Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Identify clinical, methodological, and statistical heterogeneity sources and prioritize subgroup/meta-regression/outlier investigation.
Install Analyze Heterogeneity
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill analyze-heterogeneity -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install yogsoth-ai/de-anthropocentric-research-engine analyze-heterogeneity --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/yogsoth-ai/de-anthropocentric-research-engine.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/analyze-heterogeneity .claude/skills/analyze-heterogeneity && 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 "analyze-heterogeneity" agent skill from https://github.com/yogsoth-ai/de-anthropocentric-research-engine/tree/main/skills/analyze-heterogeneity into .claude/skills/analyze-heterogeneity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-heterogeneity", 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/yogsoth-ai/de-anthropocentric-research-engine/tree/main/skills/analyze-heterogeneityType 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 yogsoth-ai/de-anthropocentric-research-engine --skill analyze-heterogeneity -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install yogsoth-ai/de-anthropocentric-research-engine analyze-heterogeneity --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yogsoth-ai/de-anthropocentric-research-engine.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/analyze-heterogeneity .agents/skills/analyze-heterogeneity && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "analyze-heterogeneity" agent skill from https://github.com/yogsoth-ai/de-anthropocentric-research-engine/tree/main/skills/analyze-heterogeneity into .agents/skills/analyze-heterogeneity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-heterogeneity", 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 yogsoth-ai/de-anthropocentric-research-engine --skill analyze-heterogeneity -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install yogsoth-ai/de-anthropocentric-research-engine analyze-heterogeneity --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yogsoth-ai/de-anthropocentric-research-engine.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/analyze-heterogeneity .cursor/skills/analyze-heterogeneity && 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 "analyze-heterogeneity" agent skill from https://github.com/yogsoth-ai/de-anthropocentric-research-engine/tree/main/skills/analyze-heterogeneity into .cursor/skills/analyze-heterogeneity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-heterogeneity", 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/yogsoth-ai/de-anthropocentric-research-engine.git --path skills/analyze-heterogeneity--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 yogsoth-ai/de-anthropocentric-research-engine --skill analyze-heterogeneity -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install yogsoth-ai/de-anthropocentric-research-engine analyze-heterogeneity --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yogsoth-ai/de-anthropocentric-research-engine.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/analyze-heterogeneity .gemini/skills/analyze-heterogeneity && 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 "analyze-heterogeneity" agent skill from https://github.com/yogsoth-ai/de-anthropocentric-research-engine/tree/main/skills/analyze-heterogeneity into .gemini/skills/analyze-heterogeneity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-heterogeneity", 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 yogsoth-ai/de-anthropocentric-research-engine analyze-heterogeneityInstalls 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 yogsoth-ai/de-anthropocentric-research-engine --skill analyze-heterogeneity -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/yogsoth-ai/de-anthropocentric-research-engine.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/analyze-heterogeneity .github/skills/analyze-heterogeneity && 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 "analyze-heterogeneity" agent skill from https://github.com/yogsoth-ai/de-anthropocentric-research-engine/tree/main/skills/analyze-heterogeneity into .github/skills/analyze-heterogeneity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-heterogeneity", 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 yogsoth-ai/de-anthropocentric-research-engine --skill analyze-heterogeneity -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install yogsoth-ai/de-anthropocentric-research-engine analyze-heterogeneity --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yogsoth-ai/de-anthropocentric-research-engine.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/analyze-heterogeneity .opencode/skills/analyze-heterogeneity && 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 "analyze-heterogeneity" agent skill from https://github.com/yogsoth-ai/de-anthropocentric-research-engine/tree/main/skills/analyze-heterogeneity into .opencode/skills/analyze-heterogeneity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-heterogeneity", 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
analyze-heterogeneity- GitHub stars
- 505
- Token cost
- ~446 tokens
- SKILL.md length
- 136 words
- Files
- 1
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Identify clinical, methodological, and statistical heterogeneity sources and prioritize subgroup/meta-regression/outlier investigation.
- Works in 4 steps: Group records by declared design,… → Compare effect or performance patterns… → Identify plausible moderators, outliers,… → …
- Research & Science work in your project
- SKILL.md covers Purpose, Input contract, Procedure and Output contract, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Analyze Heterogeneity is an agent skill from yogsoth-ai/de-anthropocentric-research-engine. Identify clinical, methodological, and statistical heterogeneity sources and prioritize subgroup/meta-regression/outlier investigation.
Its SKILL.md is about 450 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: A 267-skill research graph in pure markdown — 51 research operations built from 216 single-purpose steps, composed in any order with explicit backtracking. One npx install, no… The licence is Apache-2.0.
When your agent uses it
- Research & Science work in your project
Example prompts
- “/analyze-heterogeneity”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Group records by declared design, population, intervention, outcome, and condition dimensions.
- Compare effect or performance patterns within and across groups.
- Identify plausible moderators, outliers, and confounding condition differences.
- Prioritize subgroup or meta-regression investigations and record uncertainty.
What it can do on your machine
Read from SKILL.md and the folder at commit bdb3524. 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 (its code samples are yaml).
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
Analyze Heterogeneity loads about 446 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 136 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
The full file from yogsoth-ai/de-anthropocentric-research-engine at commit bdb3524, republished under its Apache-2.0 licence (© yogsoth-ai). 136 words, ~446 tokens.
Download SKILL.mdSave it as
.claude/skills/analyze-heterogeneity/SKILL.md (or your agent's skills folder).- name
- analyze-heterogeneity
- description
- Identify clinical, methodological, and statistical heterogeneity sources and prioritize subgroup/meta-regression/outlier investigation.
analyze-heterogeneity
Purpose
Identify clinical, methodological, and statistical heterogeneity sources and prioritize subgroup, meta-regression, or outlier investigation.
Input contract
required: [evidence_records, outcome_schema, comparison_context]
optional: [covariate_schema, effect_estimates, subgroup_hypotheses]
constraints: [heterogeneity claims require record-level conditions and provenance]Procedure
- Group records by declared design, population, intervention, outcome, and condition dimensions.
- Compare effect or performance patterns within and across groups.
- Identify plausible moderators, outliers, and confounding condition differences.
- Prioritize subgroup or meta-regression investigations and record uncertainty.
If unexplained variation may reflect selective reporting rather than substantive moderators, consider assess-publication-bias as the next tactic.
Output contract
produces: [heterogeneity_sources, moderator_candidates, outlier_list, investigation_priorities]
delta_fields: [findings, evidence_updates, uncertainties, open_questions]Quality gates
- Each heterogeneity source must point to affected records and a comparison dimension.
- Do not infer a moderator from a single discrepant record without an uncertainty marker.
Failure and counterexamples
Do not label ordinary measurement noise as a causal subgroup effect, and do not pool records whose condition vectors are incomparable.
Provenance map
resolved: heterogeneity-source-analysisresolved: heterogeneity-investigation
© yogsoth-ai, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/analyze-heterogeneity of yogsoth-ai/de-anthropocentric-research-engine.
Open the folder on GitHubat commit bdb3524
Compare with similar skills
Analyze Heterogeneity 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 |
|---|---|---|---|---|---|---|
| Analyze Heterogeneity this skillyogsoth-ai/de-anthropocentric-research-engine | 505 | — | ~446 | Automated safety check: Pass | Apache-2.0 | |
| 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 |
Similar skills
GitHub Deep Research
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.
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.
Content Research Writer
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.
Last30days
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
Peer Review
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
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Related
Categories
Questions about Analyze Heterogeneity
What does Analyze Heterogeneity do?
Identify clinical, methodological, and statistical heterogeneity sources and prioritize subgroup/meta-regression/outlier investigation. Analyze Heterogeneity is an agent skill from yogsoth-ai/de-anthropocentric-research-engine. Identify clinical, methodological, and statistical heterogeneity sources and prioritize subgroup/meta-regression/outlier investigation.
When should I use Analyze Heterogeneity?
Analyze Heterogeneity fits situations like: research & Science work in your project.
How do I install Analyze Heterogeneity in Claude Code?
Run `npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill analyze-heterogeneity -a claude-code`. Or copy the skill folder (skills/analyze-heterogeneity in yogsoth-ai/de-anthropocentric-research-engine) into .claude/skills/analyze-heterogeneity in your project. Claude Code loads it when a task matches its description.
How do I install Analyze Heterogeneity in Codex?
Run `npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill analyze-heterogeneity -a codex`. Or copy the skill folder (skills/analyze-heterogeneity in yogsoth-ai/de-anthropocentric-research-engine) into .agents/skills/analyze-heterogeneity in your project. Codex loads it when a task matches its description.
Can I use Analyze Heterogeneity 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 yogsoth-ai/de-anthropocentric-research-engine --skill analyze-heterogeneity -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analyze-heterogeneity, .gemini/skills/analyze-heterogeneity, .github/skills/analyze-heterogeneity and .opencode/skills/analyze-heterogeneity in your project.
What does Analyze Heterogeneity need to run?
SKILL.md names no scripts, command-line tools or credentials: Analyze Heterogeneity is instructions for the agent only.
Does Analyze Heterogeneity 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 Analyze Heterogeneity 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 Analyze Heterogeneity use?
Analyze Heterogeneity is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Analyze Heterogeneity use?
About 446 tokens (SKILL.md is roughly 1.8k 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 Analyze Heterogeneity?
Skills that share tags, products or a category with Analyze Heterogeneity: 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.
Who maintains Analyze Heterogeneity?
yogsoth-ai (a GitHub organization) maintains it in yogsoth-ai/de-anthropocentric-research-engine, which has 505 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on September 29, 2026.
Source: yogsoth-ai/de-anthropocentric-research-engine on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.