hypothesis-generation
hypothesis-generation is a skill in foryourhealth111-pixel/Vibe-Skills, last changed 30 Apr 2026. It can run shell commands, name web addresses and pre-approve tools — read the findings before installing. Our pattern check found 1 item to review at commit 5200420 on 27 Oct 2026.
Pattern check: 1 item to review · commit 5200420 · 27 Oct 2026
InstallStructured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Also owns explicit HypoGeniC-style or automated LLM-driven hypothesis generation/testing requests inside this single skill. For open-ended ideation use scientific-brainstorming.
- Licence
- MIT
- Repo stars
- 3.8k
- Folder last changed
- 30 Apr 2026 (opens in a new tab)
- Publisher
- foryourhealth111-pixel
- Files
- 7 files
- Checked
- 5200420 (opens in a new tab) · 27 Oct 2026
Install
Each tab says whether it installs commit 5200420, the one we checked, or the latest version.
No tab for your agent? Use Any agent for OpenCode, Goose, Windsurf (Devin Desktop), Zed, Roo Code, Factory Droid, Junie, Amp and Antigravity, and Claude Code for Cline. Kiro needs the folder copied by hand.
Pinned to commit 5200420, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&
git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/foryourhealth111-pixel/Vibe-Skills.git "$tmp" &&
git -C "$tmp" fetch -q --depth 1 origin 5200420c1992508a2d69952b9f02babf232a21ac &&
git -C "$tmp" sparse-checkout set -- bundled/skills/hypothesis-generation &&
git -C "$tmp" checkout -q 5200420c1992508a2d69952b9f02babf232a21ac &&
mkdir -p .claude/skills &&
mkdir .claude/skills/hypothesis-generation &&
cp -R "$tmp"/bundled/skills/hypothesis-generation/. .claude/skills/hypothesis-generation/ &&
rm -rf "$tmp"If Claude Code was already running and this created the skills folder, run /reload-skills.
Pinned to commit 5200420, the one we checked.
Skills in the Claude apps belong to your account rather than to a project.
Make hypothesis-generation.zip, with the skill folder at the top level:
tmp="$(mktemp -d)" &&
git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/foryourhealth111-pixel/Vibe-Skills.git "$tmp" &&
git -C "$tmp" fetch -q --depth 1 origin 5200420c1992508a2d69952b9f02babf232a21ac &&
git -C "$tmp" sparse-checkout set -- bundled/skills/hypothesis-generation &&
git -C "$tmp" checkout -q 5200420c1992508a2d69952b9f02babf232a21ac &&
out="$(mktemp -d)" &&
cp -R "$tmp"/bundled/skills/hypothesis-generation "$out"/hypothesis-generation &&
(cd "$out" && zip -qr - hypothesis-generation) > hypothesis-generation.zip &&
rm -rf "$tmp" "$out"In Claude, open Customize > Skills, select +, then + Create skill > Upload a skill, and choose hypothesis-generation.zip.
On Free, Pro and Max plans, turn on Code execution and file creation (Create and edit files in newer settings) under Settings > Capabilities.
Pinned to commit 5200420, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&
git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/foryourhealth111-pixel/Vibe-Skills.git "$tmp" &&
git -C "$tmp" fetch -q --depth 1 origin 5200420c1992508a2d69952b9f02babf232a21ac &&
git -C "$tmp" sparse-checkout set -- bundled/skills/hypothesis-generation &&
git -C "$tmp" checkout -q 5200420c1992508a2d69952b9f02babf232a21ac &&
mkdir -p .agents/skills &&
mkdir .agents/skills/hypothesis-generation &&
cp -R "$tmp"/bundled/skills/hypothesis-generation/. .agents/skills/hypothesis-generation/ &&
rm -rf "$tmp"Codex picks up new skills on its own; restart it if this one does not appear.
Pinned to commit 5200420, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&
git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/foryourhealth111-pixel/Vibe-Skills.git "$tmp" &&
git -C "$tmp" fetch -q --depth 1 origin 5200420c1992508a2d69952b9f02babf232a21ac &&
git -C "$tmp" sparse-checkout set -- bundled/skills/hypothesis-generation &&
git -C "$tmp" checkout -q 5200420c1992508a2d69952b9f02babf232a21ac &&
mkdir -p .cursor/skills &&
mkdir .cursor/skills/hypothesis-generation &&
cp -R "$tmp"/bundled/skills/hypothesis-generation/. .cursor/skills/hypothesis-generation/ &&
rm -rf "$tmp"Pinned to commit 5200420, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&
git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/foryourhealth111-pixel/Vibe-Skills.git "$tmp" &&
git -C "$tmp" fetch -q --depth 1 origin 5200420c1992508a2d69952b9f02babf232a21ac &&
git -C "$tmp" sparse-checkout set -- bundled/skills/hypothesis-generation &&
git -C "$tmp" checkout -q 5200420c1992508a2d69952b9f02babf232a21ac &&
mkdir -p .github/skills &&
mkdir .github/skills/hypothesis-generation &&
cp -R "$tmp"/bundled/skills/hypothesis-generation/. .github/skills/hypothesis-generation/ &&
rm -rf "$tmp"In a running Copilot CLI session, run /skills reload.
Or install it with gh skill, which also installs the commit we checked. Needs GitHub CLI 2.90 or later.
gh skill install foryourhealth111-pixel/Vibe-Skills bundled/skills/hypothesis-generation/SKILL.md@5200420c1992508a2d69952b9f02babf232a21ac --agent github-copilot --scope projectPinned to commit 5200420, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&
git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/foryourhealth111-pixel/Vibe-Skills.git "$tmp" &&
git -C "$tmp" fetch -q --depth 1 origin 5200420c1992508a2d69952b9f02babf232a21ac &&
git -C "$tmp" sparse-checkout set -- bundled/skills/hypothesis-generation &&
git -C "$tmp" checkout -q 5200420c1992508a2d69952b9f02babf232a21ac &&
mkdir -p .gemini/skills &&
mkdir .gemini/skills/hypothesis-generation &&
cp -R "$tmp"/bundled/skills/hypothesis-generation/. .gemini/skills/hypothesis-generation/ &&
rm -rf "$tmp"In a running session, run /skills reload.
Or use Gemini CLI’s own installer. Installs the latest version, not the one we checked.
gemini skills install https://github.com/foryourhealth111-pixel/Vibe-Skills.git --path bundled/skills/hypothesis-generation --scope workspacePinned to commit 5200420, the one we checked.
Codex, Cursor, Copilot, VS Code, Gemini CLI, OpenCode, Goose, Amp and Zed all read .agents/skills; Claude Code and Kiro list only their own folders.
From your project's root folder:
tmp="$(mktemp -d)" &&
git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/foryourhealth111-pixel/Vibe-Skills.git "$tmp" &&
git -C "$tmp" fetch -q --depth 1 origin 5200420c1992508a2d69952b9f02babf232a21ac &&
git -C "$tmp" sparse-checkout set -- bundled/skills/hypothesis-generation &&
git -C "$tmp" checkout -q 5200420c1992508a2d69952b9f02babf232a21ac &&
mkdir -p .agents/skills &&
mkdir .agents/skills/hypothesis-generation &&
cp -R "$tmp"/bundled/skills/hypothesis-generation/. .agents/skills/hypothesis-generation/ &&
rm -rf "$tmp"Or use the skills CLI from skills.sh. Installs the latest version, not the one we checked. The skills CLI reports installs to skills.sh unless you set DISABLE_TELEMETRY=1.
npx skills@1.7.4 add foryourhealth111-pixel/Vibe-Skills --skill hypothesis-generationWhat it can touch
From the files and frontmatter at commit 5200420. This is how much a skill can do, not whether it is risky.
What it can touch: Shell, network or credentials
Runs shell commands
Its instructions or files give the agent commands to run on your computer.
Names web addresses
It mentions outside web addresses the agent may visit. We list them but don't follow them.
Pre-approves tools
Its allowed-tools field lists tools the agent may use without asking you first, in agents that honour it.
SKILL.md:4
Pattern check
Pattern check: 1 item to review · commit 5200420 · 27 Oct 2026
R34 · HighBroad tools pre-approved in allowed-tools
SKILL.md:4 (opens in a new tab)allowed-tools: Read Write Edit Bash
We checked every text file in this skill, at commit 5200420 on 27 Oct 2026, against 45 published patterns such as download-and-run commands, hidden text and credential access. We don't run the skill, we don't read the web pages it points to, and we can't judge everything its instructions might lead an agent to do. In published tests, pattern checks like this one missed most malicious skills. Read the skill before you install it — especially anything it asks you to download or run.
How the check worksReport an incorrect finding
Outside links we did not follow
- https://pubmed.ncbi.nlm.nih.gov/?term=wound+healing+diabetes+review
- https://pubmed.ncbi.nlm.nih.gov/?term=gut+microbiome+cognition+systematic+review
- https://pubmed.ncbi.nlm.nih.gov/?term=(mechanism+OR+pathway)+AND+[phenomenon]+AND+(molecular+OR+cellular
- https://pubmed.ncbi.nlm.nih.gov/?term=[exposure]+AND+[outcome]+AND+(randomized+controlled+trial+OR+cohort+study
- https://pubmed.ncbi.nlm.nih.gov/?term=[biomarker]+AND+[disease]+AND+(association+OR+correlation+OR+prediction
- https://pubmed.ncbi.nlm.nih.gov/?term=[intervention]+AND+[condition]+AND+(efficacy+OR+effectiveness+OR+clinical+trial
Format check
Each agent reads SKILL.md a little differently. We check the file against each one's published rules; we don't run the skill in any agent.
Agent Skills specPasses
The open format from agentskills.io, held to what the strictest agents enforce, so one folder loads everywhere.
- Note
Reference files over 100 lines with no table of contents at the top: references/experimental_design_patterns.md (330 lines), references/hypothesis_quality_criteria.md (199 lines) and references/literature_search_strategies.md (623 lines). B5
Fix: Add a short list of the sections at the top of each.
- Note
Claude CodePasses
Claude Code reads its own extra fields, ignores unknown ones, and still loads a skill whose frontmatter is broken, without its fields.
- Note
Reference files over 100 lines with no table of contents at the top: references/experimental_design_patterns.md (330 lines), references/hypothesis_quality_criteria.md (199 lines) and references/literature_search_strategies.md (623 lines). B5
Fix: Add a short list of the sections at the top of each.
- Note
Claude apps & API uploadPasses
Uploading to claude.ai or the Claude API, or packaging with Anthropic's script, accepts only the six spec fields and stops on anything else.
- Note
The description is 399 characters. The claude.ai Help Center says 200 at most, though Anthropic's API docs and validator allow 1,024. D4
Fix: If the claude.ai upload refuses it, trim the description to 200 characters.
- Note
Reference files over 100 lines with no table of contents at the top: references/experimental_design_patterns.md (330 lines), references/hypothesis_quality_criteria.md (199 lines) and references/literature_search_strategies.md (623 lines). B5
Fix: Add a short list of the sections at the top of each.
- Note
- OpenAI (Codex & API)Passes
- VS Code & CopilotPasses
SKILL.md
Files
7 files
More from foryourhealth111-pixel/Vibe-Skills
adaptyv
foryourhealth111-pixel/Vibe-Skills
Cloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing experimental validation including binding assays, expression testing, thermostability measurements, enzyme activity assays, or protein sequence optimization. Also use for submitting experiments via API, tracking experiment status, downloading results, optimizing protein sequences for better expression using computational tools (NetSolP, SoluProt, SolubleMPNN, ESM), or managing protein design workflows with wet-lab validation.
- Runs shell commands
- Reaches the network
- +1 more
Pattern check: Nothing flaggedApache 2.0 · 3.8k repo stars · Updated 26 Feb 2026
aeon
foryourhealth111-pixel/Vibe-Skills
This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use when working with temporal data, sequential patterns, or time-indexed observations requiring specialized algorithms beyond standard ML approaches. Particularly suited for univariate and multivariate time series analysis with scikit-learn compatible APIs.
- Runs shell commands
- Reaches the network
- +1 more
Pattern check: Nothing flaggedApache 2.0 · 3.8k repo stars · Updated 26 Feb 2026
alpha-vantage
foryourhealth111-pixel/Vibe-Skills
Access real-time and historical stock market data, forex rates, cryptocurrency prices, commodities, economic indicators, and 50+ technical indicators via the Alpha Vantage API. Use when fetching stock prices (OHLCV), company fundamentals (income statement, balance sheet, cash flow), earnings, options data, market news/sentiment, insider transactions, GDP, CPI, treasury yields, gold/silver/oil prices, Bitcoin/crypto prices, forex exchange rates, or calculating technical indicators (SMA, EMA, MACD, RSI, Bollinger Bands). Requires a free API key from alphavantage.co.
- Runs shell commands
- Reaches the network
- +1 more
Pattern check: Nothing flaggedApache 2.0 · 3.8k repo stars · Updated 3 Mar 2026
architecture-patterns
foryourhealth111-pixel/Vibe-Skills
Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability.
- Instructions only
Pattern check: Nothing flaggedApache 2.0 · 3.8k repo stars · Updated 26 Feb 2026
astropy
foryourhealth111-pixel/Vibe-Skills
Comprehensive Python library for astronomy and astrophysics. This skill should be used when working with astronomical data including celestial coordinates, physical units, FITS files, cosmological calculations, time systems, tables, world coordinate systems (WCS), and astronomical data analysis. Use when tasks involve coordinate transformations, unit conversions, FITS file manipulation, cosmological distance calculations, time scale conversions, or astronomical data processing.
- Runs shell commands
- Reaches the network
- +1 more
Pattern check: Nothing flaggedBSD 3-Clause · 3.8k repo stars · Updated 3 Mar 2026
autonomous-builder
foryourhealth111-pixel/Vibe-Skills
Full-stack software development agent for design, implementation, testing, and deployment. Use when the user explicitly asks for end-to-end project creation, feature development, bug fixing, or code refactoring.
- Touches credentials
- Downloads software
- +7 more
Pattern check: 12 items to reviewApache 2.0 · 3.8k repo stars · Updated 16 Jul 2026