Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when the research question or contribution is the bottleneck for a The Review of Financial Studies (RFS) manuscript.
Install Rfs Topic Selection
$ npx skills add franklee16/academic-research-skills --skill rfs-topic-selection -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills rfs-topic-selection --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/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection .claude/skills/rfs-topic-selection && 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 "rfs-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection into .claude/skills/rfs-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rfs-topic-selection", 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/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selectionType 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 franklee16/academic-research-skills --skill rfs-topic-selection -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills rfs-topic-selection --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection .agents/skills/rfs-topic-selection && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "rfs-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection into .agents/skills/rfs-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rfs-topic-selection", 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 franklee16/academic-research-skills --skill rfs-topic-selection -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills rfs-topic-selection --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection .cursor/skills/rfs-topic-selection && 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 "rfs-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection into .cursor/skills/rfs-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rfs-topic-selection", 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/franklee16/academic-research-skills.git --path Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection--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 franklee16/academic-research-skills --skill rfs-topic-selection -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills rfs-topic-selection --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection .gemini/skills/rfs-topic-selection && 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 "rfs-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection into .gemini/skills/rfs-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rfs-topic-selection", 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 franklee16/academic-research-skills rfs-topic-selectionInstalls 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 franklee16/academic-research-skills --skill rfs-topic-selection -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection .github/skills/rfs-topic-selection && 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 "rfs-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection into .github/skills/rfs-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rfs-topic-selection", 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 franklee16/academic-research-skills --skill rfs-topic-selection -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install franklee16/academic-research-skills rfs-topic-selection --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection .opencode/skills/rfs-topic-selection && 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 "rfs-topic-selection" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection into .opencode/skills/rfs-topic-selection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rfs-topic-selection", 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
rfs-topic-selection- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~1.3k tokens
- SKILL.md length
- 658 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when the research question or contribution is the bottleneck for a The Review of Financial Studies (RFS) manuscript.
- Works in 4 steps: New question — a first-order finance… → New mechanism / theory — a model that… → New data — a dataset that lets you see… → …
- The research question
- SKILL.md covers When to trigger, The RFS fit test: novelty AND…, RFS-favored frontiers… and Contribution claim template, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Rfs Topic Selection is an agent skill from franklee16/academic-research-skills. Use when the research question or contribution is the bottleneck for a The Review of Financial Studies (RFS) manuscript. Pressure-tests novelty-plus-rigor fit and drafts the contribution claim; does NOT design the empirics or position the literature in detail.
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, covering Hypothesis generation. The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.
When your agent uses it
- The research question
- Contribution is the bottleneck for a The Review of Financial Studies (RFS) manuscript
Example prompts
- “/rfs-topic-selection”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- New question — a first-order finance question not previously framed this way.
- New mechanism / theory — a model that reorganizes how we think about an old fact.
- New data — a dataset that lets you see something previously invisible.
- New method — a credibly better tool for an important question.
What it can do on your machine
Read from SKILL.md and the folder at commit 9a4b2db. 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
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.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Rfs Topic Selection loads about 1.3k tokens when it runs. Until then it costs about 70 tokens; SKILL.md has 658 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); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 658 words (~1,340 tokens).
“RFS prizes both. Score the idea on both axes before investing in empirics.”
- name
- rfs-topic-selection
Files
Just SKILL.md in Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection of franklee16/academic-research-skills.
Open the folder on GitHubat commit 9a4b2db
Used in 1 other repository
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 franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Rfs Topic Selection 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 |
|---|---|---|---|---|---|---|
| Rfs Topic Selection this skillfranklee16/academic-research-skills | 223 | 1 repos | ~1.3k | Automated safety check: Pass | None | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Hypothesis GenerationK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.9k | Automated safety check: Pass | MIT | |
| Good QuestionRimagination/good-question | 305 | 1 repos | ~4.3k | Automated safety check: Pass | MIT | |
| High Stakes Analytics Decision Lablimingrui679-design/high-stakes-analytics-decision-lab | 1k | — | ~2.2k | Automated safety check: Pass | MIT |
Similar skills
Nature Paper Card
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.
Hypothesis Generation
K-Dense-AI/claude-scientific-writer
Formulate evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions, measurements, and preregistration-ready…
Good Question
Rimagination/good-question
A skill your agent uses when a researcher is choosing, framing, refining, or stress-testing a research question, hypothesis, thesis topic, project idea, grant direction, paper angle, or stalled…
High Stakes Analytics Decision Lab
limingrui679-design/high-stakes-analytics-decision-lab
Build or review source-backed descriptive, diagnostic, predictive, and prescriptive analysis for consequential decisions.
Claim-Driven Experiment Planner
zjYao36/Auto-Research-Refine
Turns a refined research proposal into a claim-to-evidence-to-run-order roadmap instead of a sprawling benchmark wishlist.
More from franklee16/academic-research-skills
All 1,617 skills in this repoEconometric Research Writing
franklee16/academic-research-skills
End-to-end econometric analysis and economics/management paper-writing workflow.
Paper Revision
franklee16/academic-research-skills
Comprehensive workflow for handling journal Revise and Resubmit (R&R) decisions.
Sci Ssci Polishing
franklee16/academic-research-skills
A skill your agent uses when researchers need Chinese academic prose translated into publication-oriented English or English manuscript paragraphs and complete sections polished for SCI, SSCI, or…
Research Defense Radar
franklee16/academic-research-skills
Assess and monitor an ongoing research project's competitor landscape, novelty risk, and method/data opportunities from a proposal, paper, research question, data or method notes, or a suspected…
Academic Grant
franklee16/academic-research-skills
Generate or fill in academic grant application forms (project statement, education plan, pathway to impact, references) using draft research material.
Chinese Reference Formatter Skill
franklee16/academic-research-skills
A skill your agent uses when a user needs通用中文参考文献、GB/T 7714-style bibliography entries, Chinese academic reference formatting, or BibTeX completion from Chinese or English literature titles…
Related
Categories
Questions about Rfs Topic Selection
What does Rfs Topic Selection do?
A skill your agent uses when the research question or contribution is the bottleneck for a The Review of Financial Studies (RFS) manuscript. Rfs Topic Selection is an agent skill from franklee16/academic-research-skills. Use when the research question or contribution is the bottleneck for a The Review of Financial Studies (RFS) manuscript.
When should I use Rfs Topic Selection?
Rfs Topic Selection fits situations like: the research question; contribution is the bottleneck for a The Review of Financial Studies (RFS) manuscript.
How do I install Rfs Topic Selection in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill rfs-topic-selection -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection in franklee16/academic-research-skills) into .claude/skills/rfs-topic-selection in your project. Claude Code loads it when a task matches its description.
How do I install Rfs Topic Selection in Codex?
Run `npx skills add franklee16/academic-research-skills --skill rfs-topic-selection -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Review-of-Financial-Studies-Skills/skills/rfs-topic-selection in franklee16/academic-research-skills) into .agents/skills/rfs-topic-selection in your project. Codex loads it when a task matches its description.
Can I use Rfs Topic Selection 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 franklee16/academic-research-skills --skill rfs-topic-selection -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rfs-topic-selection, .gemini/skills/rfs-topic-selection, .github/skills/rfs-topic-selection and .opencode/skills/rfs-topic-selection in your project.
What does Rfs Topic Selection need to run?
SKILL.md names no scripts, command-line tools or credentials: Rfs Topic Selection is instructions for the agent only.
Does Rfs Topic Selection 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 Rfs Topic Selection 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. Review the folder before installing.
What licence does Rfs Topic Selection use?
No licence was found for Rfs Topic Selection or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Rfs Topic Selection use?
About 1.3k tokens (SKILL.md is roughly 5.4k 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 Rfs Topic Selection?
Skills that share tags, products or a category with Rfs Topic Selection: Hypothesis Generation (spacering-net/codeg, 3.9k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars), Hypothesis Generation (K-Dense-AI/claude-scientific-writer, 2.4k stars) and Good Question (Rimagination/good-question, 305 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Rfs Topic Selection?
franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 skills in this directory. The repository was last updated on September 18, 2026.
Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.