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comm-lit-review

Communications-domain literature review with Claude-style knowledge-base-first retrieval

Install / Use

npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill comm-lit-review

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

86/100

Supported Platforms

Claude Code

Our assessment of comm-lit-review

comm-lit-review scores 86/100 on our quality scale, 55th of 139 Education & Research skills we index (top 40%).

Its SKILL.md is 8.5 KB long, well organised into 19 sections and no code examples: a thorough specification that gives an agent plenty to work with.

With 16,644 GitHub stars, it is one of the more widely adopted skills in the catalogue.

Substance
29/30
Structure
13/20
Description
12/15
Adoption
18/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated 7 days ago, so comm-lit-review is actively maintained.
  • It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands.

Automated pattern scan on 2026-09-26. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

comm-lit-review compared with similar skills

All 4 of these similar skills score higher than comm-lit-review; compare them before choosing.

SkillScoreStarsUpdatedFormat
comm-lit-review (this skill)by wanshuiyin8616.6k7d agoSKILL.md
Agent-Reachby Panniantong10085.5k10d agoCLAUDE.md
headroomby headroomlabs-ai10073.8ktodayCLAUDE.md
rufloby ruvnet10073.3k1d agoCLAUDE.md
last30days-skillby mvanhorn10062.8k3d agoCLAUDE.md

Frequently asked questions

How do I install comm-lit-review?
Run npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill comm-lit-review. The install tabs above show the steps for each supported agent.
Which AI agents does comm-lit-review work with?
It is written for Claude Code, as a SKILL.md file. Other agents that read the same format can often use it too.
Is comm-lit-review safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is comm-lit-review still maintained?
The repository was last updated 7 days ago, so comm-lit-review is actively maintained.

name: comm-lit-review description: "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." allowed-tools: Bash(), Read, Glob, Grep, WebSearch, WebFetch, Write, mcp__zotero__, mcp__obsidian-vault__*

Comm Lit Review Claude Single

Research topic: $ARGUMENTS

Purpose

Use this skill for communications-domain literature review when the topic is about:

  • wireless communications
  • cellular systems, 4G/5G/6G, NR, NTN
  • satellite, LEO, GEO, integrated space-air-ground systems
  • Wi-Fi, WLAN, mesh, ad hoc, sidelink, V2X
  • routing, scheduling, resource allocation, beamforming
  • rate adaptation, link adaptation, ACM, HARQ, CSI feedback
  • transport protocols and congestion control in communication networks
  • cross-layer optimization for communication systems

If the center of gravity is generic ML architecture research, pure control theory without communications literature, or software/API documentation rather than papers, fall back to a general literature skill.

Constants

  • PAPER_LIBRARY: Check local PDFs in this order:
    1. papers/ in the current project
    2. literature/ in the current project
    3. Custom path specified by the user in CLAUDE.md under ## Paper Library
  • MAX_LOCAL_PAPERS = 20: Maximum number of local PDFs to scan. If there are more, prioritize by filename and first-page relevance.

Source Selection

Parse $ARGUMENTS for a — sources: directive.

  • If — sources: is specified, only search the listed sources.
  • If not specified, default to:
    • zotero
    • obsidian
    • local
    • ieee
    • sciencedirect
    • acm
    • web

Valid source values:

  • zotero
  • obsidian
  • local
  • ieee
  • sciencedirect
  • acm
  • web
  • all

If all is specified, interpret it as the full default source set.

Retrieval Order

This is a knowledge-base-first skill. Search in this order unless the user overrides it:

  1. Zotero
  2. Obsidian
  3. local papers/ and literature/
  4. IEEE Xplore
  5. ScienceDirect
  6. ACM Digital Library
  7. broader web

Graceful degradation rules:

  • If a source is unavailable, do not fail.
  • Skip it silently.
  • Continue to the next source.

External Search Policy

For external search:

  • prefer IEEE Xplore first
  • then ScienceDirect
  • then ACM
  • then broader web only when needed

Publication policy:

  • prefer peer-reviewed journals and major conferences
  • label workshop papers as workshop
  • label arXiv-only or author-hosted versions as preprint
  • if both preprint and formal version exist, cite the formal version first

Time-window policy:

  • if the user does not specify a year range, include both a short foundational set and a recent set
  • recommended split:
    • foundational: before 2022
    • recent: 2022 to present

Venue Priority

Within each database tier, search venue tiers in this order.

Tier A

Journals:

  • IEEE Journal on Selected Areas in Communications (JSAC)
  • IEEE/ACM Transactions on Networking (ToN)
  • IEEE Transactions on Wireless Communications (TWC)
  • IEEE Transactions on Communications (TCOM)

Conferences:

  • ACM SIGCOMM
  • USENIX NSDI
  • ACM MobiCom
  • ACM CoNEXT
  • IEEE INFOCOM

Tier B

Journals:

  • IEEE Transactions on Vehicular Technology (TVT)
  • IEEE Wireless Communications Letters (WCL)
  • IEEE Communications Letters
  • Computer Networks
  • Computer Communications
  • Ad Hoc Networks
  • Physical Communication

Conferences:

  • IEEE ICC
  • IEEE GLOBECOM
  • IEEE WCNC
  • IEEE PIMRC
  • ACM MobiHoc

Tier C

  • other relevant IEEE journals and transactions
  • other relevant Elsevier journals
  • other clearly relevant ACM conferences and workshops
  • topic-specific satellite, optical, vehicular, IoT, aerial, or edge communications venues

Usage rules:

  • start from Tier A
  • widen to Tier B if needed
  • widen to Tier C if still sparse
  • only then broaden to full web search
  • by default this is a soft priority, not a hard whitelist
  • if the user says only top venues, top journals only, or top conferences only, treat Tier A as a hard filter

Workflow

Step 0a: Search Zotero Library

Skip this step if Zotero MCP is not configured or zotero is not enabled.

If available:

  1. search by topic
  2. capture title, authors, year, venue
  3. pull user annotations, tags, or collections when present
  4. treat these as high-priority evidence because they reflect the user's existing library

Step 0b: Search Obsidian Vault

Skip this step if Obsidian MCP is not configured or obsidian is not enabled.

If available:

  1. search topic-related notes
  2. collect summaries, wikilinks, tags, and paper references
  3. treat these notes as the user's processed understanding of the topic

Step 0c: Scan Local Paper Library

Run this step if local is enabled.

  1. locate PDFs from papers/**/*.pdf and literature/**/*.pdf
  2. de-duplicate against Zotero hits when possible
  3. read the first pages of relevant PDFs
  4. extract title, authors, year, problem, method, and relevance
  5. use local hits to guide and de-duplicate later external search

Step 1: Search External Primary Sources

Use a layered search strategy. For communications topics, avoid random blog posts or tertiary summaries.

Database ladder:

  1. ieeexplore.ieee.org
  2. sciencedirect.com
  3. dl.acm.org
  4. broader web using primary publisher pages, official conference sites, DOI pages, and author-hosted copies of already-identified formal papers

Move to the next database tier only when:

  • the higher-priority tier is too sparse
  • the topic clearly publishes elsewhere
  • the user explicitly asks for broader coverage

Within each database tier:

  1. start from Tier A venues
  2. widen to Tier B if needed
  3. widen to Tier C if still sparse

Step 2: Extract Paper-Level Facts

For each relevant paper, capture:

  • Title
  • Authors
  • Year
  • Venue
  • Layer or system scope
  • Scenario and assumptions
  • Core method
  • Main result or claim
  • Limitation
  • Relevance to the user's topic
  • Source URL
  • Source origin: zotero, obsidian, local, ieee, sciencedirect, acm, or web

Favor concrete numbers, assumptions, and problem definitions over generic paraphrases.

Do not collapse transport-layer rate control and PHY/MAC rate adaptation into one bucket without saying so explicitly.

Synthesis Rules

Group papers by technical axis rather than by search order. Common groupings:

  • PHY/MAC adaptation
  • transport and congestion control
  • NTN and satellite resource management
  • cross-layer or learning-based control
  • measurement and empirical studies

When useful, explicitly separate:

  • foundational vs recent work
  • formal publications vs preprints
  • top-tier vs lower-tier venues
  • single-link vs multi-user formulations
  • simulation-only vs deployment-backed work
  • user-owned sources vs newly surfaced external papers

If evidence is weak, say so instead of smoothing it over.

Output

Use a literature table with these columns:

| Paper | Venue | Year | Layer | Scenario | Method | Key Result | Limitation | Relevance | Source | |---|---|---:|---|---|---|---|---|---|---|

Source should indicate where the paper came from first:

  • zotero
  • obsidian
  • local
  • ieee
  • sciencedirect
  • acm
  • web

After the table, summarize in this order:

  1. what the field is mostly trying to solve
  2. how papers cluster into 2-4 approaches
  3. what the user already had vs what was newly surfaced
  4. where the evidence is strong vs weak
  5. what research gap remains

End with Practical Takeaway:

  • dominant current approach
  • likely saturated direction
  • promising open direction

Key Rules

  • Never fail because Zotero or Obsidian MCP is missing.
  • Prefer user-owned sources first when available, but do not let them replace external validation.
  • Prefer primary formal sources over summaries or tertiary commentary.
  • Prefer IEEE and ScienceDirect first, ACM second, and only then broader web search unless the user asks otherwise.
  • Search venue tiers from top to broad within each database tier.
  • Treat venue tiers as soft ranking by default and hard constraint only when the user explicitly asks for top-only search.
  • Do not pretend a preprint is peer reviewed.
  • If the topic spans multiple layers, say that the literature itself is split across layers.

Related Skills

View on GitHub
GitHub Stars16.6k
CategoryEducation
Updated7d ago
Forks1.4k

Languages

Python

Trust signals

100/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

No cautions