Extracting Requirements
prime-radiant-inc/iterative-development
Reads human-written spec documents and produces per-epic requirement files with proof obligations plus behavior scenarios with stable IDs, using parallel chunked extraction.
Structured requirements elicitation for analysis requests. An agent skill from nimrodfisher/data-analytics-skills.
Install Stakeholder Requirements Gathering
$ npx skills add nimrodfisher/data-analytics-skills --skill stakeholder-requirements-gathering -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install nimrodfisher/data-analytics-skills stakeholder-requirements-gathering --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/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/05-stakeholder-communication/stakeholder-requirements-gathering .claude/skills/stakeholder-requirements-gathering && 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 "stakeholder-requirements-gathering" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/05-stakeholder-communication/stakeholder-requirements-gathering into .claude/skills/stakeholder-requirements-gathering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stakeholder-requirements-gathering", 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/nimrodfisher/data-analytics-skills/tree/main/05-stakeholder-communication/stakeholder-requirements-gatheringType 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 nimrodfisher/data-analytics-skills --skill stakeholder-requirements-gathering -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install nimrodfisher/data-analytics-skills stakeholder-requirements-gathering --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/05-stakeholder-communication/stakeholder-requirements-gathering .agents/skills/stakeholder-requirements-gathering && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "stakeholder-requirements-gathering" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/05-stakeholder-communication/stakeholder-requirements-gathering into .agents/skills/stakeholder-requirements-gathering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stakeholder-requirements-gathering", 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 nimrodfisher/data-analytics-skills --skill stakeholder-requirements-gathering -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install nimrodfisher/data-analytics-skills stakeholder-requirements-gathering --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/05-stakeholder-communication/stakeholder-requirements-gathering .cursor/skills/stakeholder-requirements-gathering && 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 "stakeholder-requirements-gathering" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/05-stakeholder-communication/stakeholder-requirements-gathering into .cursor/skills/stakeholder-requirements-gathering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stakeholder-requirements-gathering", 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/nimrodfisher/data-analytics-skills.git --path 05-stakeholder-communication/stakeholder-requirements-gathering--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 nimrodfisher/data-analytics-skills --skill stakeholder-requirements-gathering -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install nimrodfisher/data-analytics-skills stakeholder-requirements-gathering --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/05-stakeholder-communication/stakeholder-requirements-gathering .gemini/skills/stakeholder-requirements-gathering && 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 "stakeholder-requirements-gathering" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/05-stakeholder-communication/stakeholder-requirements-gathering into .gemini/skills/stakeholder-requirements-gathering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stakeholder-requirements-gathering", 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 nimrodfisher/data-analytics-skills stakeholder-requirements-gatheringInstalls 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 nimrodfisher/data-analytics-skills --skill stakeholder-requirements-gathering -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/05-stakeholder-communication/stakeholder-requirements-gathering .github/skills/stakeholder-requirements-gathering && 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 "stakeholder-requirements-gathering" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/05-stakeholder-communication/stakeholder-requirements-gathering into .github/skills/stakeholder-requirements-gathering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stakeholder-requirements-gathering", 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 nimrodfisher/data-analytics-skills --skill stakeholder-requirements-gathering -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install nimrodfisher/data-analytics-skills stakeholder-requirements-gathering --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/05-stakeholder-communication/stakeholder-requirements-gathering .opencode/skills/stakeholder-requirements-gathering && 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 "stakeholder-requirements-gathering" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/05-stakeholder-communication/stakeholder-requirements-gathering into .opencode/skills/stakeholder-requirements-gathering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stakeholder-requirements-gathering", 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
stakeholder-requirements-gathering- GitHub stars
- 470
- Token cost
- ~513 tokens
- SKILL.md length
- 223 words
- Files
- 6 (incl. references, assets)
- Skills in repo
- 31
- Repo updated
- First seen
- Licence
- MIT
At a glance
Structured requirements elicitation for analysis requests. An agent skill from nimrodfisher/data-analytics-skills.
- Works in 6 steps: Run the intake interview — use the… → Identify the decision type — apply… → Document requirements — fill in… → …
- Scoping new analysis projects
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Clarifying ambiguous business questions
What it does
Stakeholder Requirements Gathering is an agent skill from nimrodfisher/data-analytics-skills. Structured requirements elicitation for analysis requests. Use when scoping new analysis projects, clarifying ambiguous business questions, or documenting analysis acceptance criteria with stakeholders.
Its SKILL.md is about 510 tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files and assets (for example `assets/analysis_brief_template.md`, `assets/interview_guide.md` and `assets/requirements_doc_template.md`).
It sits in Agent Workflows, covering Requirements gathering, User stories and Internal communications. The repository describes itself as: A comprehensive list of Claude & Codex skills for a wide range of data analytics tasks. The licence is MIT.
When your agent uses it
- Scoping new analysis projects
- Clarifying ambiguous business questions
- Documenting analysis acceptance criteria with stakeholders
Example prompts
- “/stakeholder-requirements-gathering”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Run the intake interview — use the question guide in assets/interview_guide.md to surface: the business decision being made, who the…
- Identify the decision type — apply references/decision_maker_framework.md to classify the decision (strategic / operational / tactical)…
- Document requirements — fill in assets/requirements_doc_template.md covering: business question, success criteria, scope…
- Resolve ambiguities — use the elicitation techniques in references/elicitation_techniques.md for any requirement still unclear after the…
- Get explicit sign-off — send the requirements doc to the requestor for confirmation before starting work; update based on feedback.
- Produce the analysis brief — convert approved requirements into assets/analysis_brief_template.md, which becomes the authoritative scope…
What it can do on your machine
Read from SKILL.md and the folder at commit 9449d36. 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
Stakeholder Requirements Gathering loads about 513 tokens when it runs, and up to ~2.4k if it reads all its reference files. Until then it costs about 59 tokens; SKILL.md has 223 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 nimrodfisher/data-analytics-skills at commit 9449d36, republished under its MIT licence (© nimrodfisher). 223 words, ~513 tokens.
Download SKILL.mdSave it as
.claude/skills/stakeholder-requirements-gathering/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.- name
- stakeholder-requirements-gathering
- description
- Structured requirements elicitation for analysis requests. Use when scoping new analysis projects, clarifying ambiguous business questions, or documenting analysis acceptance criteria with stakeholders.
When to use
At the start of any non-trivial analysis request, especially when the ask is vague ("can you look into X?"), when multiple stakeholders have a stake in the outcome, or when the result will drive an important decision. Spending 30 minutes on requirements prevents days of rework.
Process
- Run the intake interview — use the question guide in
assets/interview_guide.mdto surface: the business decision being made, who the audience is, what "done" looks like, and what constraints exist. - Identify the decision type — apply
references/decision_maker_framework.mdto classify the decision (strategic / operational / tactical) and calibrate the required rigour and format. - Document requirements — fill in
assets/requirements_doc_template.mdcovering: business question, success criteria, scope inclusions/exclusions, data sources, and timeline. - Resolve ambiguities — use the elicitation techniques in
references/elicitation_techniques.mdfor any requirement still unclear after the interview (5-whys, scenario walkthrough, MoSCoW prioritisation). - Get explicit sign-off — send the requirements doc to the requestor for confirmation before starting work; update based on feedback.
- Produce the analysis brief — convert approved requirements into
assets/analysis_brief_template.md, which becomes the authoritative scope document for the project.
Inputs the skill needs
- Stakeholder's initial request (however vague)
- Name and role of primary requestor and any other stakeholders
- Proposed deadline or urgency level
Output
- Completed requirements doc (
requirements_doc_template.md) - Analysis brief ready to hand to the analyst (
analysis_brief_template.md) - Interview notes (optional, for complex projects)
© nimrodfisher, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 5 other files (references, assets) in 05-stakeholder-communication/stakeholder-requirements-gathering of nimrodfisher/data-analytics-skills.
- SKILL.md
- assets/analysis_brief_template.md
- assets/interview_guide.md
- assets/requirements_doc_template.md
- references/decision_maker_framework.md
- references/elicitation_techniques.md
Open the folder on GitHubat commit 9449d36
Compare with similar skills
Stakeholder Requirements Gathering 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 |
|---|---|---|---|---|---|---|
| Stakeholder Requirements Gathering this skillnimrodfisher/data-analytics-skills | 470 | — | ~513 | Automated safety check: Pass | MIT | |
| Extracting Requirementsprime-radiant-inc/iterative-development | 181 | — | ~2.7k | Automated safety check: Pass | Apache-2.0 | |
| Feature ForgeJeffallan/claude-skills | 12k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Specificationcitypaul/.dotfiles | 740 | — | ~2.2k | Automated safety check: Pass | Custom licence | |
| Find Gapscitypaul/.dotfiles | 740 | — | ~6.6k | Automated safety check: Pass | Custom licence | |
| User Story Writerdeanpeters/Product-Manager-Skills | 7.2k | 2 repos | ~2.9k | Automated safety check: Pass | Custom licence |
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Find Gaps
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Related
Questions about Stakeholder Requirements Gathering
What does Stakeholder Requirements Gathering do?
Structured requirements elicitation for analysis requests. An agent skill from nimrodfisher/data-analytics-skills. Stakeholder Requirements Gathering is an agent skill from nimrodfisher/data-analytics-skills. Structured requirements elicitation for analysis requests.
When should I use Stakeholder Requirements Gathering?
Stakeholder Requirements Gathering fits situations like: scoping new analysis projects; clarifying ambiguous business questions; documenting analysis acceptance criteria with stakeholders.
How do I install Stakeholder Requirements Gathering in Claude Code?
Run `npx skills add nimrodfisher/data-analytics-skills --skill stakeholder-requirements-gathering -a claude-code`. Or copy the skill folder (05-stakeholder-communication/stakeholder-requirements-gathering in nimrodfisher/data-analytics-skills) into .claude/skills/stakeholder-requirements-gathering in your project. Claude Code loads it when a task matches its description.
How do I install Stakeholder Requirements Gathering in Codex?
Run `npx skills add nimrodfisher/data-analytics-skills --skill stakeholder-requirements-gathering -a codex`. Or copy the skill folder (05-stakeholder-communication/stakeholder-requirements-gathering in nimrodfisher/data-analytics-skills) into .agents/skills/stakeholder-requirements-gathering in your project. Codex loads it when a task matches its description.
Can I use Stakeholder Requirements Gathering 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 nimrodfisher/data-analytics-skills --skill stakeholder-requirements-gathering -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/stakeholder-requirements-gathering, .gemini/skills/stakeholder-requirements-gathering, .github/skills/stakeholder-requirements-gathering and .opencode/skills/stakeholder-requirements-gathering in your project.
What does Stakeholder Requirements Gathering need to run?
SKILL.md names no scripts, command-line tools or credentials: Stakeholder Requirements Gathering is instructions for the agent only.
Does Stakeholder Requirements Gathering 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 Stakeholder Requirements Gathering 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 Stakeholder Requirements Gathering use?
Stakeholder Requirements Gathering is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Stakeholder Requirements Gathering use?
About 513 tokens (SKILL.md is roughly 2.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.9k tokens, read only when the agent opens those files.
What are the alternatives to Stakeholder Requirements Gathering?
Skills that share tags, products or a category with Stakeholder Requirements Gathering: Extracting Requirements (prime-radiant-inc/iterative-development, 181 stars), Feature Forge (Jeffallan/claude-skills, 12k stars), Specification (citypaul/.dotfiles, 740 stars) and Find Gaps (citypaul/.dotfiles, 740 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Stakeholder Requirements Gathering?
nimrodfisher (a GitHub user) maintains it in nimrodfisher/data-analytics-skills, which has 470 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on September 25, 2026.
Source: nimrodfisher/data-analytics-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.