Literature Review
neflibata-feng/MyArxiv-Agent
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).
Activate this skill when the user wants deep, multi-round academic paper collection for a survey or literature review.
Install Aminer Deep Search
$ npx skills add Ali-Marandi/Web-Scraper-Framework --skill aminer-deep-search -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Ali-Marandi/Web-Scraper-Framework aminer-deep-search --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/Ali-Marandi/Web-Scraper-Framework.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/aminer-deep-search .claude/skills/aminer-deep-search && 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 "aminer-deep-search" agent skill from https://github.com/Ali-Marandi/Web-Scraper-Framework/tree/main/skills/aminer-deep-search into .claude/skills/aminer-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aminer-deep-search", 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/Ali-Marandi/Web-Scraper-Framework/tree/main/skills/aminer-deep-searchType 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 Ali-Marandi/Web-Scraper-Framework --skill aminer-deep-search -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Ali-Marandi/Web-Scraper-Framework aminer-deep-search --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ali-Marandi/Web-Scraper-Framework.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/aminer-deep-search .agents/skills/aminer-deep-search && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aminer-deep-search" agent skill from https://github.com/Ali-Marandi/Web-Scraper-Framework/tree/main/skills/aminer-deep-search into .agents/skills/aminer-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aminer-deep-search", 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 Ali-Marandi/Web-Scraper-Framework --skill aminer-deep-search -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Ali-Marandi/Web-Scraper-Framework aminer-deep-search --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ali-Marandi/Web-Scraper-Framework.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/aminer-deep-search .cursor/skills/aminer-deep-search && 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 "aminer-deep-search" agent skill from https://github.com/Ali-Marandi/Web-Scraper-Framework/tree/main/skills/aminer-deep-search into .cursor/skills/aminer-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aminer-deep-search", 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/Ali-Marandi/Web-Scraper-Framework.git --path skills/aminer-deep-search--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 Ali-Marandi/Web-Scraper-Framework --skill aminer-deep-search -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Ali-Marandi/Web-Scraper-Framework aminer-deep-search --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ali-Marandi/Web-Scraper-Framework.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/aminer-deep-search .gemini/skills/aminer-deep-search && 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 "aminer-deep-search" agent skill from https://github.com/Ali-Marandi/Web-Scraper-Framework/tree/main/skills/aminer-deep-search into .gemini/skills/aminer-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aminer-deep-search", 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 Ali-Marandi/Web-Scraper-Framework aminer-deep-searchInstalls 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 Ali-Marandi/Web-Scraper-Framework --skill aminer-deep-search -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Ali-Marandi/Web-Scraper-Framework.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/aminer-deep-search .github/skills/aminer-deep-search && 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 "aminer-deep-search" agent skill from https://github.com/Ali-Marandi/Web-Scraper-Framework/tree/main/skills/aminer-deep-search into .github/skills/aminer-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aminer-deep-search", 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 Ali-Marandi/Web-Scraper-Framework --skill aminer-deep-search -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Ali-Marandi/Web-Scraper-Framework aminer-deep-search --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ali-Marandi/Web-Scraper-Framework.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/aminer-deep-search .opencode/skills/aminer-deep-search && 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 "aminer-deep-search" agent skill from https://github.com/Ali-Marandi/Web-Scraper-Framework/tree/main/skills/aminer-deep-search into .opencode/skills/aminer-deep-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aminer-deep-search", 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.
Facts
- Skill name
aminer-deep-search- GitHub stars
- 107
- Token cost
- ~1.6k tokens
- SKILL.md length
- 615 words
- Files
- 8 (incl. scripts)
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- None found
At a glance
Activate this skill when the user wants deep, multi-round academic paper collection for a survey or literature review.
- Works in 5 steps: Search: run 1–4 search / qa-search calls… → Filter & add: read the stdout results,… → Check: run stats to see the total and… → …
- Multi-round academic paper collection for a survey
- SKILL.md covers Scope, Pre-flight, Tools and Round Protocol (core), plus 1 more section
- Runs Python scripts from its folder; calls python3; needs AMINER_API_KEY
What it does
Aminer Deep Search is an agent skill from Ali-Marandi/Web-Scraper-Framework. Activate this skill when the user wants deep, multi-round academic paper collection for a survey or literature review. The host model (the model running this skill) drives the loop itself: it expands queries, judges relevance, snowballs backward references, and decides when to stop. The bundled scripts are pure tool commands that call documented AMiner Open Platform endpoints and print JSON tool results only — no extra LLM configuration is needed. Use this skill for broad topic exploration, survey bibliography…
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including scripts (for example `SKILL.zh.md`, `commands/aminer-deep-search.md` and `scripts/aminer_api.py`).
It sits in Research & Science, covering Citation management, Academic paper search and Literature review. The repository describes itself as: Flexible and Scalable Web Scraping Framework.
When your agent uses it
- Multi-round academic paper collection for a survey
- Literature review
- Broad topic exploration
- Survey bibliography construction
Example prompts
- “/aminer-deep-search”
Requirements
- Python 3
- A credential in AMINER_API_KEY
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Search: run 1–4 search / qa-search calls from the pending query queue. Prefer search (cheaper); use qa-search when the query is a…
- Filter & add: read the stdout results, judge relevance to the topic yourself, and pipe only the kept items into paper_set.py add. Never…
- Check: run stats to see the total and this round's increment.
- Snowball: from this round's relevant additions pick ≤5 strong seeds (highly relevant, ranked high under --order n_citation, not in…
- Decide: choose the next move —
What it can do on your machine
Read from SKILL.md and the folder at commit f8af4cd. 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 2 files 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
Links to these hosts (documentation or services it may open):
open.aminer.cn
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
AMINER_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Aminer Deep Search loads about 1.6k tokens when it runs. Until then it costs about 187 tokens; SKILL.md has 615 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.
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 615 words (~1,566 tokens).
“Host-model-driven survey paper collection. You (the model reading this) are the controller: run the tool scripts, read their JSON output, judge relevance yourself, and iterate until the collection target is met.”
- name
- aminer-deep-search
- version
- 2.0.0
- author
- AMiner
- contact
- report@aminer.cn
Files
SKILL.md and 7 other files (scripts) in skills/aminer-deep-search of Ali-Marandi/Web-Scraper-Framework.
- SKILL.md
- .gitignore
- SKILL.zh.md
- commands/aminer-deep-search.md
- scripts/aminer_api.py
- scripts/paper_set.py
- tests/test_aminer_api.py
- tests/test_paper_set.py
Open the folder on GitHubat commit f8af4cd
Compare with similar skills
Aminer Deep Search 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 |
|---|---|---|---|---|---|---|
| Aminer Deep Search this skillAli-Marandi/Web-Scraper-Framework | 107 | — | ~1.6k | Automated safety check: Pass | None | |
| Literature Reviewneflibata-feng/MyArxiv-Agent | 126 | 20 repos | ~5.9k | Automated safety check: Notes | MIT | |
| Preprint Search on bioRxivLigphiDonk/Oh-my--paper | 739 | 12 repos | ~3.7k | Automated safety check: Pass | MIT | |
| Systematic Literature Review Builderbytedance/deer-flow | 84k | 2 repos | ~4.3k | Automated safety check: Pass | MIT | |
| Paper Research on arXivXiaomiMiMo/MiMo-Code | 14k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Literature Review AgentAr9av/PaperOrchestra | 679 | 1 repos | ~5.2k | Automated safety check: Pass | Custom licence |
Similar skills
Preprint Search on bioRxiv
LigphiDonk/Oh-my--paper
Searches bioRxiv life sciences preprints by keyword, author, date range or category with a Python script, returning JSON metadata and optional PDF downloads.
Systematic Literature Review Builder
bytedance/deer-flow
Searches arXiv across many papers on one topic, extracts each paper's methodology and findings in parallel, and synthesizes a cited literature review.
Paper Research on arXiv
XiaomiMiMo/MiMo-Code
Searches arXiv, fetches metadata, generates BibTeX, downloads PDFs and finds citations and related papers using a bundled Python script.
Literature Review Agent
Ar9av/PaperOrchestra
Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.
Autonomous Research
federicodeponte/opendraft
An 18-agent pipeline that turns one topic line into a drafted research paper, literature review, or thesis chapter.
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Related
Categories
Questions about Aminer Deep Search
What does Aminer Deep Search do?
Activate this skill when the user wants deep, multi-round academic paper collection for a survey or literature review. Aminer Deep Search is an agent skill from Ali-Marandi/Web-Scraper-Framework. Activate this skill when the user wants deep, multi-round academic paper collection for a survey or literature review.
When should I use Aminer Deep Search?
Aminer Deep Search fits situations like: multi-round academic paper collection for a survey; literature review; broad topic exploration; survey bibliography construction.
How do I install Aminer Deep Search in Claude Code?
Run `npx skills add Ali-Marandi/Web-Scraper-Framework --skill aminer-deep-search -a claude-code`. Or copy the skill folder (skills/aminer-deep-search in Ali-Marandi/Web-Scraper-Framework) into .claude/skills/aminer-deep-search in your project. Claude Code loads it when a task matches its description.
How do I install Aminer Deep Search in Codex?
Run `npx skills add Ali-Marandi/Web-Scraper-Framework --skill aminer-deep-search -a codex`. Or copy the skill folder (skills/aminer-deep-search in Ali-Marandi/Web-Scraper-Framework) into .agents/skills/aminer-deep-search in your project. Codex loads it when a task matches its description.
Can I use Aminer Deep Search 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 Ali-Marandi/Web-Scraper-Framework --skill aminer-deep-search -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aminer-deep-search, .gemini/skills/aminer-deep-search, .github/skills/aminer-deep-search and .opencode/skills/aminer-deep-search in your project.
What does Aminer Deep Search need to run?
Going by SKILL.md and its folder, Aminer Deep Search needs Python for the scripts in its folder, the command-line tools its instructions call (python3) and credentials named AMINER_API_KEY. Our summary lists: Python 3; A credential in AMINER_API_KEY.
Does Aminer Deep Search access the network?
SKILL.md names 1 domain. As links in the text: open.aminer.cn. This is read from the text; nothing was executed.
Is Aminer Deep Search 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 Aminer Deep Search use?
No licence was found for Aminer Deep Search or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Aminer Deep Search use?
About 1.6k tokens (SKILL.md is roughly 6.3k 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 Aminer Deep Search?
Skills that share tags, products or a category with Aminer Deep Search: Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars), Preprint Search on bioRxiv (LigphiDonk/Oh-my--paper, 739 stars), Systematic Literature Review Builder (bytedance/deer-flow, 84k stars) and Paper Research on arXiv (XiaomiMiMo/MiMo-Code, 14k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Aminer Deep Search?
Ali-Marandi (a GitHub user) maintains it in Ali-Marandi/Web-Scraper-Framework, which has 107 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on August 31, 2026.
Source: Ali-Marandi/Web-Scraper-Framework on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.