's task. Follow this template when dispatching subagent:
Invoke the Skill <skill-name> first, then follow its instructions precisely
Inputs:
<id-or-flag>: <value>Pass language from get_status.py --full to every language-coupled leaf.
Universal rules:
- trust the returned summary; open an artifact only when the summary does not resolve the result
- don't read a leaf skill's contents unless genuinely needed
- never bundle multiple steps into one dispatch
- when a rule or approximation does not converge after its leaf's retries, load
<skill-dir>/references/escalation.md, settle that item, and continue. Only a blocker shared by every remaining item stops the stage
Show full SKILL.md (137 more words)Show less
Fan-out and caps:
get_status.py --fullprintsglobalandheavycaps; the heavy leaves in these stages arecreate-ruleandcreate-dataflow-approximation. Never exceed either cap; reduceglobalby 1 for the rest of the stage when a leaf is rate-limited- fan out independent units and dispatch the next queued unit as each slot frees
- block on native agent completion. Never use Monitor, a background command, or resume-polling to wait inside this agent
Key constraints
- don't author or edit tracking state owned by a script or leaf; write directly only where the selected reference explicitly assigns it
- read pipeline state through
get_status.py, not by hand — don't re-derive it with glob/grep/python3 -c/YAML scans over.opentaint/tracking,results, or the*.yaml. If its output doesn't settle the question, re-runget_status.py --fullbefore opening any file; hand-scanning the tree balloons the run's context
© seqra, 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
Files
SKILL.md and 9 other files (scripts, references) in skills/orchestrate-stage of seqra/opentaint.
- SKILL.md
- references/approx-round.md
- references/escalation.md
- references/poc.md
- references/sinks.md
- references/sources.md
- references/triage.md
- scripts/_common.py
- scripts/generate.py
- scripts/get_status.py
Open the folder on GitHubat commit f945f92
Compare with similar skills
Orchestrate Stage 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 |
|---|---|---|---|---|---|---|
| Orchestrate Stage this skillseqra/opentaint | 162 | — | ~806 | Automated safety check: Pass | Apache-2.0 | |
| Figma From Code Discovery Assetsbitovi/ai-enablement-prompts | 121 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Security AuditorArchethect/sc-auditor | 127 | — | ~5.9k | Automated safety check: Notes | None | |
| Trailofbits Harnessautonomous-ai/openharness | 1.1k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Agent Bom RegistryLeoYeAI/openclaw-master-skills | 2.2k | — | ~969 | Automated safety check: Pass | Apache-2.0 | |
| Semgrepvigolium/piolium | 138 | 1 repos | ~2.4k | Automated safety check: Notes | MIT |
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Related
Categories
Questions about Orchestrate Stage
What does Orchestrate Stage do?
Run one stage of the OpenTaint pipeline by coordinating leaf subagents and deterministic joins. Orchestrate Stage is an agent skill from seqra/opentaint. Run one stage of the OpenTaint pipeline by coordinating leaf subagents and deterministic joins.
When should I use Orchestrate Stage?
Orchestrate Stage fits situations like: A separate OpenTaint pipeline stage needs to be executed; tasks that involve Subagents; tasks that involve Static analysis and SAST.
How do I install Orchestrate Stage in Claude Code?
Run `npx skills add seqra/opentaint --skill orchestrate-stage -a claude-code`. Or copy the skill folder (skills/orchestrate-stage in seqra/opentaint) into .claude/skills/orchestrate-stage in your project. Claude Code loads it when a task matches its description.
How do I install Orchestrate Stage in Codex?
Run `npx skills add seqra/opentaint --skill orchestrate-stage -a codex`. Or copy the skill folder (skills/orchestrate-stage in seqra/opentaint) into .agents/skills/orchestrate-stage in your project. Codex loads it when a task matches its description.
Can I use Orchestrate Stage in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add seqra/opentaint --skill orchestrate-stage -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/orchestrate-stage, .gemini/skills/orchestrate-stage, .github/skills/orchestrate-stage and .opencode/skills/orchestrate-stage in your project.
What does Orchestrate Stage need to run?
Going by SKILL.md and its folder, Orchestrate Stage needs Python for the scripts in its folder and the command-line tools its instructions call (uv and python3). Our summary lists: Python 3.
Does Orchestrate Stage access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Orchestrate Stage safe to install?
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Orchestrate Stage use?
Orchestrate Stage is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Orchestrate Stage use?
About 806 tokens (SKILL.md is roughly 3.2k 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 3.1k tokens, read only when the agent opens those files.
What are the alternatives to Orchestrate Stage?
Skills that share tags, products or a category with Orchestrate Stage: Figma From Code Discovery Assets (bitovi/ai-enablement-prompts, 121 stars), Security Auditor (Archethect/sc-auditor, 127 stars), Trailofbits Harness (autonomous-ai/openharness, 1.1k stars) and Agent Bom Registry (LeoYeAI/openclaw-master-skills, 2.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Orchestrate Stage?
seqra (a GitHub organization) maintains it in seqra/opentaint, which has 162 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on October 7, 2026.
Source: seqra/opentaint on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.