Communications-domain literature review with Claude-style knowledge-base-first retrieval.
$ npx skills add AI4Scientist/nano-scientist --skill comm-lit-review-claude-single -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AI4Scientist/nano-scientist comm-lit-review-claude-single --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/AI4Scientist/nano-scientist.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/comm-lit-review .claude/skills/comm-lit-review-claude-single && 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 "comm-lit-review-claude-single" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/comm-lit-review into .claude/skills/comm-lit-review-claude-single/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "comm-lit-review-claude-single", 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/AI4Scientist/nano-scientist/tree/main/skills/comm-lit-reviewType 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 AI4Scientist/nano-scientist --skill comm-lit-review-claude-single -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AI4Scientist/nano-scientist comm-lit-review-claude-single --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/comm-lit-review .agents/skills/comm-lit-review-claude-single && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "comm-lit-review-claude-single" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/comm-lit-review into .agents/skills/comm-lit-review-claude-single/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "comm-lit-review-claude-single", 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 AI4Scientist/nano-scientist --skill comm-lit-review-claude-single -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AI4Scientist/nano-scientist comm-lit-review-claude-single --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/comm-lit-review .cursor/skills/comm-lit-review-claude-single && 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 "comm-lit-review-claude-single" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/comm-lit-review into .cursor/skills/comm-lit-review-claude-single/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "comm-lit-review-claude-single", 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/AI4Scientist/nano-scientist.git --path skills/comm-lit-review--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 AI4Scientist/nano-scientist --skill comm-lit-review-claude-single -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AI4Scientist/nano-scientist comm-lit-review-claude-single --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/comm-lit-review .gemini/skills/comm-lit-review-claude-single && 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 "comm-lit-review-claude-single" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/comm-lit-review into .gemini/skills/comm-lit-review-claude-single/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "comm-lit-review-claude-single", 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 AI4Scientist/nano-scientist comm-lit-review-claude-singleInstalls 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 AI4Scientist/nano-scientist --skill comm-lit-review-claude-single -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/comm-lit-review .github/skills/comm-lit-review-claude-single && 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 "comm-lit-review-claude-single" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/comm-lit-review into .github/skills/comm-lit-review-claude-single/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "comm-lit-review-claude-single", 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 AI4Scientist/nano-scientist --skill comm-lit-review-claude-single -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AI4Scientist/nano-scientist comm-lit-review-claude-single --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/comm-lit-review .opencode/skills/comm-lit-review-claude-single && 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 "comm-lit-review-claude-single" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/comm-lit-review into .opencode/skills/comm-lit-review-claude-single/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "comm-lit-review-claude-single", 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.
comm-lit-review-claude-singleCommunications-domain literature review with Claude-style knowledge-base-first retrieval.
Comm Lit Review Claude Single is an agent skill from AI4Scientist/nano-scientist. Communications-domain literature review with Claude-style knowledge-base-first retrieval. Use when the task is about communications, wireless, networking, satellite/NTN, Wi-Fi, cellular, transport protocols, congestion control, routing, scheduling, MAC/PHY, rate adaptation, channel estimation, beamforming, or communication-system research and the user wants papers, related work, a survey, or a landscape summary. Search Zotero, Obsidian, and local paper folders first when available, then search IEEE Xplore…
Its SKILL.md is about 2.2k 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 Research & Science, covering Literature review, Citation management and Knowledge bases. It works with Obsidian and Zotero. The repository describes itself as: An autonomous research agent that turns a topic into a peer-reviewed technical report.
2 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 7132192. 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:
Bash(*)ReadGlobGrepWebSearchWebFetchWriteAgentmcp__zotero__*mcp__obsidian-vault__*From allowed-tools in the SKILL.md frontmatter.
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.
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.
Comm Lit Review Claude Single loads about 2.2k tokens when it runs. Until then it costs about 152 tokens; SKILL.md has 1,112 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 noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Bash(*), Read, Glob, Grep, WebSearch, WebFetch, Write, Agent, mcp__zotero__*, mcp__obsidian-vault__*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.
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,112 words (~2,216 tokens).
Just SKILL.md in skills/comm-lit-review of AI4Scientist/nano-scientist.
Open the folder on GitHubat commit 7132192
We found 8 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 4 other GitHub owners. This page covers the copy in AI4Scientist/nano-scientist, which our catalogue first saw on October 7, 2026.
Comm Lit Review Claude Single 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 |
|---|---|---|---|---|---|---|
| Comm Lit Review Claude Single this skillAI4Scientist/nano-scientist | 128 | 4 repos | ~2.2k | Automated safety check: Notes | None | |
| Obsidian Literature Workflowbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~976 | Automated safety check: Pass | Custom licence | |
| Zotero Taxonomy Curatorganzoth/zotero-taxonomy-curator | 160 | — | ~2.3k | Automated safety check: Pass | MIT | |
| Zotero Obsidian BridgeGalaxy-Dawn/claude-scholar | 5.7k | — | ~514 | Automated safety check: Pass | MIT | |
| Systematic Review ScreenerImbad0202/academic-research-skills | 51k | — | ~8.4k | Automated safety check: Pass | Custom licence | |
| Deeppapernote917Dhj/DeepPaperNote | 1.2k | 1 repos | ~5.9k | Automated safety check: Pass | MIT |
brycewang-stanford/Auto-Empirical-Research-Skills
A skill your agent uses when the user keeps paper notes inside an Obsidian project knowledge base and wants filesystem-first literature review, explicit agent-first Zotero ingestion, Papers/ plus…
ganzoth/zotero-taxonomy-curator
Domain-configurable Zotero-to-Obsidian literature curation and paper close-reading skill.
Galaxy-Dawn/claude-scholar
Moves papers from Zotero into an Obsidian project knowledge base as source notes, literature synthesis and writing outputs, with evidence records behind every promoted claim.
Imbad0202/academic-research-skills
Screens records for systematic, scoping and rapid reviews against fixed eligibility rules, using two blinded AI reviewers and a third adjudicator, with traceable PRISMA counts.
917Dhj/DeepPaperNote
Generate a high-quality deep-reading note for a single paper and write it into an Obsidian-style vault.
HuiyuLi-2000/Chinese-Grant-Writer-Skills
Writes the research-status literature review and critique section of an NSFC grant proposal, backed by a bundled multi-source literature search.
AI4Scientist/nano-scientist
Structures and derives research formulas when the user wants to 推导公式, build a theory line, organize assumptions, turn scattered equations into a coherent derivation, or rewrite theory notes into a…
AI4Scientist/nano-scientist
Compile LaTeX paper to PDF, fix errors, and verify output. An agent skill from AI4Scientist/nano-scientist.
AI4Scientist/nano-scientist
Generate publication-quality figures and tables from experiment results.
AI4Scientist/nano-scientist
Find and read academic papers: disambiguate queries, discover papers (search, citation traversal, recommendations, arXiv monitoring, trending, GitHub search), evaluate (TLDR, citations, code, SOTA)…
AI4Scientist/nano-scientist
Writes rigorous mathematical proofs for ML/AI theory. An agent skill from AI4Scientist/nano-scientist.
AI4Scientist/nano-scientist
A skill your agent uses when main results pass result-to-claim (claimsupported=yes or partial) and ablation studies are needed for paper submission.
Categories
Communications-domain literature review with Claude-style knowledge-base-first retrieval. Comm Lit Review Claude Single is an agent skill from AI4Scientist/nano-scientist. Communications-domain literature review with Claude-style knowledge-base-first retrieval.
Comm Lit Review Claude Single fits situations like: the task is about communications; transport protocols; congestion control; rate adaptation.
Run `npx skills add AI4Scientist/nano-scientist --skill comm-lit-review-claude-single -a claude-code`. Or copy the skill folder (skills/comm-lit-review in AI4Scientist/nano-scientist) into .claude/skills/comm-lit-review-claude-single in your project. Claude Code loads it when a task matches its description.
Run `npx skills add AI4Scientist/nano-scientist --skill comm-lit-review-claude-single -a codex`. Or copy the skill folder (skills/comm-lit-review in AI4Scientist/nano-scientist) into .agents/skills/comm-lit-review-claude-single 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 AI4Scientist/nano-scientist --skill comm-lit-review-claude-single -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/comm-lit-review-claude-single, .gemini/skills/comm-lit-review-claude-single, .github/skills/comm-lit-review-claude-single and .opencode/skills/comm-lit-review-claude-single in your project.
SKILL.md names no scripts, command-line tools or credentials: Comm Lit Review Claude Single is instructions for the agent only. Its frontmatter pre-approves these tools: Bash(*), Read, Glob, Grep, WebSearch, WebFetch, Write, Agent, mcp__zotero__*, mcp__obsidian-vault__*.
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 notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
No licence was found for Comm Lit Review Claude Single or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
About 2.2k tokens (SKILL.md is roughly 8.9k 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 Comm Lit Review Claude Single: Obsidian Literature Workflow (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars), Zotero Taxonomy Curator (ganzoth/zotero-taxonomy-curator, 160 stars), Zotero Obsidian Bridge (Galaxy-Dawn/claude-scholar, 5.7k stars) and Systematic Review Screener (Imbad0202/academic-research-skills, 51k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
AI4Scientist (a GitHub organization) maintains it in AI4Scientist/nano-scientist, which has 128 GitHub stars. The repository holds 74 skills in this directory. The repository was last updated on June 3, 2026.
Source: AI4Scientist/nano-scientist on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
