Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Design and conduct qualitative research using grounded theory and case studies
$ npx skills add wentorai/research-plugins --skill qualitative-research-guide -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install wentorai/research-plugins qualitative-research-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/research/methodology/qualitative-research-guide .claude/skills/qualitative-research-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 "qualitative-research-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/research/methodology/qualitative-research-guide into .claude/skills/qualitative-research-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qualitative-research-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/research/methodology/qualitative-research-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 qualitative-research-guide -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install wentorai/research-plugins qualitative-research-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/research/methodology/qualitative-research-guide .agents/skills/qualitative-research-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 "qualitative-research-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/research/methodology/qualitative-research-guide into .agents/skills/qualitative-research-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qualitative-research-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 qualitative-research-guide -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install wentorai/research-plugins qualitative-research-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/research/methodology/qualitative-research-guide .cursor/skills/qualitative-research-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 "qualitative-research-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/research/methodology/qualitative-research-guide into .cursor/skills/qualitative-research-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qualitative-research-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/research/methodology/qualitative-research-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 qualitative-research-guide -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install wentorai/research-plugins qualitative-research-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/research/methodology/qualitative-research-guide .gemini/skills/qualitative-research-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 "qualitative-research-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/research/methodology/qualitative-research-guide into .gemini/skills/qualitative-research-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qualitative-research-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 qualitative-research-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 qualitative-research-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/research/methodology/qualitative-research-guide .github/skills/qualitative-research-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 "qualitative-research-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/research/methodology/qualitative-research-guide into .github/skills/qualitative-research-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qualitative-research-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 qualitative-research-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 qualitative-research-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/research/methodology/qualitative-research-guide .opencode/skills/qualitative-research-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 "qualitative-research-guide" agent skill from https://github.com/wentorai/research-plugins/tree/main/skills/research/methodology/qualitative-research-guide into .opencode/skills/qualitative-research-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qualitative-research-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.
qualitative-research-guideDesign and conduct qualitative research using grounded theory and case studies
Qualitative Research Guide is an agent skill from wentorai/research-plugins. Design and conduct qualitative research using grounded theory and case studies
Its SKILL.md is about 2.2k 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.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are python and yaml).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From 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.
Qualitative Research Guide loads about 2.2k tokens when it runs. Until then it costs about 26 tokens; SKILL.md has 321 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). 321 words, ~2,222 tokens.
.claude/skills/qualitative-research-guide/SKILL.md (or your agent's skills folder).A skill for designing and conducting rigorous qualitative research. Covers major qualitative traditions, data collection methods, coding and analysis techniques, and quality criteria for trustworthy qualitative findings.
| Approach | Research Question Type | Unit of Analysis | Sample Size | Output |
|---|---|---|---|---|
| Grounded Theory | How does a process work? | Process/action | 20-60 | Theory |
| Phenomenology | What is the lived experience? | Experience | 5-25 | Essence description |
| Case Study | How/why does this case work? | Bounded system | 1-5 cases | Case description |
| Ethnography | How does this culture work? | Cultural group | Extended fieldwork | Cultural portrait |
| Narrative | What is this person's story? | Individual life | 1-5 | Narrative account |
| Thematic Analysis | What patterns exist in this data? | Themes across data | Variable | Theme map |
Data Collection (interviews, observations)
|
v
Open Coding: Line-by-line coding of raw data
|
v
Axial Coding: Grouping codes into categories,
identifying relationships
|
v
Selective Coding: Identifying the core category
that integrates all others
|
v
Theoretical Saturation: Stop when new data
no longer generates new codes
|
v
Substantive Theory: A grounded explanation of the phenomenondef create_interview_protocol(research_questions: list[str],
n_questions: int = 10) -> dict:
"""
Generate a semi-structured interview protocol template.
Args:
research_questions: The study's research questions
n_questions: Target number of interview questions
"""
protocol = {
'opening': {
'rapport_building': [
"Thank you for participating. Before we begin, could you "
"tell me a little about yourself and your background?",
"How did you first become involved in [topic]?"
],
'time_estimate': '60-90 minutes'
},
'main_questions': [],
'closing': {
'wrap_up': [
"Is there anything else you would like to share that we "
"have not covered?",
"Looking back, what stands out most to you about [topic]?",
"Do you have any questions for me?"
]
},
'guidelines': [
'Ask open-ended questions (how, what, tell me about)',
'Avoid leading questions',
'Use probes: "Can you give me an example?"',
'Use follow-ups: "You mentioned X, tell me more about that"',
'Allow silences -- do not rush to fill pauses',
'Record field notes immediately after each interview'
]
}
# Generate question structure
for i, rq in enumerate(research_questions):
protocol['main_questions'].append({
'research_question': rq,
'interview_questions': [
f'Grand tour question for RQ{i+1}',
f'Follow-up probe for RQ{i+1}',
f'Example-seeking probe for RQ{i+1}'
]
})
return protocol| Strategy | Description | When to Use |
|---|---|---|
| Purposive | Select information-rich cases | Most qualitative studies |
| Maximum variation | Select cases that differ on key dimensions | Capture range of experiences |
| Snowball | Participants refer others | Hard-to-reach populations |
| Theoretical | Driven by emerging theory | Grounded theory studies |
| Critical case | Select cases that are pivotal | Testing theoretical propositions |
| Convenience | Readily available participants | Pilot studies only |
def thematic_analysis_workflow(transcripts: list[str]) -> dict:
"""
Outline the six phases of reflexive thematic analysis.
"""
phases = {
'phase_1_familiarization': {
'actions': [
'Read and re-read all transcripts',
'Note initial impressions in a research journal',
'Transcribe recordings if not already done'
],
'output': 'Familiarity with data, initial notes'
},
'phase_2_coding': {
'actions': [
'Code every data segment systematically',
'Use open coding (inductive) or deductive codes from framework',
'Code inclusively -- same segment can have multiple codes',
'Maintain a codebook with definitions and examples'
],
'output': 'Coded dataset, codebook'
},
'phase_3_generating_themes': {
'actions': [
'Collate codes into potential themes',
'Create a thematic map showing relationships',
'Distinguish between semantic and latent themes'
],
'output': 'Candidate themes and sub-themes'
},
'phase_4_reviewing_themes': {
'actions': [
'Check themes against coded extracts',
'Check themes against entire dataset',
'Merge, split, or discard themes as needed'
],
'output': 'Refined thematic map'
},
'phase_5_defining_themes': {
'actions': [
'Write a detailed description of each theme',
'Identify the essence of each theme',
'Name themes concisely and informatively'
],
'output': 'Theme definitions and names'
},
'phase_6_writing_up': {
'actions': [
'Weave together analytic narrative and data extracts',
'Select vivid, compelling quotes for each theme',
'Connect themes to research questions and literature'
],
'output': 'Final analysis write-up'
}
}
return {
'phases': phases,
'n_transcripts': len(transcripts),
'estimated_time': f'{len(transcripts) * 4}-{len(transcripts) * 8} hours'
}codebook:
- code: "ADAPT"
definition: "Participant describes adapting their behavior in response to a challenge"
inclusion_criteria: "Explicit mention of changing approach or strategy"
exclusion_criteria: "Passive acceptance without behavioral change"
example_quote: "I started doing things differently after that..."
theme: "Resilience Strategies"
- code: "BARR"
definition: "Participant identifies a barrier or obstacle"
inclusion_criteria: "Something that prevented or hindered progress"
exclusion_criteria: "General complaints without specific barrier"
example_quote: "The main thing holding me back was..."
theme: "Challenges"| Criterion | Quantitative Equivalent | Strategies |
|---|---|---|
| Credibility | Internal validity | Member checking, triangulation, prolonged engagement |
| Transferability | External validity | Thick description, purposive sampling |
| Dependability | Reliability | Audit trail, peer debriefing |
| Confirmability | Objectivity | Reflexivity journal, negative case analysis |
For team-based coding, calculate Cohen's kappa or percent agreement on a subset of data (at least 10-20% of the corpus). Aim for kappa > 0.70 before independent coding proceeds.
Follow the COREQ (Consolidated Criteria for Reporting Qualitative Research) checklist: report researcher positionality, sampling strategy, data collection methods, analysis approach, and provide sufficient quotations to evidence each theme.
© 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/research/methodology/qualitative-research-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.
Qualitative Research 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 |
|---|---|---|---|---|---|---|
| Qualitative Research Guide this skillwentorai/research-plugins | 298 | 1 repos | ~2.2k | 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
Design and conduct qualitative research using grounded theory and case studies. Qualitative Research Guide is an agent skill from wentorai/research-plugins.
Qualitative Research Guide fits situations like: research & Science work in your project.
Run `npx skills add wentorai/research-plugins --skill qualitative-research-guide -a claude-code`. Or copy the skill folder (skills/research/methodology/qualitative-research-guide in wentorai/research-plugins) into .claude/skills/qualitative-research-guide in your project. Claude Code loads it when a task matches its description.
Run `npx skills add wentorai/research-plugins --skill qualitative-research-guide -a codex`. Or copy the skill folder (skills/research/methodology/qualitative-research-guide in wentorai/research-plugins) into .agents/skills/qualitative-research-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 qualitative-research-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/qualitative-research-guide, .gemini/skills/qualitative-research-guide, .github/skills/qualitative-research-guide and .opencode/skills/qualitative-research-guide in your project.
SKILL.md names no scripts, command-line tools or credentials: Qualitative Research Guide is instructions for the agent only. Our summary lists: Python 3.
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.
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.
Qualitative Research 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 2.2k tokens (SKILL.md is roughly 8.9k 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 Qualitative Research 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.