Multi-agent parallel investigation for complex JUCE problems.

No licenceAuto-check passedResearch & Science

Install Deep Research

skills CLI
$ npx skills add glittercowboy/plugin-freedom-system --skill deep-research -a claude-code

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

GitHub CLI
$ gh skill install glittercowboy/plugin-freedom-system deep-research --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/glittercowboy/plugin-freedom-system.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/deep-research .claude/skills/deep-research && 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
deep-research
GitHub stars
217
Token cost
~2.6k tokens
SKILL.md length
988 words
Files
10 (incl. references, assets)
Skills in repo
15
Repo updated
First seen
Licence
None found

At a glance

Multi-agent parallel investigation for complex JUCE problems.

  • Works in 3 steps: Output confirmation: "User selected:… → Use Skill tool to invoke plugin-improve… → STOP execution (no further implementation)
  • Troubleshooting fails after Level 3
  • SKILL.md covers Overview, Entry Points, Level 1: Quick Check (5-10… and Level 2: Moderate…, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Deep Research is an agent skill from glittercowboy/plugin-freedom-system. Multi-agent parallel investigation for complex JUCE problems. Use when troubleshooting fails after Level 3, problems require novel research, or user requests /research command.

Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including reference files and assets (for example `assets/level1-report-template.md`, `assets/level2-report-template.md` and `assets/level3-report-template.md`).

It sits in Research & Science, covering Deep research and Creative writing and fiction. The repository describes itself as: AI-assisted JUCE plugin development system for MacOS by TÂCHES.

When your agent uses it

  • Troubleshooting fails after Level 3
  • Problems require novel research
  • User requests /research command

Example prompts

  • “/deep-research”

Requirements

  • Pre-approved tools (allowed-tools): Read, Grep, Task, WebSearch

Workflow steps

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

  1. Output confirmation: "User selected: Apply solution. Invoking plugin-improve skill..."
  2. Use Skill tool to invoke plugin-improve directly
  3. STOP execution (no further implementation)

What it can do on your machine

Read from SKILL.md and the folder at commit e965cdd. 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
    • Grep
    • Task
    • WebSearch

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    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.

  • Network

    No URLs in SKILL.md.

    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

Deep Research loads about 2.6k tokens when it runs, and up to ~7.3k if it reads all its reference files. Until then it costs about 48 tokens; SKILL.md has 988 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~48
When it runs · the whole SKILL.md, loaded when a task matches
~2.6k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~7.3k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 988 words (~2,608 tokens).

“Purpose: Multi-level autonomous investigation for complex JUCE plugin development problems using graduated research depth protocol.”

— opening of SKILL.md by glittercowboy
name
deep-research
allowed-tools
Read, Grep, Task, WebSearch

Read the full SKILL.md on GitHub

Files

SKILL.md and 9 other files (references, assets) in .claude/skills/deep-research of glittercowboy/plugin-freedom-system.

  • SKILL.md
  • assets/level1-report-template.md
  • assets/level2-report-template.md
  • assets/level3-report-template.md
  • assets/report-template.json
  • assets/research-progress.md
  • references/error-handling.md
  • references/example-scenarios.md
  • references/integrations.md
  • references/research-protocol.md

Open the folder on GitHubat commit e965cdd

Compare with similar skills

Deep Research 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.

Deep Research compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Deep Research this skillglittercowboy/plugin-freedom-system217—~2.6kAutomated safety check: PassNone
GitHub Deep Researchbytedance/deer-flow84k4 repos~1.3kAutomated safety check: PassMIT
Deep Research WorkflowTokenRhythm/opensquilla7.1k—~1.3kAutomated safety check: PassApache-2.0
Deep Researchsanjay3290/ai-skills4319 repos~683Automated safety check: NotesApache-2.0
Horizontal-Vertical Deep ResearchKKKKhazix/khazix-skills21k—~2.1kAutomated safety check: PassMIT
Academic Research PipelineImbad0202/academic-research-skills51k—~15kAutomated safety check: PassCustom licence

Similar skills

  • GitHub Deep Research

    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.

    84k GitHub starsUsed in 4 repos~1.3k tokens
    Research & ScienceAuto-check passed
  • Deep Research Workflow

    TokenRhythm/opensquilla

    Runs multi-round research in three stages with a persisted state file, evidence tracking and a long-form report with per-claim citations.

    7.1k GitHub stars~1.3k tokensUpdated today
    Research & ScienceAuto-check passed
  • Deep Research

    sanjay3290/ai-skills

    Execute autonomous multi-step research using Google Gemini Deep Research Agent.

    431 GitHub starsUsed in 9 repos~683 tokens
    Research & ScienceAuto-check: notes
  • Horizontal-Vertical Deep Research

    KKKKhazix/khazix-skills

    Runs a two-axis deep research method on a product, company, concept or person: its full history over time, compared with peers today, delivered as a typeset PDF report.

    21k GitHub stars~2.1k tokensUpdated 8 days ago
    Research & ScienceAuto-check passed
  • Academic Research Pipeline

    Imbad0202/academic-research-skills

    Orchestrates a ten-stage academic workflow from research to finished manuscript, including integrity checks, two rounds of peer review and revision.

    51k GitHub stars~15k tokensUpdated yesterday
    Research & ScienceAuto-check passed
  • Academic Research Suite for Codex

    Imbad0202/academic-research-skills-codex

    A router skill that sends academic work such as literature reviews, drafting, citation checks, peer review and revision to the right workflow in the ARS suite.

    12k GitHub stars~12k tokensUpdated 6 days ago
    Research & ScienceAuto-check passed

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  • Plugin Packaging

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  • Plugin Planning

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Questions about Deep Research

What does Deep Research do?

Multi-agent parallel investigation for complex JUCE problems. Deep Research is an agent skill from glittercowboy/plugin-freedom-system. Multi-agent parallel investigation for complex JUCE problems.

When should I use Deep Research?

Deep Research fits situations like: troubleshooting fails after Level 3; problems require novel research; user requests /research command.

How do I install Deep Research in Claude Code?

Run `npx skills add glittercowboy/plugin-freedom-system --skill deep-research -a claude-code`. Or copy the skill folder (.claude/skills/deep-research in glittercowboy/plugin-freedom-system) into .claude/skills/deep-research in your project. Claude Code loads it when a task matches its description.

How do I install Deep Research in Codex?

Run `npx skills add glittercowboy/plugin-freedom-system --skill deep-research -a codex`. Or copy the skill folder (.claude/skills/deep-research in glittercowboy/plugin-freedom-system) into .agents/skills/deep-research in your project. Codex loads it when a task matches its description.

Can I use Deep Research 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 glittercowboy/plugin-freedom-system --skill deep-research -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/deep-research, .gemini/skills/deep-research, .github/skills/deep-research and .opencode/skills/deep-research in your project.

What does Deep Research need to run?

SKILL.md names no scripts, command-line tools or credentials: Deep Research is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Task, WebSearch.

Does Deep Research access the network?

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.

Is Deep Research 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 Deep Research use?

No licence was found for Deep Research or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Deep Research use?

About 2.6k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 4.7k tokens, read only when the agent opens those files.

What are the alternatives to Deep Research?

Skills that share tags, products or a category with Deep Research: GitHub Deep Research (bytedance/deer-flow, 84k stars), Deep Research Workflow (TokenRhythm/opensquilla, 7.1k stars), Deep Research (sanjay3290/ai-skills, 431 stars) and Horizontal-Vertical Deep Research (KKKKhazix/khazix-skills, 21k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Deep Research?

glittercowboy (a GitHub user) maintains it in glittercowboy/plugin-freedom-system, which has 217 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on November 19, 2025.

Source: glittercowboy/plugin-freedom-system on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.