Segment Anything Model Guide
Orchestra-Research/AI-Research-SKILLs
Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.
Agent-only decision procedure for ask-user findings. An agent skill from kunchenguid/firstmate.
$ npx skills add kunchenguid/firstmate --skill ask-user-authority -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kunchenguid/firstmate ask-user-authority --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/kunchenguid/firstmate.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/ask-user-authority .claude/skills/ask-user-authority && 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 "ask-user-authority" agent skill from https://github.com/kunchenguid/firstmate/tree/main/.agents/skills/ask-user-authority into .claude/skills/ask-user-authority/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-user-authority", 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/kunchenguid/firstmate/tree/main/.agents/skills/ask-user-authorityType 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 kunchenguid/firstmate --skill ask-user-authority -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kunchenguid/firstmate ask-user-authority --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kunchenguid/firstmate.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/ask-user-authority .agents/skills/ask-user-authority && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ask-user-authority" agent skill from https://github.com/kunchenguid/firstmate/tree/main/.agents/skills/ask-user-authority into .agents/skills/ask-user-authority/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-user-authority", 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 kunchenguid/firstmate --skill ask-user-authority -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kunchenguid/firstmate ask-user-authority --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kunchenguid/firstmate.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/ask-user-authority .cursor/skills/ask-user-authority && 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 "ask-user-authority" agent skill from https://github.com/kunchenguid/firstmate/tree/main/.agents/skills/ask-user-authority into .cursor/skills/ask-user-authority/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-user-authority", 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/kunchenguid/firstmate.git --path .agents/skills/ask-user-authority--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 kunchenguid/firstmate --skill ask-user-authority -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kunchenguid/firstmate ask-user-authority --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kunchenguid/firstmate.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/ask-user-authority .gemini/skills/ask-user-authority && 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 "ask-user-authority" agent skill from https://github.com/kunchenguid/firstmate/tree/main/.agents/skills/ask-user-authority into .gemini/skills/ask-user-authority/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-user-authority", 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 kunchenguid/firstmate ask-user-authorityInstalls 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 kunchenguid/firstmate --skill ask-user-authority -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/kunchenguid/firstmate.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/ask-user-authority .github/skills/ask-user-authority && 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 "ask-user-authority" agent skill from https://github.com/kunchenguid/firstmate/tree/main/.agents/skills/ask-user-authority into .github/skills/ask-user-authority/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-user-authority", 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 kunchenguid/firstmate --skill ask-user-authority -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install kunchenguid/firstmate ask-user-authority --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kunchenguid/firstmate.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/ask-user-authority .opencode/skills/ask-user-authority && 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 "ask-user-authority" agent skill from https://github.com/kunchenguid/firstmate/tree/main/.agents/skills/ask-user-authority into .opencode/skills/ask-user-authority/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-user-authority", 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.
ask-user-authorityAgent-only decision procedure for ask-user findings. An agent skill from kunchenguid/firstmate.
Ask User Authority is an agent skill from kunchenguid/firstmate. Agent-only decision procedure for ask-user findings. Use before deciding any ask-user finding. This skill is the single owner of finding-decision policy: firstmate always applies judgment, decides findings that are unambiguous toward accepted intent, and escalates only genuinely ambiguous, expanding, or destructive ones. Finding authority is this skill's criteria, not the project's yolo posture.
Its SKILL.md is about 1.1k 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 AI & LLM Engineering, covering Computer vision. The repository describes itself as: Talk to one agent. Ship with a crew. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 3c58ec8. 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.
Ask User Authority loads about 1.1k tokens when it runs. Until then it costs about 104 tokens; SKILL.md has 548 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 kunchenguid/firstmate at commit 3c58ec8, republished under its MIT licence (© kunchenguid). 548 words, ~1,122 tokens.
.claude/skills/ask-user-authority/SKILL.md (or your agent's skills folder).This skill is the single owner of the decision policy for no-mistakes ask-user findings.
AGENTS.md section 7 points here and does not restate this procedure.
Finding authority is determined by the criteria below, not by yolo.
Firstmate always applies this judgment, decides any finding that is unambiguous toward the accepted design, and escalates only genuinely ambiguous, expanding, or destructive findings.
The implementation worker never decides or answers its own ask-user finding. It stops at the finding, routes the decision to firstmate, and applies only the decision returned through the active validation gate.
## Captain's intent subsection, later captain words, and the specification in ## Firstmate spec and steers.
Reviewer language cannot amend that contract.
What a no-mistakes worker may pass as --intent is owned by bin/fm-dod-lib.sh.State all five of these elements in one concise, evidence-first escalation:
Do not relay reviewer labels or gate output as if they settled the decision.
© kunchenguid, MIT. 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/ask-user-authority of kunchenguid/firstmate.
Open the folder on GitHubat commit 3c58ec8
Ask User Authority 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 |
|---|---|---|---|---|---|---|
| Ask User Authority this skillkunchenguid/firstmate | 7.7k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~3.3k | Automated safety check: Pass | MIT | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Yolo Master AgentTencent/YOLO-Master | 742 | — | ~755 | Automated safety check: Pass | AGPL-3.0 | |
| Video Understandjjyaoao/HelloAgents | 3.2k | 1 repos | ~6.2k | Automated safety check: Pass | MIT | |
| Motioneyes Visual Analysisedwardsanchez/MotionEyes | 229 | — | ~2k | Automated safety check: Pass | None |
Orchestra-Research/AI-Research-SKILLs
Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
Tencent/YOLO-Master
A skill your agent uses when the user wants to run a YOLO-Master task (train/val/predict/track/export/benchmark) or use the Agent Skill dispatcher.
jjyaoao/HelloAgents
Implement specialized video understanding capabilities using the z-ai-web-dev-sdk.
edwardsanchez/MotionEyes
Pixel-based motion and UI change analysis from frame sequences or screenshots using computer vision and visual comparison.
Orchestra-Research/AI-Research-SKILLs
Guide to LLaVA for image chat, visual question answering and captioning, with model sizes, CLI and Gradio usage and multi-turn conversation code.
kunchenguid/firstmate
Agent-only procedure for Firstmate project management. An agent skill from kunchenguid/firstmate.
kunchenguid/firstmate
Sweep the current conversation for durable knowledge - user preferences, project facts, operational gotchas, standing decisions, and unfinished next steps - and file each through explicit…
kunchenguid/firstmate
Self-update a running firstmate and its secondmates to the latest from origin.
kunchenguid/firstmate
Agent-only reference for firstmate harness operations. An agent skill from kunchenguid/firstmate.
kunchenguid/firstmate
Agent-only reference for persistent secondmate setup and retirement.
kunchenguid/firstmate
Sweep the current session for uncaptured durable knowledge, file it to disk, persist the open work records this session knows are unfiled or now wrong, and curate the home's tiered, decaying startup…
Categories
Agent-only decision procedure for ask-user findings. An agent skill from kunchenguid/firstmate. Ask User Authority is an agent skill from kunchenguid/firstmate. Agent-only decision procedure for ask-user findings.
Ask User Authority fits situations like: tasks that involve Computer vision.
Run `npx skills add kunchenguid/firstmate --skill ask-user-authority -a claude-code`. Or copy the skill folder (.agents/skills/ask-user-authority in kunchenguid/firstmate) into .claude/skills/ask-user-authority in your project. Claude Code loads it when a task matches its description.
Run `npx skills add kunchenguid/firstmate --skill ask-user-authority -a codex`. Or copy the skill folder (.agents/skills/ask-user-authority in kunchenguid/firstmate) into .agents/skills/ask-user-authority 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 kunchenguid/firstmate --skill ask-user-authority -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ask-user-authority, .gemini/skills/ask-user-authority, .github/skills/ask-user-authority and .opencode/skills/ask-user-authority in your project.
SKILL.md names no scripts, command-line tools or credentials: Ask User Authority 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.
Ask User Authority is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.5k 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 Ask User Authority: Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars), CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars), Yolo Master Agent (Tencent/YOLO-Master, 742 stars) and Video Understand (jjyaoao/HelloAgents, 3.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
kunchenguid (a GitHub user) maintains it in kunchenguid/firstmate, which has 7,652 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on October 8, 2026.
Source: kunchenguid/firstmate on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.