Agent skill

Research

by jackwener in jackwener/llm-wiki

Research a topic for an LLM Wiki vault. An agent skill from jackwener/llm-wiki.

Apache-2.0Auto-check passedKnowledge Management

Install Research

skills CLI
$ npx skills add jackwener/llm-wiki --skill research -a claude-code

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

GitHub CLI
$ gh skill install jackwener/llm-wiki 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/jackwener/llm-wiki.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/research .claude/skills/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
research
GitHub stars
104
Token cost
~516 tokens
SKILL.md length
196 words
Files
1
Skills in repo
4
Repo updated
First seen
Licence
Apache-2.0

At a glance

Research a topic for an LLM Wiki vault. An agent skill from jackwener/llm-wiki.

  • Works in 7 steps: Read wiki-purpose.md and wiki-schema.md;… → Run the query workflow first to… → Gather 5–10 high-quality sources. Prefer… → …
  • The user invokes /research
  • SKILL.md covers Workflow and Guardrails
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Research is an agent skill from jackwener/llm-wiki. Research a topic for an LLM Wiki vault. Use whenever the user invokes /research, asks for a sourced deep dive beyond the current wiki, or asks to discover external sources and integrate the resulting knowledge into the wiki.

Its SKILL.md is about 520 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Knowledge Management, covering LLM wikis. The repository describes itself as: Agent-native persistent knowledge management — compile knowledge once, query forever. The licence is Apache-2.0.

When your agent uses it

  • The user invokes /research
  • Asks for a sourced deep dive beyond the current wiki
  • Asks to discover external sources and integrate the resulting knowledge into the wiki

Example prompts

  • “/research”

Workflow steps

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

  1. Read wiki-purpose.md and wiki-schema.md; decline or narrow requests
  2. Run the query workflow first to determine what is known and define a
  3. Gather 5–10 high-quality sources. Prefer primary materials, official
  4. Save each collected source under sources/YYYY-MM-DD/ before analysis.
  5. Apply the ingest workflow to each source: update focused, attributable
  6. Present a final report with this structure
  7. Create a query-synthesis page only when the cross-source conclusion is

What it can do on your machine

Read from SKILL.md and the folder at commit cd54666. It shows what the files ask for, not the result of running them.

  • Tool permissions

    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.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are yaml and markdown).

    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

Research loads about 516 tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 196 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~59
When it runs · the whole SKILL.md, loaded when a task matches
~516

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 jackwener/llm-wiki at commit cd54666, republished under its Apache-2.0 licence (© jackwener). 196 words, ~516 tokens.

Download SKILL.mdSave it as .claude/skills/research/SKILL.md (or your agent's skills folder).
name
research
description
Research a topic for an LLM Wiki vault. Use whenever the user invokes `/research`, asks for a sourced deep dive beyond the current wiki, or asks to discover external sources and integrate the resulting knowledge into the wiki.

Research for an LLM Wiki

Research fills a scoped gap in the wiki, then preserves the evidence and its useful conclusions. It combines query, source collection, and ingestion.

Workflow

  1. Read wiki-purpose.md and wiki-schema.md; decline or narrow requests outside the vault's scope.

  2. Run the query workflow first to determine what is known and define a precise research question.

  3. Gather 5–10 high-quality sources. Prefer primary materials, official documentation, papers, and authoritative recent analysis. Seek independent confirmation for important claims.

  4. Save each collected source under sources/YYYY-MM-DD/ before analysis. Include provenance when creating a research note:

    yaml
    ---
    title: Source Title
    url: https://original-url
    author: Author Name
    date: YYYY-MM-DD
    retrieved: YYYY-MM-DD
    type: article | paper | documentation | blog | video-transcript
    ---

    Treat files in sources/ as immutable after saving.

  5. Apply the ingest workflow to each source: update focused, attributable wiki pages and add wikilinks rather than compiling a detached report only.

  6. Present a final report with this structure:

    markdown
    ## Research Report: Topic
    ### Question
    ### Findings
    ### Sources Added
    ### Wiki Pages Created/Updated
    ### Remaining Gaps
  7. Create a query-synthesis page only when the cross-source conclusion is genuinely new and well supported. Then append a research entry to wiki-log.md and run llm-wiki sync.

Guardrails

  • Keep the research question bounded; list tangents as follow-ups.
  • Attribute every material claim to saved sources or cited wiki pages.
  • Flag outdated evidence for fast-moving topics.
  • Never invent a source, citation, or conclusion.

© jackwener, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/research of jackwener/llm-wiki.

Open the folder on GitHubat commit cd54666

Compare with similar skills

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.

Research compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Research this skilljackwener/llm-wiki104—~516Automated safety check: PassApache-2.0
Karpathy LLM WikiAstro-Han/karpathy-llm-wiki2.4k—~3.6kAutomated safety check: PassMIT
LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything86k1 repos~1.5kAutomated safety check: PassMIT
Hermes History IngestAr9av/obsidian-wiki3.5k1 repos~2.2kAutomated safety check: NotesMIT
LLM Wikilewislulu/llm-wiki-skill655—~3.7kAutomated safety check: PassNone
Wiki Builderrohitg00/pro-workflow2.9k—~1kAutomated safety check: PassNone

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More from jackwener/llm-wiki

  • Ingest

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  • Query

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Questions about Research

What does Research do?

Research a topic for an LLM Wiki vault. An agent skill from jackwener/llm-wiki. Research is an agent skill from jackwener/llm-wiki. Research a topic for an LLM Wiki vault.

When should I use Research?

Research fits situations like: the user invokes /research; asks for a sourced deep dive beyond the current wiki; asks to discover external sources and integrate the resulting knowledge into the wiki.

How do I install Research in Claude Code?

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

How do I install Research in Codex?

Run `npx skills add jackwener/llm-wiki --skill research -a codex`. Or copy the skill folder (skills/research in jackwener/llm-wiki) into .agents/skills/research in your project. Codex loads it when a task matches its description.

Can I use 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 jackwener/llm-wiki --skill 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/research, .gemini/skills/research, .github/skills/research and .opencode/skills/research in your project.

What does Research need to run?

SKILL.md names no scripts, command-line tools or credentials: Research is instructions for the agent only.

Does 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 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 Research use?

Research is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Research use?

About 516 tokens (SKILL.md is roughly 2.1k 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 Research?

Skills that share tags, products or a category with Research: Karpathy LLM Wiki (Astro-Han/karpathy-llm-wiki, 2.4k stars), LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 86k stars), Hermes History Ingest (Ar9av/obsidian-wiki, 3.5k stars) and LLM Wiki (lewislulu/llm-wiki-skill, 655 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Research?

jackwener (a GitHub user) maintains it in jackwener/llm-wiki, which has 104 GitHub stars. The repository holds 4 skills in this directory. The repository was last updated on July 10, 2026.

Source: jackwener/llm-wiki on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.