Agent skill

Literature Review

by sundial-org in sundial-org/awesome-openclaw-skills

Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs.

No licenceAuto-check passedResearch & Science

Install Literature Review

skills CLI
$ npx skills add sundial-org/awesome-openclaw-skills --skill literature-review -a claude-code

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

GitHub CLI
$ gh skill install sundial-org/awesome-openclaw-skills literature-review --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/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/literature-review .claude/skills/literature-review && 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
literature-review
GitHub stars
663
Token cost
~962 tokens
SKILL.md length
384 words
Files
2 (incl. scripts)
Skills in repo
383
Repo updated
First seen
Licence
None found

At a glance

Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs.

  • Works in 5 steps: Broad Search (All Bases) → Targeted Search → Comparing Sources → …
  • The user needs to find papers on a topic
  • SKILL.md covers Capabilities, Environment Variables, Workflows and Output Format, plus 1 more section
  • Runs Python scripts from its folder; calls python3; needs SEMANTIC_SCHOLAR_API_KEY and OPENALEX_API_KEY

What it does

Literature Review is an agent skill from sundial-org/awesome-openclaw-skills. Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs. Use when the user needs to find papers on a topic, get details for specific DOIs, or draft sections of a literature review with proper citations.

Its SKILL.md is about 960 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/lit_search.py`).

It sits in Research & Science, covering Academic paper search and Literature review. It works with PubMed and Semantic Scholar. The repository describes itself as: Top OpenClaw skills, with the most popular and useful ones.

When your agent uses it

  • The user needs to find papers on a topic
  • Get details for specific DOIs
  • Draft sections of a literature review with proper citations

Example prompts

  • “/literature-review”

Requirements

  • Python 3
  • A credential in SEMANTIC_SCHOLAR_API_KEY
  • A credential in OPENALEX_API_KEY

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Broad Search (All Bases)
  2. Targeted Search
  3. Comparing Sources
  4. Getting Full Details (S2)
  5. Writing the Review

What it can do on your machine

Read from SKILL.md and the folder at commit b80cde2. 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

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3

    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 these keys or tokens, usually read from environment variables:

    • SEMANTIC_SCHOLAR_API_KEY
    • OPENALEX_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Literature Review loads about 962 tokens when it runs. Until then it costs about 75 tokens; SKILL.md has 384 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~75
When it runs · the whole SKILL.md, loaded when a task matches
~962

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); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 384 words (~962 tokens).

“Help write academic literature reviews using a multi-engine search integration (S2, OA, CR, PM).”

— opening of SKILL.md by sundial-org
name
literature-review
version
1.2.0

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (scripts) in skills/literature-review of sundial-org/awesome-openclaw-skills.

  • SKILL.md
  • scripts/lit_search.py

Open the folder on GitHubat commit b80cde2

Compare with similar skills

Literature Review 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.

Literature Review compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Literature Review this skillsundial-org/awesome-openclaw-skills663—~962Automated safety check: PassNone
Literature Reviewneflibata-feng/MyArxiv-Agent12620 repos~5.9kAutomated safety check: NotesMIT
Literature ReviewK-Dense-AI/scientific-agent-skills48k1 repos~3.2kAutomated safety check: NotesMIT
Literature ReviewNorman-bury/research-writing-skill3.4k—~2.2kAutomated safety check: NotesMIT
PaperSeek Literature SearchMingfengHong/paperseek0—~1.6kAutomated safety check: PassApache-2.0
Literature Search Methodologyaiming-lab/AutoResearchClaw15k—~709Automated safety check: PassMIT

Similar skills

  • Literature Review

    neflibata-feng/MyArxiv-Agent

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    126 GitHub starsUsed in 20 repos~5.9k tokens
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  • Literature Review

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    Runs systematic, scoping or narrative literature reviews across PubMed, arXiv, bioRxiv and Semantic Scholar, with citation checks and Markdown or PDF output.

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  • Literature Review

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    3.4k GitHub stars~2.2k tokensUpdated 4 mo ago
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    Routes literature searches through the PaperSeek launcher, picks suitable scholarly sources, parses JSON output and keeps API keys out of the chat.

    0 GitHub stars~1.6k tokensUpdated 2 days ago
    Research & ScienceAuto-check passed
  • Literature Search Methodology

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    Lays out a systematic literature review method: PICO-based search strategy, inclusion criteria, PRISMA screening, quality assessment tools and synthesis approaches.

    15k GitHub stars~709 tokensUpdated 1 mo ago
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Questions about Literature Review

What does Literature Review do?

Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs. Literature Review is an agent skill from sundial-org/awesome-openclaw-skills. Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs.

When should I use Literature Review?

Literature Review fits situations like: the user needs to find papers on a topic; get details for specific DOIs; draft sections of a literature review with proper citations.

How do I install Literature Review in Claude Code?

Run `npx skills add sundial-org/awesome-openclaw-skills --skill literature-review -a claude-code`. Or copy the skill folder (skills/literature-review in sundial-org/awesome-openclaw-skills) into .claude/skills/literature-review in your project. Claude Code loads it when a task matches its description.

How do I install Literature Review in Codex?

Run `npx skills add sundial-org/awesome-openclaw-skills --skill literature-review -a codex`. Or copy the skill folder (skills/literature-review in sundial-org/awesome-openclaw-skills) into .agents/skills/literature-review in your project. Codex loads it when a task matches its description.

Can I use Literature Review 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 sundial-org/awesome-openclaw-skills --skill literature-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/literature-review, .gemini/skills/literature-review, .github/skills/literature-review and .opencode/skills/literature-review in your project.

What does Literature Review need to run?

Going by SKILL.md and its folder, Literature Review needs Python for the scripts in its folder, the command-line tools its instructions call (python3) and credentials named SEMANTIC_SCHOLAR_API_KEY and OPENALEX_API_KEY. Our summary lists: Python 3; A credential in SEMANTIC_SCHOLAR_API_KEY; A credential in OPENALEX_API_KEY.

Does Literature Review 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 Literature Review 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Literature Review use?

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

How many tokens does Literature Review use?

About 962 tokens (SKILL.md is roughly 3.8k 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 Literature Review?

Skills that share tags, products or a category with Literature Review: Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars), Literature Review (K-Dense-AI/scientific-agent-skills, 48k stars), Literature Review (Norman-bury/research-writing-skill, 3.4k stars) and PaperSeek Literature Search (MingfengHong/paperseek, 0 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Literature Review?

sundial-org (a GitHub organization) maintains it in sundial-org/awesome-openclaw-skills, which has 663 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on March 7, 2026.

Source: sundial-org/awesome-openclaw-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.