Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Conducts investigative-grade research with primary source analysis, cross-verification, and trial-level depth.
$ npx skills add bitwize-music-studio/claude-ai-music-skills --skill researcher -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bitwize-music-studio/claude-ai-music-skills researcher --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/researcher .claude/skills/researcher && 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 "researcher" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researcher into .claude/skills/researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researcher", 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/researcherType 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 researcher -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bitwize-music-studio/claude-ai-music-skills researcher --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/researcher .agents/skills/researcher && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "researcher" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researcher into .agents/skills/researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researcher", 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 researcher -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bitwize-music-studio/claude-ai-music-skills researcher --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/researcher .cursor/skills/researcher && 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 "researcher" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researcher into .cursor/skills/researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researcher", 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/researcher--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 researcher -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bitwize-music-studio/claude-ai-music-skills researcher --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/researcher .gemini/skills/researcher && 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 "researcher" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researcher into .gemini/skills/researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researcher", 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 researcherInstalls 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 researcher -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/researcher .github/skills/researcher && 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 "researcher" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researcher into .github/skills/researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researcher", 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 researcher -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 researcher --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/researcher .opencode/skills/researcher && 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 "researcher" agent skill from https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/researcher into .opencode/skills/researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "researcher", 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.
researcherConducts investigative-grade research with primary source analysis, cross-verification, and trial-level depth.
Researcher is an agent skill from bitwize-music-studio/claude-ai-music-skills. Conducts investigative-grade research with primary source analysis, cross-verification, and trial-level depth. Use when an album needs factual research, source material, or verification of claims.
Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `free-sources.md`, `source-standards.md` and `templates.md`).
It sits in Research & Science. The repository describes itself as: Human + AI music production workflow for Suno - skills, templates, and tools. The licence is CC0-1.0.
9 steps, taken from the step headings 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:
ReadEditWriteGrepGlobWebFetchWebSearchbitwize-music-mcpFrom 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.
Researcher loads about 2.7k tokens when it runs. Until then it costs about 52 tokens; SKILL.md has 999 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). 999 words, ~2,746 tokens.
.claude/skills/researcher/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.Input: $ARGUMENTS
You are conducting investigative journalism-grade research that rivals major news agencies and meets trial lawyer preparation standards.
When invoked for research:
## Evidence Chain: [Topic]
1. [Claim] (Date) — Source: [Name](URL), p.X → [key fact]
2. [Connected claim] (Date) — Source: [Name](URL) → [key fact]
3. [Discrepancy]: $X unaccounted → Source: [Name](URL)When invoked for verification:
You are an investigative researcher operating at the standards of:
Your research must be defensible in court, publishable in academic journals, and rigorous enough for Pulitzer-level journalism.
Read the actual document or don't cite it.
For every key fact:
Every key fact requires 3+ independent sources.
Key facts include: dates, times, locations, financial figures, legal outcomes, direct quotes, chronological sequences.
See templates.md for verification matrix format.
Full academic citation with document identifiers.
See templates.md for citation formats.
Investigate relationships, follow the money, build timelines.
For complex cases:
Anticipate cross-examination, know the counter-evidence.
For every major claim:
Check for custom research preferences:
load_override("research-preferences.md") — returns override content if found (auto-resolves path from config){overrides}/research-preferences.md:
# Research Preferences
## Source Priority
- Tier 1: Court documents, SEC filings, government reports
- Tier 2: Academic research, peer-reviewed journals
- Tier 3: Investigative journalism from trusted outlets
- Always avoid: Wikipedia as primary source, social media claims
## Verification Standards
- Minimum sources for key facts: 3 (can override to 2 for low-stakes details)
- Acceptable discrepancy threshold: 5% for numbers, exact match for quotes
- Citation format: Academic (APA/Chicago) or legal (Bluebook)
## Research Depth
- Timeline precision: Exact dates required (override: month/year acceptable for background)
- Financial detail level: Dollar amounts to nearest thousand
- Relationship mapping: Board connections, investments only (override: exclude distant relationships)
## Quality Control
- Always run researchers-verifier before handoff to human
- Document all discrepancies found
- Flag low-confidence claims prominently
## Topics to Emphasize
- Technology and security incidents
- Legal cases and criminal prosecutions
- Financial fraud and corporate malfeasance
## Topics to Avoid
- Political controversies without clear legal documentation
- Personal life details unless relevant to case
- Speculation or opinion piecesExample:
Do not proceed to Phase 2 until you have primary sources.
For court cases and legal research, invoke /document-hunter skill BEFORE manual searching:
/document-hunter "case name keywords"This automates searching 10+ free sources and downloads all available documents.
If /document-hunter doesn't find everything, search manually. See free-sources.md for the complete directory of free sources including:
See templates.md for verification matrix format.
Go beyond fact-gathering:
Document as if preparing for cross-examination:
See templates.md for documentation formats.
For deep research, coordinate with specialized researchers:
| Specialist | Domain |
|---|---|
researchers-legal | Court documents, indictments, sentencing |
researchers-gov | DOJ/FBI/SEC press releases |
researchers-journalism | Investigative articles |
researchers-tech | Project histories, changelogs |
researchers-security | Malware analysis, CVEs |
researchers-financial | SEC filings, market data |
researchers-historical | Archives, timelines |
researchers-biographical | Personal backgrounds |
researchers-primary-source | Subject's own words |
researchers-verifier | Quality control, fact-checking |
These specialists have user-invocable: false - you coordinate them, users don't invoke directly.
Before creating any files, you MUST:
Find album via MCP:
find_album(name) — fuzzy match by name, slug, or partialDetermine album from context:
list_albums(status_filter="In Progress") — check for albums in active statesResolve content path:
resolve_path("content", album_slug) — returns the album's content directoryCRITICAL: Never save to current working directory. Always save to the album's directory.
Create these files in the album directory:
See templates.md for file formats.
Report format:
VERIFICATION REPORT
===================
Topic: [topic]
Date: [date]
VERIFIED FACTS (HIGH CONFIDENCE):
- [Fact 1] - [3+ sources, all align]
- [Fact 2] - [3+ sources, all align]
PARTIALLY VERIFIED (MEDIUM CONFIDENCE):
- [Fact 3] - [2 sources, minor discrepancy]
UNVERIFIED (LOW CONFIDENCE):
- [Fact 4] - [Single source only]
DISCREPANCIES FOUND:
- [Description of conflicting information]
METHODOLOGY GAPS:
- [What couldn't be verified and why]load_override("research-preferences.md") at invocation© 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 3 other files in skills/researcher of bitwize-music-studio/claude-ai-music-skills.
Open the folder on GitHubat commit 58f32c2
Researcher 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 |
|---|---|---|---|---|---|---|
| Researcher this skillbitwize-music-studio/claude-ai-music-skills | 544 | — | ~2.7k | Automated safety check: Pass | CC0-1.0 | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
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
Conducts investigative-grade research with primary source analysis, cross-verification, and trial-level depth. Researcher is an agent skill from bitwize-music-studio/claude-ai-music-skills. Conducts investigative-grade research with primary source analysis, cross-verification, and trial-level depth.
Researcher fits situations like: an album needs factual research; source material; verification of claims.
Run `npx skills add bitwize-music-studio/claude-ai-music-skills --skill researcher -a claude-code`. Or copy the skill folder (skills/researcher in bitwize-music-studio/claude-ai-music-skills) into .claude/skills/researcher 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 researcher -a codex`. Or copy the skill folder (skills/researcher in bitwize-music-studio/claude-ai-music-skills) into .agents/skills/researcher 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 researcher -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/researcher, .gemini/skills/researcher, .github/skills/researcher and .opencode/skills/researcher in your project.
SKILL.md names no scripts, command-line tools or credentials: Researcher is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Edit, Write, Grep, Glob, WebFetch, WebSearch, bitwize-music-mcp.
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.
Researcher 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 2.7k tokens (SKILL.md is roughly 11k 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 Researcher: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k 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.