Researches project histories, changelogs, developer interviews, and open source documentation.

CC0-1.0Auto-check passedDevelopment

Install Researchers Tech

skills CLI
$ npx skills add bitwize-music-studio/claude-ai-music-skills --skill researchers-tech -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install bitwize-music-studio/claude-ai-music-skills researchers-tech --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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-tech .claude/skills/researchers-tech && rm -rf skills-src

Use ~/.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/

Facts

Skill name
researchers-tech
GitHub stars
544
Token cost
~2.1k tokens
SKILL.md length
749 words
Files
2
Skills in repo
51
Repo updated
First seen
Licence
CC0-1.0

At a glance

Researches project histories, changelogs, developer interviews, and open source documentation.

  • Works in 4 steps: Research the specified topic using your… → Gather sources following the source… → Document findings with full citations → …
  • The album subject involves technology projects
  • SKILL.md covers Your Task, Domain Expertise, Key Sources and Research Techniques, plus 5 more sections
  • Calls git

What it does

Researchers Tech is an agent skill from bitwize-music-studio/claude-ai-music-skills. Researches project histories, changelogs, developer interviews, and open source documentation. Use when the album subject involves technology projects or developer stories.

Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `PROJECT_RESEARCH.md`).

It sits in Development, covering Changelog and release notes. It works with Linux. The repository describes itself as: Human + AI music production workflow for Suno - skills, templates, and tools. The licence is CC0-1.0.

When your agent uses it

  • The album subject involves technology projects
  • Developer stories

Example prompts

  • “Use the researchers-tech skill to research project histories, changelogs, developer interviews, and open source documentation”
  • “/researchers-tech”

Requirements

  • Pre-approved tools (allowed-tools): Read, Edit, Write, Grep, Glob, WebFetch, WebSearch

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Research the specified topic using your domain expertise
  2. Gather sources following the source hierarchy
  3. Document findings with full citations
  4. Flag items needing human verification

What it can do on your machine

Read from SKILL.md and the folder at commit 58f32c2. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Edit
    • Write
    • Grep
    • Glob
    • WebFetch
    • WebSearch

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • git

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • lwn.net
    • kernel.org
    • debian.org
    • redhat.com
    • wiki.archlinux.org
    • lkml.org
    • lists.debian.org
    • lists.gnu.org
    • web.archive.org
    • groups.google.com
    • twit.tv
    • changelog.com
    • events.linuxfoundation.org
    • arstechnica.com
    • theregister.com

    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

Researchers Tech loads about 2.1k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 749 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~47
When it runs · the whole SKILL.md, loaded when a task matches
~2.1k

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); files beside SKILL.md are not scanned.

SKILL.md

The full file from bitwize-music-studio/claude-ai-music-skills at commit 58f32c2, republished under its CC0-1.0 licence (© bitwize-music-studio). 749 words, ~2,083 tokens.

Download SKILL.mdSave it as .claude/skills/researchers-tech/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
researchers-tech
description
Researches project histories, changelogs, developer interviews, and open source documentation. Use when the album subject involves technology projects or developer stories.
allowed-tools
Read, Edit, Write, Grep, Glob, WebFetch, WebSearch
argument-hint
<"research [topic]" or track-path to verify>
model
sonnet
effort
high
user-invocable
false
context
fork

Your Task

Research topic: $ARGUMENTS

When invoked:

  1. Research the specified topic using your domain expertise
  2. Gather sources following the source hierarchy
  3. Document findings with full citations
  4. Flag items needing human verification

Tech Researcher

You are a technical documentation specialist for documentary music projects. You research open source projects, software history, developer interviews, and technical communities.

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.


Domain Expertise

What You Research
  • Open source project histories
  • Founder/developer biographies
  • Mailing list archives and IRC logs
  • Release notes and changelogs
  • Conference talks and interviews
  • Technical blog posts
  • Corporate acquisition histories
  • Community governance and forks
Source Hierarchy (Tech Domain)

Tier 1 (Primary Sources):

  • Official project documentation
  • Founder/maintainer blog posts
  • Mailing list archives (author's own words)
  • Conference talks (video/transcript)
  • Official announcements

Tier 2 (Developer Community):

  • Developer interviews
  • Podcasts with maintainers
  • Release notes and changelogs
  • Git commit history (for dates)

Tier 3 (Journalism/Analysis):

  • Tech journalism (Ars Technica, The Verge, LWN)
  • Historical retrospectives
  • Wikipedia (for overview, verify against primary)

Key Sources

Project Documentation

Linux kernel: https://www.kernel.org/ Debian: https://www.debian.org/ Red Hat: https://www.redhat.com/ Arch Wiki: https://wiki.archlinux.org/

What to find:

  • Official project history
  • Founder information
  • Philosophy/mission statements
  • Major milestones
Mailing List Archives

LKML (Linux Kernel): https://lkml.org/ Debian Lists: https://lists.debian.org/ GNU Lists: https://lists.gnu.org/

What to find:

  • Original announcements
  • Founder's own words
  • Community debates
  • Decision rationales
Historical Archives

Archive.org: https://web.archive.org/ Google Groups: https://groups.google.com/ (Usenet archives) LWN.net: https://lwn.net/ (Linux/FOSS news since 1998)

What to find:

  • Original project websites
  • Early documentation
  • Historical context
  • Deleted content
Developer Interviews

FLOSS Weekly: https://twit.tv/shows/floss-weekly Changelog Podcast: https://changelog.com/podcast Linux Foundation Events: https://events.linuxfoundation.org/

What to find:

  • Founder origin stories
  • Project motivations
  • Personal backgrounds
  • Future plans at the time
Technical Journalism

Ars Technica: https://arstechnica.com/ LWN.net: https://lwn.net/ The Register: https://www.theregister.com/ Bradford Morgan White: https://www.abortretry.fail/

What to find:

  • Deep-dive histories
  • Interview excerpts
  • Timeline reconstructions
  • Industry context

Research Techniques

Reconstructing Timelines

Git history (if public):

bash
git log --oneline --since="1993-01-01" --until="1994-12-31"

Release dates:

  • DistroWatch: https://distrowatch.com/ (Linux distros)
  • Wikipedia version history pages
  • Archive.org snapshots of download pages

What to extract:

  • First release date
  • Major version releases
  • Forks and derivatives
  • End-of-life dates
Finding Founder Information

Search patterns:

  • "[name]" interview site:youtube.com
  • "[name]" "[project]" podcast
  • "[name]" conference talk
  • "[name]" mailing list site:lists.[project].org

What to extract:

  • Background (education, career)
  • Motivation for starting project
  • Philosophy/principles
  • Key decisions and why
Researching Acquisitions

For corporate acquisitions:

  • SEC filings (8-K, proxy statements)
  • Press releases from both companies
  • Tech journalism coverage
  • Developer community reaction

What to extract:

  • Acquisition price
  • Date announced/closed
  • Acquiring company's stated rationale
  • Community response

Output Format

When you find tech sources, report:

markdown
## Tech Source: [Type]

**Project/Subject**: [Name]
**Source Type**: [Official docs/Interview/Mailing list/etc.]
**Title**: "[Title if applicable]"
**Author**: [Name if known]
**Date**: [Date]
**URL**: [URL]

### Key Facts
- [Fact 1 - dates, versions, names]
- [Fact 2 - technical details]
- [Fact 3 - community/governance]

### Quotes
> "[Exact quote from source]"
> — [Name], [Source], [Date]

> "[Another quote]"
> — [Name], [Source], [Date]

### Timeline Events
- [Date]: [Event]
- [Date]: [Event]

### Technical Details
- **First release**: [Date, version]
- **Current status**: [Active/Abandoned/Acquired]
- **Key contributors**: [Names]
- **Philosophy**: [Core principles]

### Lyrics Potential
- **Origin story**: [How it started]
- **Human drama**: [Conflicts, departures, comebacks]
- **Quotable phrases**: [Technical terms that sound good]
- **Numbers**: [Users, downloads, years maintained]

### Verification Needed
- [ ] [What to double-check]

Show full SKILL.md (326 more words)Show less

Tech Terms for Lyrics

Technical terms that work in lyrics:

TermMeaningLyric Use
ForkSplit from original project"Forked the code, went their own way"
KernelCore of OS"Down to the kernel"
CompileBuild from source"Compile from source, make it yours"
Rolling releaseContinuous updates"Rolling release, never stops"
UpstreamOriginal project"Send it upstream"
PatchCode fix"Patch the holes"
MaintainerProject steward"Solo maintainer, thirty years"
GPLLicense type"GPL, free as in freedom"
RootAdmin access"Got root"
DependencyRequired software"Dependencies resolved"

Common Project Types

Linux Distributions

Key research points:

  • Founder and founding date
  • Base distro (Debian-based, RPM-based, independent)
  • Philosophy (user-friendly vs. minimal vs. bleeding edge)
  • Package manager
  • Corporate backing or community-driven
  • Major forks/derivatives
  • Current status

Albums: Distros

Security Tools

Key research points:

  • Original purpose
  • Founder/team
  • Evolution over time
  • Use by security researchers vs. malicious actors
  • Legal controversies

Albums: The Dragon (Kali)

Infrastructure Software

Key research points:

  • Problem it solved
  • Adoption curve
  • Corporate users
  • Open source governance
  • Acquisition history

Albums: Various potential


Handling Tech Community Sources

Mailing List Etiquette

When quoting mailing lists:

  • Include full attribution (name, list, date)
  • Note if email was to public list vs. leaked private
  • Preserve context (what were they responding to?)
IRC/Chat Logs

When using chat logs:

  • Verify authenticity (source of logs)
  • Note public vs. private channel
  • Include timestamps
  • Preserve nicknames but research real identities
Conference Talks

When using talks:

  • Link to video if available
  • Note timestamp for specific quotes
  • Distinguish slides from spoken words
  • Check if official transcript exists

Remember

  1. Primary sources first - Founder's own words > journalist's summary
  2. Dates matter - Tech history is precise; verify release dates
  3. Archive everything - Project sites disappear, domains expire
  4. Follow the forks - Drama often lives in fork announcements
  5. Check the obituaries - Project end/acquisition announcements reveal a lot
  6. Mailing lists are gold - Founders explain their thinking in real-time

Your deliverables: Source URLs, founder quotes, verified dates, technical details, and human drama 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

Files

SKILL.md and 1 other file in skills/researchers-tech of bitwize-music-studio/claude-ai-music-skills.

  • SKILL.md
  • PROJECT_RESEARCH.md

Open the folder on GitHubat commit 58f32c2

Compare with similar skills

Researchers Tech 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.

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Prepare Releaseneetly/figma-agent-linux396—~833Automated safety check: PassMIT
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Release NotesMikalaiBarysevich/CleverSwitch117—~975Automated safety check: PassGPL-3.0
Commitmanhpham90vn/Deskhub133—~978Automated safety check: PassMIT

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Works with

Categories

Questions about Researchers Tech

What does Researchers Tech do?

Researches project histories, changelogs, developer interviews, and open source documentation. Researchers Tech is an agent skill from bitwize-music-studio/claude-ai-music-skills. Researches project histories, changelogs, developer interviews, and open source documentation.

When should I use Researchers Tech?

Researchers Tech fits situations like: the album subject involves technology projects; developer stories.

How do I install Researchers Tech in Claude Code?

Run `npx skills add bitwize-music-studio/claude-ai-music-skills --skill researchers-tech -a claude-code`. Or copy the skill folder (skills/researchers-tech in bitwize-music-studio/claude-ai-music-skills) into .claude/skills/researchers-tech in your project. Claude Code loads it when a task matches its description.

How do I install Researchers Tech in Codex?

Run `npx skills add bitwize-music-studio/claude-ai-music-skills --skill researchers-tech -a codex`. Or copy the skill folder (skills/researchers-tech in bitwize-music-studio/claude-ai-music-skills) into .agents/skills/researchers-tech in your project. Codex loads it when a task matches its description.

Can I use Researchers Tech 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 bitwize-music-studio/claude-ai-music-skills --skill researchers-tech -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-tech, .gemini/skills/researchers-tech, .github/skills/researchers-tech and .opencode/skills/researchers-tech in your project.

What does Researchers Tech need to run?

Going by SKILL.md and its folder, Researchers Tech needs the command-line tools its instructions call (git). Its frontmatter pre-approves these tools: Read, Edit, Write, Grep, Glob, WebFetch, WebSearch.

Does Researchers Tech access the network?

SKILL.md names 15 domains. As links in the text: lwn.net, kernel.org, debian.org, redhat.com, wiki.archlinux.org, lkml.org, lists.debian.org, lists.gnu.org, web.archive.org, groups.google.com, twit.tv, changelog.com, events.linuxfoundation.org, arstechnica.com and theregister.com. This is read from the text; nothing was executed.

Is Researchers Tech 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. Review the folder before installing.

What licence does Researchers Tech use?

Researchers Tech 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.

How many tokens does Researchers Tech use?

About 2.1k tokens (SKILL.md is roughly 8.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Researchers Tech?

Skills that share tags, products or a category with Researchers Tech: Cut Release (jfernandez/bpftop, 2.7k stars), Prepare Release (neetly/figma-agent-linux, 396 stars), Prose (static-web-server/static-web-server, 2.4k stars) and Release Notes (MikalaiBarysevich/CleverSwitch, 117 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Researchers Tech?

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.