Review Mining
shawnpang/startup-founder-skills
When the user wants to research customer pain points, complaints, or sentiment using review platforms like Trustpilot, G2, Capterra, or app stores.
Synthesizes customer feedback into actionable themes including feature requests, bugs, pain points, and praise.
Install Analyze Feedback
$ npx skills add amplitude/builder-skills --skill analyze-feedback -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install amplitude/builder-skills analyze-feedback --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/amplitude/builder-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/analytics-skills/skills/analyze-feedback .claude/skills/analyze-feedback && 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-feedback" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-feedback into .claude/skills/analyze-feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-feedback", 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/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-feedbackType 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 amplitude/builder-skills --skill analyze-feedback -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install amplitude/builder-skills analyze-feedback --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/analytics-skills/skills/analyze-feedback .agents/skills/analyze-feedback && 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-feedback" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-feedback into .agents/skills/analyze-feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-feedback", 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 amplitude/builder-skills --skill analyze-feedback -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install amplitude/builder-skills analyze-feedback --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/analytics-skills/skills/analyze-feedback .cursor/skills/analyze-feedback && 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-feedback" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-feedback into .cursor/skills/analyze-feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-feedback", 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/amplitude/builder-skills.git --path analytics-skills/skills/analyze-feedback--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 amplitude/builder-skills --skill analyze-feedback -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install amplitude/builder-skills analyze-feedback --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/analytics-skills/skills/analyze-feedback .gemini/skills/analyze-feedback && 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-feedback" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-feedback into .gemini/skills/analyze-feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-feedback", 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 amplitude/builder-skills analyze-feedbackInstalls 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 amplitude/builder-skills --skill analyze-feedback -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/analytics-skills/skills/analyze-feedback .github/skills/analyze-feedback && 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-feedback" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-feedback into .github/skills/analyze-feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-feedback", 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 amplitude/builder-skills --skill analyze-feedback -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install amplitude/builder-skills analyze-feedback --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/analytics-skills/skills/analyze-feedback .opencode/skills/analyze-feedback && 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-feedback" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-feedback into .opencode/skills/analyze-feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-feedback", 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-feedback- GitHub stars
- 159
- Token cost
- ~942 tokens
- SKILL.md length
- 457 words
- Files
- 1
- Skills in repo
- 61
- Repo updated
- First seen
- Licence
- None found
At a glance
Synthesizes customer feedback into actionable themes including feature requests, bugs, pain points, and praise.
- Works in 5 steps: Understand Available Sources → Get Themed Insights → Drill Into Specific Themes → …
- Planning product roadmap
- SKILL.md covers Instructions and Best Practices
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Analyze Feedback is an agent skill from amplitude/builder-skills. Synthesizes customer feedback into actionable themes including feature requests, bugs, pain points, and praise. Use when planning product roadmap, understanding user sentiment, investigating specific issues, or preparing voice-of-customer reports.
Its SKILL.md is about 940 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 Sales & Support, covering Customer feedback analysis, Market research and Product roadmapping. The repository describes itself as: Open-source AI skills for product managers — battle-tested by PMs at Amplitude.
When your agent uses it
- Planning product roadmap
- Understanding user sentiment
- Investigating specific issues
- Preparing voice-of-customer reports
Example prompts
- “Use the analyze-feedback skill to synthesiz customer feedback into actionable themes including feature requests, bugs, pain points, and praise”
- “/analyze-feedback”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Understand Available Sources
- Get Themed Insights
- Drill Into Specific Themes
- Connect to User Segments
- Present Findings
What it can do on your machine
Read from SKILL.md and the folder at commit 51838c2. 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
Analyze Feedback loads about 942 tokens when it runs. Until then it costs about 66 tokens; SKILL.md has 457 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 457 words (~942 tokens).
“Perform comprehensive feedback reviews, investigate specific feature requests, understand customer sentiment, then prepare concise but actionable voice-of-customer presentations”
- name
- analyze-feedback
- suggest_when
- User asks about customer feedback, NPS, complaints, feature requests, "what are customers saying", voice of customer, or wants to understand user sentiment.
Files
Just SKILL.md in analytics-skills/skills/analyze-feedback of amplitude/builder-skills.
Open the folder on GitHubat commit 51838c2
Compare with similar skills
Analyze Feedback 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 Feedback this skillamplitude/builder-skills | 159 | — | ~942 | Automated safety check: Pass | None | |
| Review Miningshawnpang/startup-founder-skills | 341 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Voice Of Customer Synthesizermajiayu000/claude-skill-registry | 666 | 2 repos | ~2.4k | Automated safety check: Pass | MIT | |
| Voice Of Customercbrock84/headcount | 2k | — | ~1k | Automated safety check: Pass | MIT | |
| Memstack Product Feedback Analyzercwinvestments/memstack | 423 | — | ~2.7k | Automated safety check: Pass | Proprietary | |
| Voice Of Customergtmagents/gtm-agents | 413 | 1 repos | ~338 | Automated safety check: Pass | Apache-2.0 |
Similar skills
Voice Of Customer Synthesizer
majiayu000/claude-skill-registry
Aggregate customer feedback from multiple sources — support tickets, NPS comments, Slack messages, G2 reviews, call transcripts, survey responses — into a unified VoC report with theme clustering…
Voice Of Customer
cbrock84/headcount
Builds the loop from what customers say to what gets changed — collecting feedback, distinguishing signal from noise, routing it to owners, and closing the loop back to the customer.
Memstack Product Feedback Analyzer
cwinvestments/memstack
A skill your agent uses when the user says 'analyze feedback', 'feedback analysis', 'what are customers asking for', or has support tickets, reviews, or survey data to categorize, score, and…
Voice Of Customer
gtmagents/gtm-agents
A skill your agent uses to design, run, and synthesize customer feedback programs tied to journey stages.
Voice Of Customer Program
mohitagw15856/pm-claude-skills
Stand up a Voice of Customer (VoC) program that turns feedback into action.
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Related
Categories
Questions about Analyze Feedback
What does Analyze Feedback do?
Synthesizes customer feedback into actionable themes including feature requests, bugs, pain points, and praise. Analyze Feedback is an agent skill from amplitude/builder-skills. Synthesizes customer feedback into actionable themes including feature requests, bugs, pain points, and praise.
When should I use Analyze Feedback?
Analyze Feedback fits situations like: planning product roadmap; understanding user sentiment; investigating specific issues; preparing voice-of-customer reports.
How do I install Analyze Feedback in Claude Code?
Run `npx skills add amplitude/builder-skills --skill analyze-feedback -a claude-code`. Or copy the skill folder (analytics-skills/skills/analyze-feedback in amplitude/builder-skills) into .claude/skills/analyze-feedback in your project. Claude Code loads it when a task matches its description.
How do I install Analyze Feedback in Codex?
Run `npx skills add amplitude/builder-skills --skill analyze-feedback -a codex`. Or copy the skill folder (analytics-skills/skills/analyze-feedback in amplitude/builder-skills) into .agents/skills/analyze-feedback in your project. Codex loads it when a task matches its description.
Can I use Analyze Feedback 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 amplitude/builder-skills --skill analyze-feedback -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-feedback, .gemini/skills/analyze-feedback, .github/skills/analyze-feedback and .opencode/skills/analyze-feedback in your project.
What does Analyze Feedback need to run?
SKILL.md names no scripts, command-line tools or credentials: Analyze Feedback is instructions for the agent only.
Does Analyze Feedback 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 Feedback 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 Feedback use?
No licence was found for Analyze Feedback or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Analyze Feedback use?
About 942 tokens (SKILL.md is roughly 3.8k 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 Feedback?
Skills that share tags, products or a category with Analyze Feedback: Review Mining (shawnpang/startup-founder-skills, 341 stars), Voice Of Customer Synthesizer (majiayu000/claude-skill-registry, 666 stars), Voice Of Customer (cbrock84/headcount, 2k stars) and Memstack Product Feedback Analyzer (cwinvestments/memstack, 423 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Analyze Feedback?
amplitude (a GitHub organization) maintains it in amplitude/builder-skills, which has 159 GitHub stars. The repository holds 61 skills in this directory. The repository was last updated on July 24, 2026.
Source: amplitude/builder-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.