Video Script
itwanger/toBeBetterJavaer
口播稿,适用于 AI 技术科普、Agent/Skill/RAG、LLM 等底层原理讲解,以及面试题拆解、工具实测、热点普及。支持两种用法:给定主题从零产出口播稿、对已有口播稿进行优化。触发关键词包括:口播、口播稿、video script。
A skill your agent uses when diagnosing a FLUX 3 brief before generation.
$ npx skills add black-forest-labs/skills --skill flux-3-prompt-doctor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install black-forest-labs/skills flux-3-prompt-doctor --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/black-forest-labs/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/flux-3-prompt-doctor .claude/skills/flux-3-prompt-doctor && 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 "flux-3-prompt-doctor" agent skill from https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-prompt-doctor into .claude/skills/flux-3-prompt-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flux-3-prompt-doctor", 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/black-forest-labs/skills/tree/master/skills/flux-3-prompt-doctorType 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 black-forest-labs/skills --skill flux-3-prompt-doctor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install black-forest-labs/skills flux-3-prompt-doctor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/black-forest-labs/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/flux-3-prompt-doctor .agents/skills/flux-3-prompt-doctor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "flux-3-prompt-doctor" agent skill from https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-prompt-doctor into .agents/skills/flux-3-prompt-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flux-3-prompt-doctor", 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 black-forest-labs/skills --skill flux-3-prompt-doctor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install black-forest-labs/skills flux-3-prompt-doctor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/black-forest-labs/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/flux-3-prompt-doctor .cursor/skills/flux-3-prompt-doctor && 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 "flux-3-prompt-doctor" agent skill from https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-prompt-doctor into .cursor/skills/flux-3-prompt-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flux-3-prompt-doctor", 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/black-forest-labs/skills.git --path skills/flux-3-prompt-doctor--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 black-forest-labs/skills --skill flux-3-prompt-doctor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install black-forest-labs/skills flux-3-prompt-doctor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/black-forest-labs/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/flux-3-prompt-doctor .gemini/skills/flux-3-prompt-doctor && 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 "flux-3-prompt-doctor" agent skill from https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-prompt-doctor into .gemini/skills/flux-3-prompt-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flux-3-prompt-doctor", 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 black-forest-labs/skills flux-3-prompt-doctorInstalls 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 black-forest-labs/skills --skill flux-3-prompt-doctor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/black-forest-labs/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/flux-3-prompt-doctor .github/skills/flux-3-prompt-doctor && 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 "flux-3-prompt-doctor" agent skill from https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-prompt-doctor into .github/skills/flux-3-prompt-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flux-3-prompt-doctor", 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 black-forest-labs/skills --skill flux-3-prompt-doctor -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install black-forest-labs/skills flux-3-prompt-doctor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/black-forest-labs/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/flux-3-prompt-doctor .opencode/skills/flux-3-prompt-doctor && 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 "flux-3-prompt-doctor" agent skill from https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-prompt-doctor into .opencode/skills/flux-3-prompt-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flux-3-prompt-doctor", 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.
flux-3-prompt-doctorA skill your agent uses when diagnosing a FLUX 3 brief before generation.
Flux 3 Prompt Doctor is an agent skill from black-forest-labs/skills. Use when diagnosing a FLUX 3 brief before generation. Resolve missing, conflicting, or schema-changing requirements.
Its SKILL.md is about 900 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `metadata.json` and `templates/brief.md`).
It sits in Media & Creative. The repository describes itself as: Official agent skills from Black Forest Labs for FLUX image and video generation — prompting guides and API integration patterns for Claude Code, Codex, and any… The licence is MIT.
Read from SKILL.md and the folder at commit 8907d51. 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.
Links to these hosts (documentation or services it may open):
docs.bfl.aiFrom 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.
Flux 3 Prompt Doctor loads about 904 tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 408 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 black-forest-labs/skills at commit 8907d51, republished under its MIT licence (© black-forest-labs). 408 words, ~904 tokens.
.claude/skills/flux-3-prompt-doctor/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Resolve the decisions that change routing, payload, or production method before a brief becomes a prompt. Ask only blocking questions; use documented defaults or label assumptions for everything else. Preserve the user's product names, exact copy, source roles, and hard constraints verbatim. This skill does not write the final prompt or call the API.
Every request names its mode and carries the matching media field:
| Requirement | Route |
|---|---|
| Generate the whole clip from words | mode: "t2v", no media |
| An image must appear on screen exactly as shot | mode: "i2v", keyframes |
| Bridge an exact opening and closing frame | mode: "i2v", two keyframes |
| Pass through visual waypoints | mode: "i2v", keyframes as a storyboard |
| Continue from an existing ending | mode: "v2v", start_video |
| Render an approved draft without replanning | mode: "draft_enhance", draft_cache |
Two questions separate the image routes: must these exact pixels be on screen
(keyframes)? Can the source simply be described (then attach nothing)? There is no
field that carries a subject's identity without putting the source on screen; a brief
that needs one either opens each shot from a keyframe containing the subject, or is a
REVISE.
Action budget: one subject action and one camera move per short clip. Revise briefs demanding many sequential actions, several locations, exact mechanisms, or multiple full dialogue lines.
Shot structure: state one continuous unbroken take, or an explicit sequence:
SHOT ONE: wide aerial of a desert highway at dawn, a single red car speeding through.
HARD CUT. SHOT TWO: interior close-up, the driver's hands drumming the wheel to the radio.
HARD CUT. SHOT THREE: from the roadside, the car shrinking into the heat haze.
Warm engine hum under one continuous music bed across all three shots.Consecutive shots must contrast hard (scale, location, color) or the cut blends into a continuous take; each shot needs its own beat; one music bed can run across cuts.
Contradictions to catch: locked-off camera plus tracking; extreme close-up plus establishing view; exact frame preservation plus major geometric change; one continuous shot plus hard cuts; production-critical generated typography with no post fallback; guaranteed speaker identity across separate generations.
Reserve for deterministic post when exactness is a success condition: typography, subtitles, logos; frame-accurate sync; final mixing; precise mechanisms; cross-generation speaker identity. Generation creates footage and causal intent, not a compositor or final mix.
Return exactly one state, with a reason, next action, and a compact handoff (templates/brief.md when it should be reusable):
Non-blocking warnings go under Production risks, not a fourth state. Field names
and limits belong to the API reference; flag intent conflicts
and leave schema validation to flux-3-generate.
© black-forest-labs, 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 2 other files in skills/flux-3-prompt-doctor of black-forest-labs/skills.
Open the folder on GitHubat commit 8907d51
Flux 3 Prompt Doctor 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 |
|---|---|---|---|---|---|---|
| Flux 3 Prompt Doctor this skillblack-forest-labs/skills | 128 | — | ~904 | Automated safety check: Pass | MIT | |
| Video Scriptitwanger/toBeBetterJavaer | 18k | — | ~2.2k | Automated safety check: Pass | None | |
| Benchddalcu/mlx-serve | 1.8k | 1 repos | ~1.1k | Automated safety check: Pass | Custom licence | |
| PR Chartsddalcu/mlx-serve | 1.8k | — | ~594 | Automated safety check: Pass | Custom licence | |
| Agnes AI Supportlj1270998580-crypto/Agnes-help-skill | 305 | — | ~14k | Automated safety check: Notes | None | |
| Dotty Av TestBrettKinny/dotty-stackchan | 113 | — | ~866 | Automated safety check: Notes | MIT |
itwanger/toBeBetterJavaer
口播稿,适用于 AI 技术科普、Agent/Skill/RAG、LLM 等底层原理讲解,以及面试题拆解、工具实测、热点普及。支持两种用法:给定主题从零产出口播稿、对已有口播稿进行优化。触发关键词包括:口播、口播稿、video script。
ddalcu/mlx-serve
mlx-serve benchmarking methodology — bench.sh/llmprobe usage, comparison-trap rules (same-methodology cells only, spec-decode variance, thermal lies, engine naming), perf-claim etiquette.
ddalcu/mlx-serve
Turn llmprobe reports into the charts a perf PR embeds (one line per arm across context size, every point labelled, machine and model in the caption) and host them so the PR body renders them.
lj1270998580-crypto/Agnes-help-skill
Agnes AI API 接入支持与问题排查 Skill。帮助新用户完成 Agnes AI API 的接入配置, 诊断和解决接入过程中遇到的认证、参数、响应、图像生成、视频生成等各类问题。
BrettKinny/dotty-stackchan
Run local black-box voice tests against the physical Dotty robot by playing a TTS prompt through the workstation speakers while the C920 records video and room audio.
artokun/comfyui-mcp
Diagnose and fix video/image color OBJECTIVELY with the getimage (action:"analyzecolor") tool (scopes/stats such as black/white points, contrast, saturation, clipping, cast) instead of eyeballing a…
black-forest-labs/skills
A skill your agent uses when a FLUX 3 video needs a period or archival look.
black-forest-labs/skills
A skill your agent uses when a FLUX 3 video must be built from supplied images or video.
black-forest-labs/skills
BFL FLUX API integration guide covering endpoints, async polling patterns, rate limiting, error handling, webhooks, and regional endpoints with Python and TypeScript code examples.
black-forest-labs/skills
A skill your agent uses when building a finished product ad from FLUX 3 - shot design, voiceover, action-to-word sync, evidence-gated copy, deterministic assembly, and QC gates that catch clipped…
black-forest-labs/skills
A skill your agent uses when submitting or polling a FLUX 3 video API job.
black-forest-labs/skills
A skill your agent uses when directing FLUX 3 audio, dialogue, or voiceover.
Categories
A skill your agent uses when diagnosing a FLUX 3 brief before generation. Flux 3 Prompt Doctor is an agent skill from black-forest-labs/skills. Use when diagnosing a FLUX 3 brief before generation.
Flux 3 Prompt Doctor fits situations like: diagnosing a FLUX 3 brief before generation.
Run `npx skills add black-forest-labs/skills --skill flux-3-prompt-doctor -a claude-code`. Or copy the skill folder (skills/flux-3-prompt-doctor in black-forest-labs/skills) into .claude/skills/flux-3-prompt-doctor in your project. Claude Code loads it when a task matches its description.
Run `npx skills add black-forest-labs/skills --skill flux-3-prompt-doctor -a codex`. Or copy the skill folder (skills/flux-3-prompt-doctor in black-forest-labs/skills) into .agents/skills/flux-3-prompt-doctor 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 black-forest-labs/skills --skill flux-3-prompt-doctor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/flux-3-prompt-doctor, .gemini/skills/flux-3-prompt-doctor, .github/skills/flux-3-prompt-doctor and .opencode/skills/flux-3-prompt-doctor in your project.
SKILL.md names no scripts, command-line tools or credentials: Flux 3 Prompt Doctor is instructions for the agent only.
SKILL.md names 1 domain. As links in the text: docs.bfl.ai. 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.
Flux 3 Prompt Doctor is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 904 tokens (SKILL.md is roughly 3.6k 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 Flux 3 Prompt Doctor: Video Script (itwanger/toBeBetterJavaer, 18k stars), Bench (ddalcu/mlx-serve, 1.8k stars), PR Charts (ddalcu/mlx-serve, 1.8k stars) and Agnes AI Support (lj1270998580-crypto/Agnes-help-skill, 305 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
black-forest-labs (a GitHub organization) maintains it in black-forest-labs/skills, which has 128 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on September 9, 2026.
Source: black-forest-labs/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.