Topic · Sales & Support
Best customer feedback analysis skills for Claude Code, Codex and other agents.
- skills
- 157
- official
- 3
Customer feedback analysis skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Review backend code for quality, security, maintainability, and best practices based on established checklist rules. | langflow-ai/ | 156k | — | ~3.5k | Automated safety check: Notes | MIT | today |
| 2 | When the user wants to conduct, analyze, or synthesize customer research. | Nexus-JPF/ | 869 | 5 repos | ~3.2k | Automated safety check: Pass | MIT | 4 days ago |
| 3 | 对亚马逊商品评论进行深度分析,自动识别产品痛点、分析退货原因,生成改进建议和客服回复模板。Invoke when user uses /review-analysis command with a product ASIN. | liangdabiao/ | 940 | 1 repo | ~2.5k | Automated safety check: Pass | No licence | 3 mo ago |
| 4 | A股多智能体 AI 投研分析工具 — 15 名 AI 分析师协作完成技术分析、基本面分析、 市场情绪研判、资金流向追踪(北向资金/主力资金)、宏观经济分析及博弈论推演, 输出结构化买卖建议与风险评估。支持沪深 A 股股票代码和中文名称。 | KylinMountain/ | 855 | — | ~1.8k | Automated safety check: Pass | Unknown | 19 days ago |
| 5 | Wield Google's Gemini CLI as a powerful auxiliary tool for code generation, review, analysis, and web research. | forayconsulting/ | 191 | 1 repo | ~1.4k | Automated safety check: Notes | No licence | 10 mo ago |
| 6 | Collect Amazon.com written product reviews at scale through Woot's public review AJAX route, retain every attempt and error log, reconcile partial runs, and normalize exact review text into… | binggandata/ | 603 | — | ~1.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 7 | 7.Zsxq 知识星球 CLI(zsxq-cli)与底层接口完整操作指南,涵盖星球和内容管理、Skill Pay 微信支付场景。当用户提到知识星球、zsxq、小密圈、星球、登录/认证、发帖、评论、回答、编辑、删除主题、定时发布/定时任务/定时回答、投票、问答主题、markdown 正文、AI… | unnoo/ | 304 | — | ~3.8k | Automated safety check: Pass | MIT | 16 days ago |
| 8 | Pulls structured Amazon product reviews for an ASIN through BrowserAct's Amazon Reviews API, with no Amazon login, using a bundled Python script. | browser-act/ | 6.1k | 2 repos | ~1.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 9 | Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework. | dpearson2699/ | 1.2k | 1 repo | ~3.5k | Automated safety check: Pass | Unknown | 2 mo ago |
| 10 | Review backend code for quality, security, maintainability, and best practices based on established checklist rules. | nazarli-shabnam/ | 170 | — | ~1.5k | Automated safety check: Pass | GPL-3.0 | today |
| 11 | Searches Reddit posts by meaning through the reddapi.dev index, with topic momentum and subreddit lookup, to research how people describe problems and compare tools. | lignertys/ | 1.3k | — | ~2.2k | Automated safety check: Warn | MIT | 22 days ago |
| 12 | A skill your agent uses when the user asks about: 'any crypto news', 'latest news', 'market update', 'daily briefing', 'BTC news', 'ETH news', 'news on SOL', 'search SEC ETF', 'regulation news'… | dex-original/ | 110 | 1 repo | ~3.8k | Automated safety check: Pass | MIT | 4 mo ago |
| 13 | Detect crisis signals in user content using NLP, mental health sentiment analysis, and safe intervention protocols. | curiositech/ | 243 | 3 repos | ~3.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 14 | Generate North American road-trip itineraries as a map-first, offline-friendly single-file HTML page. | Waybox-AI/ | 126 | — | ~3.4k | Automated safety check: Pass | MIT | 28 days ago |
| 15 | Review Does It ARM app-listing pull requests and app-request or compatibility-update issues. | ThatGuySam/ | 3.8k | — | ~826 | Automated safety check: Pass | Unknown | yesterday |
| 16 | 16.SEO Google Direct access to Google's own SEO data via Search Console (Search Analytics, URL Inspection, Sitemaps), PageSpeed Insights v5, CrUX field data with 25-week history, Indexing API v3, GA4 organic… | seranking/ | 160 | — | ~4.8k | Automated safety check: Pass | MIT | 3 mo ago |
| 17 | Builds or refreshes an account's audience profile from the comments in its post retrospectives and writes it to audience.md for later topic and script work. | XBuilderLAB/ | 7.2k | — | ~1.5k | Automated safety check: Notes | MIT | 2 days ago |
| 18 | Analyze text content using both traditional NLP and LLM-enhanced methods. | liangdabiao/ | 290 | 1 repo | ~1.7k | Automated safety check: Notes | No licence | 5 mo ago |
| 19 | Audit an existing Foldkit program against the architecture, conventions, and quality bar. | foldkit/ | 912 | — | ~7.2k | Automated safety check: Pass | MIT | today |
| 20 | Never present a metric or number in isolation; anchor every number to a comparison (prior period, benchmark, or another segment) or state that none is available. | ai-analyst-lab/ | 304 | — | ~1.4k | Automated safety check: Pass | MIT | 6 days ago |
| 21 | Maps the full competitive landscape — direct, indirect, substitute, and emerging competitors — with positioning gap analysis, review mining, and marketinsights-calibrated saturation scoring. | MaxKmet/ | 473 | — | ~3.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 22 | Review a GitHub pull request or GitLab merge request against the workspace-bound Context Tree when a trusted server-authored Context Reviewer run supplies provider-scoped authority. | first-tree-ai/ | 154 | — | ~8k | Automated safety check: Pass | Apache-2.0 | 7 days ago |
| 23 | Prepare and publish an already-built KeeForge iOS or macOS version through the App Store Connect API using an API key. | KeeForge/ | 111 | — | ~3.5k | Automated safety check: Pass | GPL-3.0 | yesterday |
| 24 | Researches the app being cloned and reads what its real users say in public reviews (App Store, Google Play, G2, Capterra, Trustpilot, Reddit, Hacker News, its own feature-request board), then ranks… | Jakeschincariol/ | 734 | — | ~1.2k | Automated safety check: Pass | MIT | 4 days ago |
| 25 | A skill your agent uses when the user asks about: 'any crypto news', 'latest news', 'market update', 'daily briefing', 'BTC news', 'ETH news', 'news on SOL', 'search SEC ETF', 'regulation news'… | okx/ | 185 | — | ~5.2k | Automated safety check: Pass | MIT | 14 days ago |
| 26 | 26.App Review Audit broad Luxury Yacht systems or cross-cutting concerns for structural simplification, hardening, optimization, or refactoring; use for app-wide reviews and phased structural plans, not branch… | luxury-yacht/ | 442 | — | ~818 | Automated safety check: Pass | GPL-3.0 | today |
| 27 | Brand monitoring tool for tracking mentions across social media platforms. | nexscope-ai/ | 1.1k | — | ~851 | Automated safety check: Pass | MIT | 1 mo ago |
| 28 | 28.Zsxq Shared 知识星球 CLI 共享基础:认证登录(auth login/logout/status)、配置诊断(doctor/config show)、通用 API 调用规范(api list/api call/api raw 调用底层接口或原始 HTTP 接口)、星球与主题分享链接拼接(电脑端 / 手机端)、写入与删除操作的安全规则、常见错误码处理(401 token… | itwanger/ | 18k | — | ~1.3k | Automated safety check: Pass | No licence | today |
| 29 | Turns Riffrec screen, voice and event recordings into evidence for bug reports and requirements, and helps set up Riffrec when no recording exists yet. | EveryInc/ | 25k | — | ~695 | Automated safety check: Pass | MIT | today |
| 30 | When the user's app or update was rejected by Apple App Review or Google Play Review and they need to diagnose why, fix it, and resubmit fast. | appeeky/ | 2.1k | — | ~2.4k | Automated safety check: Pass | MIT | yesterday |
| 31 | Analyze explicit Riffrec product-feedback captures, including riffrec-.zip, the Riffrec session.json + events.json + recording.webm + voice.webm bundle, or media/notes the user identifies as a… | leo-kuang-ai/ | 107 | — | ~1.4k | Automated safety check: Pass | MIT | 13 days ago |
| 32 | 32.Cre Legal CRE Legal review suite — 6 specialist skills for PSA review, title & survey analysis, estoppel tracking, loan document review, insurance coordination, and transfer document preparation for… | ahacker-1/ | 112 | 1 repo | ~1.3k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 33 | This skill is designed to help users automatically extract reviews from Google Maps via the Google Maps Reviews API. | browser-act/ | 6.1k | 1 repo | ~1.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 34 | Audit, diagnose, rewrite, creatively brief, test, and safely prepare updates for Amazon product detail pages using live marketplace and product-type requirements, verified product facts, Brand… | xjli360/ | 237 | — | ~1.4k | Automated safety check: Pass | MIT | 9 days ago |
| 35 | 35.SEO Maps Maps intelligence for local SEO — geo-grid rank tracking, GBP profile auditing via API, review intelligence across Google/Tripadvisor/Trustpilot, cross-platform NAP verification… | AgriciDaniel/ | 787 | 2 repos | ~3k | Automated safety check: Pass | MIT | 25 days ago |
| 36 | 36.Testflight Distribute KMReader builds to TestFlight groups via the asc CLI. | kmworks/ | 111 | — | ~403 | Automated safety check: Pass | MIT | today |
| 37 | Azure AI Text Analytics SDK for sentiment analysis, entity recognition, key phrases, language detection, PII, and healthcare NLP. | microsoft/ | 3.1k | 6 repos | ~2.4k | Automated safety check: Pass | MIT | yesterday |
| 38 | Generates an Apple-compliant account deletion flow with multi-step confirmation UI, optional data export, configurable grace period, Keychain cleanup, and server-side deletion request. | gustavscirulis/ | 117 | 1 repo | ~2.5k | Automated safety check: Notes | Unknown | 5 mo ago |
| 39 | 39.Afa Cx DTC 客户体验与服务智能引擎——客服优化、售后流程、退货策略、客户旅程设计、NPS/CSAT 管理。Use when user mentions: 客户体验, customer experience, CX, 客服, customer service, 退货, returns, 售后, after-sales, NPS, CSAT, 客户满意度, 投诉, complaints, 客户旅程… | afadtc/ | 168 | — | ~2k | Automated safety check: Pass | Unknown | 9 days ago |
| 40 | Analyze Google Maps review data from CSV exports. An agent skill from gmapsscraper/google-maps-agent-skills. | gmapsscraper/ | 131 | — | ~1.2k | Automated safety check: Pass | MIT | 4 mo ago |
| 41 | 按ASIN获取并分析亚马逊商品评论,支持15个站点(含美国站),按星级筛选评论。当用户提到亚马逊评论、美国站评论、商品评价、买家投诉、差评、好评、星级评分、评论分析、评论情感、产品改良建议、Vine评论、已验证购买评论、竞品评论研究、Amazon reviews, US reviews, Amazon.com reviews, product feedback, negative review… | linkfox-ai/ | 106 | 1 repo | ~2.5k | Automated safety check: Pass | MIT | 23 days ago |
| 42 | 42.Zsxq User 知识星球用户信息与反馈:查看当前登录用户的个人资料、查询跨星球的最近发主题足迹、提交 NPS 反馈(推荐分数 + 建议)。当用户需要查看自己的用户 ID、昵称、头像、认证状态,查看自己最近在各星球发过的主题,或向知识星球官方提交 NPS 评分/产品建议时使用。 | itwanger/ | 18k | — | ~235 | Automated safety check: Pass | No licence | today |
| 43 | Extract customer reviews from any e-commerce product page or reviews page. | browser-act/ | 6.1k | — | ~1.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 44 | Fetch customer reviews for a Taobao or Tmall product by itemId, returning reviewer name, date, purchased variant, review text, and photo URLs. | browser-act/ | 6.1k | — | ~1.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 45 | 45.Loki Mode Multi-agent autonomous startup system for Claude Code. An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 6 repos | ~7.1k | Automated safety check: Warn | MIT | today |
| 46 | When the user wants to improve their app's star rating, increase ratings volume, optimize when and how they prompt users for a review, or recover from a bad rating period. | appeeky/ | 2.1k | — | ~1.6k | Automated safety check: Pass | MIT | yesterday |
| 47 | When the user wants to analyze, respond to, or improve their app reviews and ratings. | appeeky/ | 2.1k | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 48 | 48.Maxia Connect to MAXIA AI-to-AI marketplace on Solana. An agent skill from sickn33/agentic-awesome-skills. | sickn33/ | 47k | 2 repos | ~1k | Automated safety check: Pass | MIT | yesterday |
Questions, answered from the data.
What is the best customer feedback analysis skill?
Backend Code Review from langflow-ai/langflow ranks first of the 157 customer feedback analysis skills listed here, with the highest score: its repository has 156k GitHub stars, its SKILL.md loads about 3.5k tokens and it has informational notes only in the automated safety check. Next come Customer Research and Review Analysis.
Which customer feedback analysis skills are official?
3 of the 157 customer feedback analysis skills are official, published by the vendor's own GitHub organization: Azure AI Textanalytics Py, Audit Filters and Creating Surveys.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.