Scholar Anti AI Writing
catlog22/maestro-flow
Remove AI writing patterns from academic prose. An agent skill from catlog22/maestro-flow.
Agent skill
by bitwize-music-studio in bitwize-music-studio/claude-ai-music-skills
Researches personal backgrounds, interviews, motivations, and humanizing details.
$ npx skills add bitwize-music-studio/claude-ai-music-skills --skill researchers-biographical -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bitwize-music-studio/claude-ai-music-skills researchers-biographical --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/bitwize-music-studio/claude-ai-music-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/researchers-biographical .claude/skills/researchers-biographical && 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 "researchers-biographical" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researchers-biographical into .claude/skills/researchers-biographical/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researchers-biographical", 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/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researchers-biographicalType 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 bitwize-music-studio/claude-ai-music-skills --skill researchers-biographical -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bitwize-music-studio/claude-ai-music-skills researchers-biographical --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bitwize-music-studio/claude-ai-music-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/researchers-biographical .agents/skills/researchers-biographical && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "researchers-biographical" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researchers-biographical into .agents/skills/researchers-biographical/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researchers-biographical", 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 bitwize-music-studio/claude-ai-music-skills --skill researchers-biographical -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bitwize-music-studio/claude-ai-music-skills researchers-biographical --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bitwize-music-studio/claude-ai-music-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/researchers-biographical .cursor/skills/researchers-biographical && 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 "researchers-biographical" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researchers-biographical into .cursor/skills/researchers-biographical/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researchers-biographical", 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/bitwize-music-studio/claude-ai-music-skills.git --path skills/researchers-biographical--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 bitwize-music-studio/claude-ai-music-skills --skill researchers-biographical -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bitwize-music-studio/claude-ai-music-skills researchers-biographical --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bitwize-music-studio/claude-ai-music-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/researchers-biographical .gemini/skills/researchers-biographical && 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 "researchers-biographical" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researchers-biographical into .gemini/skills/researchers-biographical/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researchers-biographical", 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 bitwize-music-studio/claude-ai-music-skills researchers-biographicalInstalls 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 bitwize-music-studio/claude-ai-music-skills --skill researchers-biographical -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bitwize-music-studio/claude-ai-music-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/researchers-biographical .github/skills/researchers-biographical && 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 "researchers-biographical" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researchers-biographical into .github/skills/researchers-biographical/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researchers-biographical", 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 bitwize-music-studio/claude-ai-music-skills --skill researchers-biographical -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install bitwize-music-studio/claude-ai-music-skills researchers-biographical --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bitwize-music-studio/claude-ai-music-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/researchers-biographical .opencode/skills/researchers-biographical && 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 "researchers-biographical" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researchers-biographical into .opencode/skills/researchers-biographical/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researchers-biographical", 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.
researchers-biographicalResearches personal backgrounds, interviews, motivations, and humanizing details.
Researchers Biographical is an agent skill from bitwize-music-studio/claude-ai-music-skills. Researches personal backgrounds, interviews, motivations, and humanizing details. Use when research needs biographical context about people involved in the album's subject.
Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `INTERVIEW_SOURCES.md`).
It sits in Writing & Content, covering Humanizing AI text. The repository describes itself as: Human + AI music production workflow for Suno - skills, templates, and tools. The licence is CC0-1.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 58f32c2. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadEditWriteGrepGlobWebFetchWebSearchFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
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.
Researchers Biographical loads about 2.3k tokens when it runs. Until then it costs about 49 tokens; SKILL.md has 860 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 bitwize-music-studio/claude-ai-music-skills at commit 58f32c2, republished under its CC0-1.0 licence (© bitwize-music-studio). 860 words, ~2,346 tokens.
.claude/skills/researchers-biographical/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Research topic: $ARGUMENTS
When invoked:
You are a biographical research specialist for documentary music projects. You research personal backgrounds, interviews, motivations, and humanizing details about the subjects of albums.
Parent agent: See ${CLAUDE_PLUGIN_ROOT}/skills/researcher/SKILL.md for core principles and standards.
Override preferences: If {overrides}/research-preferences.md exists, apply those standards (minimum sources, depth, etc.) to your domain-specific research.
Tier 1 (Subject's Own Words):
Tier 2 (Close Sources):
Tier 3 (Reporting):
Tier 4 (Reference):
YouTube: "[name]" interview
Podcasts: Search podcast apps, Listen Notes
Conference talks: YouTube, Vimeo, conference sites
Magazine archives: Wired, Forbes, Inc., Fast Company
What to find:
Long-form profiles:
Tech profiles:
Business profiles:
Search for:
Where to find excerpts:
LinkedIn: Career timeline, education Crunchbase: For entrepreneurs (funding, companies) Court records: If relevant (divorces, lawsuits can reveal personal details) Property records: Where they lived (use cautiously)
For every subject, try to answer:
What makes good lyrics:
Search patterns:
"[name]" childhood OR "grew up" OR parents
"[name]" "in an interview" OR "told me" OR "said"
"[name]" personality OR "known for" OR reputation
"[name]" wife OR husband OR family OR children
"[name]" hobby OR "in his spare time" OR "outside of work"When you find biographical sources, report:
## Biographical Source: [Type]
**Subject**: [Name]
**Source Type**: [Interview/Profile/Book/etc.]
**Title**: "[Title]"
**Author/Outlet**: [Name/Publication]
**Date**: [Date]
**URL**: [URL]
### Personal Background
- **Born**: [Date, place]
- **Family**: [Parents, siblings, spouse, children]
- **Education**: [Schools, degrees, dropouts]
- **Early career**: [First jobs, formative experiences]
### Key Quotes (In Their Own Words)
> "[Quote about themselves or their work]"
> — [Source], [Date]
> "[Another revealing quote]"
> — [Source], [Date]
### Personality/Character
- [Trait 1 - with evidence]
- [Trait 2 - with evidence]
- [How others describe them]
### Relationships
- **[Person]**: [Nature of relationship, significance]
- **[Person]**: [Nature of relationship, significance]
### Turning Points
- [Date/Event]: [What happened, why it mattered]
- [Date/Event]: [What happened, why it mattered]
### Humanizing Details
- [Hobby, habit, quirk]
- [Anecdote that reveals character]
- [Contradiction or surprise]
### Lyrics Potential
- **Character traits for narrative**: [What defines them]
- **Specific details**: [Concrete facts for authenticity]
- **Emotional hooks**: [What makes them sympathetic/compelling]
- **Quotable phrases**: [Things they said that work in lyrics]
### Gaps/Unknowns
- [What we don't know about them]
### Verification Needed
- [ ] [What to double-check]Common patterns in documentary subjects:
| Archetype | Traits | Albums |
|---|---|---|
| The Visionary | Idealistic, driven, sometimes naive | Distros founders |
| The Hustler | Ambitious, charming, corner-cutting | White collar subjects |
| The True Believer | Ideological, uncompromising | Open source purists |
| The Accidental | Stumbled into significance | Some tech founders |
| The Tragic | Flawed, self-destructive | Ian Murdock |
| The Survivor | Overcame adversity | Comeback stories |
| The Villain | Knowing wrongdoing | Corporate criminals |
But: Real people are complex. The best lyrics find the contradictions.
Origin stories:
Motivation:
Self-reflection:
Relationships:
Pivotal moments:
What they emphasize reveals what they want you to know What they avoid reveals what they're hiding How they describe others reveals their relationships Tone shifts reveal emotional weight
Public figures (executives, founders, public officials):
Private individuals (family members, minor players):
Use carefully:
Always ask: Does this serve the story, or is it just invasive?
Living subjects:
Deceased subjects:
Your deliverables: Personal background, direct quotes, character traits, relationships, turning points, and humanizing details for lyrics.
© bitwize-music-studio, CC0-1.0. 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 1 other file in skills/researchers-biographical of bitwize-music-studio/claude-ai-music-skills.
Open the folder on GitHubat commit 58f32c2
Researchers Biographical 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 |
|---|---|---|---|---|---|---|
| Researchers Biographical this skillbitwize-music-studio/claude-ai-music-skills | 544 | — | ~2.3k | Automated safety check: Pass | CC0-1.0 | |
| Scholar Anti AI Writingcatlog22/maestro-flow | 564 | — | ~1.7k | Automated safety check: Notes | None | |
| Academic HumanizerYila-AI/awesome-research-skills | 133 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Academic Paper PolishHKUSTDial/Supervisor-Skills | 8.8k | — | ~3.1k | Automated safety check: Pass | CC-BY-NC-SA-4.0 | |
| Academic Humanizerdongshuyan/compass-skills | 753 | — | ~4.2k | Automated safety check: Pass | MIT | |
| HumanizerAzure-Samples/interview-coach-agent-framework | 173 | 38 repos | ~5.8k | Automated safety check: Pass | MIT |
catlog22/maestro-flow
Remove AI writing patterns from academic prose. An agent skill from catlog22/maestro-flow.
Yila-AI/awesome-research-skills
A skill your agent uses when researchers ask to remove generic, templated, or AI-like patterns from Chinese or English academic prose, make an AI-assisted draft sound more like the author's own…
HKUSTDial/Supervisor-Skills
Polishes academic prose without changing its meaning: grammar and flow fixes, tone matched to the evidence, AI-tone removal and Chinese-to-English rewriting for submission.
dongshuyan/compass-skills
Draft, audit, or minimally revise English- or Chinese-language academic prose to reduce formulaic, vacuous, mechanically repetitive, or process-leaking language while preserving claims, evidence…
Azure-Samples/interview-coach-agent-framework
Remove signs of AI-generated writing from text. An agent skill from Azure-Samples/interview-coach-agent-framework.
conorbronsdon/avoid-ai-writing
Audit and rewrite content to remove AI writing patterns ("AI-isms").
bitwize-music-studio/claude-ai-music-skills
Designs album concepts, tracklist architecture, and thematic planning through 7 structured phases.
bitwize-music-studio/claude-ai-music-skills
Shows a structured progress dashboard for an album with percentage complete per phase, blocking items, and status breakdown.
bitwize-music-studio/claude-ai-music-skills
Tracks and manages album ideas including brainstorming, planning, and status updates.
bitwize-music-studio/claude-ai-music-skills
Copies track content (lyrics, style prompts, streaming lyrics) to the system clipboard.
bitwize-music-studio/claude-ai-music-skills
Uploads promo videos and content to Cloudflare R2 or AWS S3.
bitwize-music-studio/claude-ai-music-skills
Sets up or edits the plugin configuration file interactively.
Categories
Researches personal backgrounds, interviews, motivations, and humanizing details. Researchers Biographical is an agent skill from bitwize-music-studio/claude-ai-music-skills. Researches personal backgrounds, interviews, motivations, and humanizing details.
Researchers Biographical fits situations like: research needs biographical context about people involved in the albums subject; tasks that involve Humanizing AI text.
Run `npx skills add bitwize-music-studio/claude-ai-music-skills --skill researchers-biographical -a claude-code`. Or copy the skill folder (skills/researchers-biographical in bitwize-music-studio/claude-ai-music-skills) into .claude/skills/researchers-biographical in your project. Claude Code loads it when a task matches its description.
Run `npx skills add bitwize-music-studio/claude-ai-music-skills --skill researchers-biographical -a codex`. Or copy the skill folder (skills/researchers-biographical in bitwize-music-studio/claude-ai-music-skills) into .agents/skills/researchers-biographical 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 bitwize-music-studio/claude-ai-music-skills --skill researchers-biographical -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/researchers-biographical, .gemini/skills/researchers-biographical, .github/skills/researchers-biographical and .opencode/skills/researchers-biographical in your project.
SKILL.md names no scripts, command-line tools or credentials: Researchers Biographical is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Edit, Write, Grep, Glob, WebFetch, WebSearch.
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.
Researchers Biographical is published under the CC0-1.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.3k tokens (SKILL.md is roughly 9.4k 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 Researchers Biographical: Scholar Anti AI Writing (catlog22/maestro-flow, 564 stars), Academic Humanizer (Yila-AI/awesome-research-skills, 133 stars), Academic Paper Polish (HKUSTDial/Supervisor-Skills, 8.8k stars) and Academic Humanizer (dongshuyan/compass-skills, 753 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
bitwize-music-studio (a GitHub organization) maintains it in bitwize-music-studio/claude-ai-music-skills, which has 544 GitHub stars. The repository holds 51 skills in this directory. The repository was last updated on October 7, 2026.
Source: bitwize-music-studio/claude-ai-music-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.