Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Community-curated directory of influential CS research papers
$ npx skills add wentorai/research-plugins --skill papers-we-love-guide -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install wentorai/research-plugins papers-we-love-guide --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/wentorai/research-plugins.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/literature/discovery/papers-we-love-guide .claude/skills/papers-we-love-guide && 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 "papers-we-love-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/literature/discovery/papers-we-love-guide into .claude/skills/papers-we-love-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "papers-we-love-guide", 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/wentorai/research-plugins/tree/main/skills/literature/discovery/papers-we-love-guideType 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 wentorai/research-plugins --skill papers-we-love-guide -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install wentorai/research-plugins papers-we-love-guide --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/literature/discovery/papers-we-love-guide .agents/skills/papers-we-love-guide && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "papers-we-love-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/literature/discovery/papers-we-love-guide into .agents/skills/papers-we-love-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "papers-we-love-guide", 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 wentorai/research-plugins --skill papers-we-love-guide -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install wentorai/research-plugins papers-we-love-guide --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/literature/discovery/papers-we-love-guide .cursor/skills/papers-we-love-guide && 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 "papers-we-love-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/literature/discovery/papers-we-love-guide into .cursor/skills/papers-we-love-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "papers-we-love-guide", 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/wentorai/research-plugins.git --path skills/literature/discovery/papers-we-love-guide--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 wentorai/research-plugins --skill papers-we-love-guide -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install wentorai/research-plugins papers-we-love-guide --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/literature/discovery/papers-we-love-guide .gemini/skills/papers-we-love-guide && 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 "papers-we-love-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/literature/discovery/papers-we-love-guide into .gemini/skills/papers-we-love-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "papers-we-love-guide", 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 wentorai/research-plugins papers-we-love-guideInstalls 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 wentorai/research-plugins --skill papers-we-love-guide -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/literature/discovery/papers-we-love-guide .github/skills/papers-we-love-guide && 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 "papers-we-love-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/literature/discovery/papers-we-love-guide into .github/skills/papers-we-love-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "papers-we-love-guide", 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 wentorai/research-plugins --skill papers-we-love-guide -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install wentorai/research-plugins papers-we-love-guide --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/research-plugins.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/literature/discovery/papers-we-love-guide .opencode/skills/papers-we-love-guide && 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 "papers-we-love-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/literature/discovery/papers-we-love-guide into .opencode/skills/papers-we-love-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "papers-we-love-guide", 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.
papers-we-love-guideCommunity-curated directory of influential CS research papers
Papers We Love Guide is an agent skill from wentorai/research-plugins. Community-curated directory of influential CS research papers
Its SKILL.md is about 1.3k 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. The repository describes itself as: 350+ academic research skills, MCP configs, and plugins for Research-Claw and AI agents. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit bf44b3c. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
gitFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
github.comAlso links to:
paperswelove.orgyoutube.comFrom 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.
Papers We Love Guide loads about 1.3k tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 196 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 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.
The full file from wentorai/research-plugins at commit bf44b3c, republished under its MIT licence (© wentorai). 196 words, ~1,314 tokens.
.claude/skills/papers-we-love-guide/SKILL.md (or your agent's skills folder).Papers We Love (PWL) is a community-driven repository of influential computer science research papers organized by topic, with worldwide reading groups. The repository contains direct links to PDFs and summaries for hundreds of landmark papers across distributed systems, programming languages, machine learning, security, and more. A go-to resource for discovering foundational and impactful research.
papers-we-love/
├── distributed_systems/
│ ├── README.md # Curated list with descriptions
│ ├── lamport-clocks.pdf
│ └── raft.pdf
├── machine_learning/
├── programming_languages/
├── security/
├── databases/
├── networking/
├── information_retrieval/
├── artificial_intelligence/
├── concurrency/
├── operating_systems/
└── ... (40+ categories)| Category | Notable Papers |
|---|---|
| Distributed Systems | Paxos, Raft, MapReduce, Dynamo |
| Machine Learning | Backpropagation, Dropout, Attention, BatchNorm |
| Programming Languages | Lambda calculus, Type inference, Hindley-Milner |
| Databases | B-Trees, LSM-Trees, MVCC, Column stores |
| Security | Public-key crypto, Zero-knowledge proofs, TLS |
| Networking | TCP congestion, BGP, Software-defined networking |
| Operating Systems | Unix, Microkernel debate, Virtual memory |
| Concurrency | CSP, Actor model, Software transactional memory |
# Clone the repository
git clone https://github.com/papers-we-love/papers-we-love.git
# Browse categories
ls papers-we-love/
# Each directory has a README with curated descriptions
cat papers-we-love/distributed_systems/README.mdimport os
import glob
PWL_PATH = "./papers-we-love"
# List all categories
categories = [d for d in os.listdir(PWL_PATH)
if os.path.isdir(os.path.join(PWL_PATH, d))
and not d.startswith('.')]
print(f"Categories: {len(categories)}")
# Find papers in a category
ml_papers = glob.glob(f"{PWL_PATH}/machine_learning/*.pdf")
for p in ml_papers:
print(f" {os.path.basename(p)}")
# Search across all READMEs for a topic
import re
for readme in glob.glob(f"{PWL_PATH}/*/README.md"):
with open(readme) as f:
content = f.read()
if re.search(r"consensus|paxos|raft", content, re.I):
category = os.path.basename(os.path.dirname(readme))
print(f"Found in: {category}")# PWL chapters host monthly meetups worldwide
# Find local chapters at paperswelove.org
chapters = {
"New York": "meetup.com/papers-we-love",
"San Francisco": "meetup.com/papers-we-love-too",
"London": "meetup.com/papers-we-love-london",
"Berlin": "meetup.com/papers-we-love-berlin",
# 40+ chapters globally
}
# Video talks on YouTube
# youtube.com/@PapersWeLove — recorded presentations
# Each talk: 30-60 min paper walkthrough by practitioner# Curate a personal reading list from PWL
essential_distributed = [
"Time, Clocks, and the Ordering of Events (Lamport, 1978)",
"The Byzantine Generals Problem (Lamport et al., 1982)",
"Impossibility of Distributed Consensus (FLP, 1985)",
"Paxos Made Simple (Lamport, 2001)",
"In Search of an Understandable Consensus Algorithm (Raft, 2014)",
"Dynamo: Amazon's Key-Value Store (DeCandia et al., 2007)",
"MapReduce: Simplified Data Processing (Dean & Ghemawat, 2004)",
]
essential_ml = [
"A Few Useful Things to Know About ML (Domingos, 2012)",
"Dropout: A Simple Way to Prevent Overfitting (Srivastava, 2014)",
"Batch Normalization (Ioffe & Szegedy, 2015)",
"Attention Is All You Need (Vaswani et al., 2017)",
"BERT: Pre-training of Deep Bidirectional Transformers (2018)",
]## How to Contribute
1. Fork the repository
2. Add paper PDF to appropriate category directory
3. Update the category README.md with:
- Paper title and authors
- Year of publication
- Brief description (2-3 sentences)
- Why it matters
4. Submit a pull request
### README Entry Format
- :scroll: [Paper Title](link) — Brief description.
Authors (Year). *Venue*.© wentorai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/literature/discovery/papers-we-love-guide of wentorai/research-plugins.
Open the folder on GitHubat commit bf44b3c
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in wentorai/research-plugins, which our catalogue first saw on October 7, 2026.
Papers We Love Guide 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 |
|---|---|---|---|---|---|---|
| Papers We Love Guide this skillwentorai/research-plugins | 298 | 1 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
wentorai/research-plugins
Craft structured research abstracts that maximize clarity and journal acceptance
wentorai/research-plugins
Manage academic citations across BibTeX, APA, MLA, and Chicago formats
wentorai/research-plugins
Summarize academic papers with structured extraction of key elements
wentorai/research-plugins
Evidence-based study techniques for academic learning and retention
wentorai/research-plugins
Adjust writing tone and register for academic audiences and venues
wentorai/research-plugins
Academic translation, post-editing, and Chinglish correction guide
Categories
Community-curated directory of influential CS research papers. Papers We Love Guide is an agent skill from wentorai/research-plugins.
Papers We Love Guide fits situations like: research & Science work in your project.
Run `npx skills add wentorai/research-plugins --skill papers-we-love-guide -a claude-code`. Or copy the skill folder (skills/literature/discovery/papers-we-love-guide in wentorai/research-plugins) into .claude/skills/papers-we-love-guide in your project. Claude Code loads it when a task matches its description.
Run `npx skills add wentorai/research-plugins --skill papers-we-love-guide -a codex`. Or copy the skill folder (skills/literature/discovery/papers-we-love-guide in wentorai/research-plugins) into .agents/skills/papers-we-love-guide 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 wentorai/research-plugins --skill papers-we-love-guide -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/papers-we-love-guide, .gemini/skills/papers-we-love-guide, .github/skills/papers-we-love-guide and .opencode/skills/papers-we-love-guide in your project.
Going by SKILL.md and its folder, Papers We Love Guide needs the command-line tools its instructions call (git). Our summary lists: Python 3.
SKILL.md names 3 domains. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. As links in the text: paperswelove.org and youtube.com. This is read from the text; nothing was executed.
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.
Papers We Love Guide is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.3k 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 Papers We Love Guide: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
wentorai (a GitHub user) maintains it in wentorai/research-plugins, which has 298 GitHub stars. The repository holds 405 skills in this directory. The repository was last updated on June 19, 2026.
Source: wentorai/research-plugins on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.