Agent skill

Memstack Product Feedback Analyzer

by cwinvestments in 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…

ProprietaryAuto-check passedSales & Support

Install Memstack Product Feedback Analyzer

skills CLI
$ npx skills add cwinvestments/memstack --skill memstack-product-feedback-analyzer -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install cwinvestments/memstack memstack-product-feedback-analyzer --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/cwinvestments/memstack.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/product/feedback-analyzer .claude/skills/memstack-product-feedback-analyzer && rm -rf skills-src

Use ~/.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/

Facts

Skill name
memstack-product-feedback-analyzer
GitHub stars
423
Token cost
~2.7k tokens
SKILL.md length
731 words
Files
1
Skills in repo
87
Repo updated
First seen
Licence
Proprietary

At a glance

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…

  • Works in 7 steps: Collect Feedback Data → Categorize Feedback → Sentiment Analysis → …
  • The user says analyze feedback
  • SKILL.md covers Activation, Context Guard, Common Mistakes and Protocol, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Memstack Product Feedback Analyzer is an agent skill from cwinvestments/memstack. Use this skill 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 prioritize into actionable reports. Do NOT use for competitor analysis or market research.

Its SKILL.md is about 2.7k 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, Customer support and Competitor analysis. The repository describes itself as: Structured skill framework for Claude Code. 130 skills, persistent memory, TokenStack compression, localhost dashboard with 3-agent runner, real-time streaming, MCP tools.

When your agent uses it

  • The user says analyze feedback
  • Feedback analysis
  • What are customers asking for
  • Has support tickets

Example prompts

  • “analyze feedback”
  • “feedback analysis”
  • “what are customers asking for”
  • “/memstack-product-feedback-analyzer”

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Collect Feedback Data
  2. Categorize Feedback
  3. Sentiment Analysis
  4. Extract Feature Requests & Themes
  5. Prioritize with RICE Framework
  6. Identify Churn Signals
  7. Generate Action Items

What it can do on your machine

Read from SKILL.md and the folder at commit 00370ce. 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 markdown).

    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

Memstack Product Feedback Analyzer loads about 2.7k tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 731 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~77
When it runs · the whole SKILL.md, loaded when a task matches
~2.7k

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

Its licence (Proprietary) doesn't allow us to republish the file, so here is its outline and opening line. It has 731 words (~2,712 tokens).

“Categorizes, scores, and prioritizes customer feedback from support tickets, reviews, and surveys into actionable reports with feature request rankings, sentiment trends, and action items.”

— opening of SKILL.md by cwinvestments, Proprietary
name
memstack-product-feedback-analyzer
version
1.0.0
license
Proprietary, MemStack™ Pro by CW Affiliate Investments LLC. See LICENSE.txt

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/product/feedback-analyzer of cwinvestments/memstack.

Open the folder on GitHubat commit 00370ce

Compare with similar skills

Memstack Product Feedback Analyzer 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.

Memstack Product Feedback Analyzer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Memstack Product Feedback Analyzer this skillcwinvestments/memstack423—~2.7kAutomated safety check: PassProprietary
Voice Of Customer Synthesizergooseworks-ai/goose-skills1.2k1 repos~2.4kAutomated safety check: PassMIT
Pulsealirezarezvani/claude-skills28k—~3.8kAutomated safety check: PassMIT
LinkfoxagentLeoYeAI/openclaw-master-skills2.2k—~3.8kAutomated safety check: PassMIT
Review Miningshawnpang/startup-founder-skills342—~1.5kAutomated safety check: PassMIT
Voice Of Customergtmagents/gtm-agents4131 repos~338Automated safety check: PassApache-2.0

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Questions about Memstack Product Feedback Analyzer

What does Memstack Product Feedback Analyzer do?

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…. Memstack Product Feedback Analyzer is an agent skill from cwinvestments/memstack. Use this skill 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 prioritize into actionable reports.

When should I use Memstack Product Feedback Analyzer?

Memstack Product Feedback Analyzer fits situations like: the user says analyze feedback; feedback analysis; what are customers asking for; has support tickets.

How do I install Memstack Product Feedback Analyzer in Claude Code?

Run `npx skills add cwinvestments/memstack --skill memstack-product-feedback-analyzer -a claude-code`. Or copy the skill folder (skills/product/feedback-analyzer in cwinvestments/memstack) into .claude/skills/memstack-product-feedback-analyzer in your project. Claude Code loads it when a task matches its description.

How do I install Memstack Product Feedback Analyzer in Codex?

Run `npx skills add cwinvestments/memstack --skill memstack-product-feedback-analyzer -a codex`. Or copy the skill folder (skills/product/feedback-analyzer in cwinvestments/memstack) into .agents/skills/memstack-product-feedback-analyzer in your project. Codex loads it when a task matches its description.

Can I use Memstack Product Feedback Analyzer 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 cwinvestments/memstack --skill memstack-product-feedback-analyzer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memstack-product-feedback-analyzer, .gemini/skills/memstack-product-feedback-analyzer, .github/skills/memstack-product-feedback-analyzer and .opencode/skills/memstack-product-feedback-analyzer in your project.

What does Memstack Product Feedback Analyzer need to run?

SKILL.md names no scripts, command-line tools or credentials: Memstack Product Feedback Analyzer is instructions for the agent only.

Does Memstack Product Feedback Analyzer 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 Memstack Product Feedback Analyzer 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 Memstack Product Feedback Analyzer use?

Memstack Product Feedback Analyzer carries a proprietary licence (declared in SKILL.md). It is published on GitHub, but it is not open source: read the licence file before using or sharing it.

How many tokens does Memstack Product Feedback Analyzer use?

About 2.7k tokens (SKILL.md is roughly 11k 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 Memstack Product Feedback Analyzer?

Skills that share tags, products or a category with Memstack Product Feedback Analyzer: Voice Of Customer Synthesizer (gooseworks-ai/goose-skills, 1.2k stars), Pulse (alirezarezvani/claude-skills, 28k stars), Linkfoxagent (LeoYeAI/openclaw-master-skills, 2.2k stars) and Review Mining (shawnpang/startup-founder-skills, 342 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Memstack Product Feedback Analyzer?

cwinvestments (a GitHub user) maintains it in cwinvestments/memstack, which has 423 GitHub stars. The repository holds 87 skills in this directory. The repository was last updated on September 26, 2026.

Source: cwinvestments/memstack on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.