{"id":"12150c23-048c-4edc-9bb0-4827ee795f95","entityType":"agent","slug":"clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback","name":"亚马逊-店铺买家反馈","canonicalUrl":"https://www.xpersona.co/agent/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback","canonicalPath":"/agent/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback","generatedAt":"2026-10-10T11:51:26.380Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-10T09:10:08.884Z","emptyReason":null},"description":"亚马逊商品与类目买家反馈洞察。用于按 ASIN 或 browse node 查询评论主题、主题提及量、星级影响、评价趋势、退货主题和退货趋势，帮助分析产品口碑及类目问题。用户提到亚马逊评论分析、评价主题、差评原因、评论趋势、退货原因、退货趋势、ASIN 口碑洞察、类目反馈、MENTIONS、STAR_RATING_IMPACT、Customer Feedback API 时触发。即使未明确提及 API，只要希望从聚合反馈中判断某个亚马逊商品或类目的常见好评、差评或退货问题，也应触发此技能。 Skill: 亚马逊-店铺买家反馈 Owner: linkfox-ai Summary: 亚马逊商品与类目买家反馈洞察。用于按 ASIN 或 browse node 查询评论主题、主题提及量、星级影响、评价趋势、退货主题和退货趋势，帮助分析产品口碑及类目问题。用户提到亚马逊评论分析、评价主题、差评原因、评论趋势、退货原因、退货趋势、ASIN 口碑洞察、类目反馈、MENTIONS、STAR_RATING_IMPACT、Customer Feedback API 时触发。即使未明确提及 API，只要希望从聚合反馈中判断某个亚马逊商品或类目的常见好评、差评或退货问题，也应触发此技能。 Tags: latest:1.0.8 Version history: v1.0.8 | 2026-09-14T04:56:07.576Z | user Update from 1.0.7 to 1.0.8 v1.0.7 | 2026-08-14T14:","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 1.5K downloads reported by the source. Last updated 10/10/2026.","installCommand":"clawhub skill install s171g8b6m2khwdy9ye8bxj0wx183vd4z:linkfox-amazon-store-customer-feedback","sourceUrl":"https://clawhub.ai/linkfox-ai/linkfox-amazon-store-customer-feedback","homepage":"https://clawhub.ai/linkfox-ai/skills/linkfox-amazon-store-customer-feedback","primaryLinks":[{"label":"View on ClawHub","url":"https://clawhub.ai/linkfox-ai/linkfox-amazon-store-customer-feedback","kind":"source"},{"label":"Homepage","url":"https://clawhub.ai/linkfox-ai/skills/linkfox-amazon-store-customer-feedback","kind":"homepage"}],"safetyScore":84,"overallRank":62,"popularityScore":64,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"亚马逊商品与类目买家反馈洞察。用于按 ASIN 或 browse node 查询评论主题、主题提及量、星级影响、评价趋势、退货主题和退货趋势，帮助分析产品口碑及类目问题。用户提到亚马逊评论分析、评价主题、差评原因、评论趋势、退货原因、退货趋势、ASIN 口碑洞察、类目反馈、MENTIONS、STAR_RATING_IM"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-10T09:10:08.884Z","emptyReason":null},"protocols":[{"protocol":"OPENCLEW","label":"OpenClaw","status":"self-declared","notes":"Declared in the public agent profile."}],"capabilities":[],"verifiedCount":0,"selfDeclaredCount":1,"capabilityMatrix":{"rows":[{"key":"OPENCLEW","type":"protocol","support":"unknown","confidenceSource":"profile","notes":"Listed on profile"}],"flattenedTokens":"protocol:OPENCLEW|unknown|profile"}},"adoption":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"medium","updatedAt":"2026-10-10T09:10:08.884Z","emptyReason":null},"stars":null,"forks":null,"downloads":1534,"packageName":null,"latestVersion":"1.0.8","tractionLabel":"1.5K downloads"},"release":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"medium","updatedAt":"2026-10-10T09:10:08.884Z","emptyReason":null},"lastUpdatedAt":"2026-10-10T09:10:08.884Z","lastCrawledAt":"2026-10-10T09:10:08.884Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-11T09:10:08.884Z","lastVerifiedAt":null,"highlights":[{"version":"1.0.8","createdAt":"2026-09-14T04:56:07.576Z","changelog":"Update from 1.0.7 to 1.0.8","fileCount":15,"zipByteSize":26596},{"version":"1.0.7","createdAt":"2026-08-14T14:44:38.064Z","changelog":"Update from 1.0.6 to 1.0.7","fileCount":15,"zipByteSize":25496},{"version":"1.0.6","createdAt":"2026-08-07T10:41:48.753Z","changelog":"Update from 1.0.5 to 1.0.6","fileCount":15,"zipByteSize":25689},{"version":"1.0.5","createdAt":"2026-07-13T12:04:38.965Z","changelog":"Update from 1.0.4 to 1.0.5","fileCount":13,"zipByteSize":16621},{"version":"1.0.4","createdAt":"2026-07-06T11:12:10.834Z","changelog":"Update from 1.0.3 to 1.0.4","fileCount":13,"zipByteSize":15735},{"version":"1.0.3","createdAt":"2026-07-03T08:11:33.386Z","changelog":"Update from 1.0.2 to 1.0.3","fileCount":12,"zipByteSize":14355},{"version":"1.0.2","createdAt":"2026-07-03T04:36:43.044Z","changelog":"Update from 1.0.1 to 1.0.2","fileCount":12,"zipByteSize":14346},{"version":"1.0.1","createdAt":"2026-06-29T09:44:55.733Z","changelog":"Update from 0.0.1 to 1.0.1","fileCount":14,"zipByteSize":20143}]},"execution":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":"clawhub skill install s171g8b6m2khwdy9ye8bxj0wx183vd4z:linkfox-amazon-store-customer-feedback","setupComplexity":"low","setupSteps":["Setup complexity is classified as HIGH. You must provision dedicated cloud infrastructure or an isolated VM. Do not run this directly on your local workstation.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"CLAWHUB","generatedAt":"2026-10-10T11:51:26.378Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/clawhub-linkfox-ai-linkfox-amazon-store-customer-feedback/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"high","updatedAt":"2026-10-10T09:10:08.884Z","emptyReason":null},"readme":"Skill: 亚马逊-店铺买家反馈\n\nOwner: linkfox-ai\n\nSummary: 亚马逊商品与类目买家反馈洞察。用于按 ASIN 或 browse node 查询评论主题、主题提及量、星级影响、评价趋势、退货主题和退货趋势，帮助分析产品口碑及类目问题。用户提到亚马逊评论分析、评价主题、差评原因、评论趋势、退货原因、退货趋势、ASIN 口碑洞察、类目反馈、MENTIONS、STAR_RATING_IMPACT、Customer Feedback API 时触发。即使未明确提及 API，只要希望从聚合反馈中判断某个亚马逊商品或类目的常见好评、差评或退货问题，也应触发此技能。\n\nTags: latest:1.0.8\n\nVersion history:\n\nv1.0.8 | 2026-09-14T04:56:07.576Z | user\n\nUpdate from 1.0.7 to 1.0.8\n\nv1.0.7 | 2026-08-14T14:44:38.064Z | user\n\nUpdate from 1.0.6 to 1.0.7\n\nv1.0.6 | 2026-08-07T10:41:48.753Z | user\n\nUpdate from 1.0.5 to 1.0.6\n\nv1.0.5 | 2026-07-13T12:04:38.965Z | user\n\nUpdate from 1.0.4 to 1.0.5\n\nv1.0.4 | 2026-07-06T11:12:10.834Z | user\n\nUpdate from 1.0.3 to 1.0.4\n\nv1.0.3 | 2026-07-03T08:11:33.386Z | user\n\nUpdate from 1.0.2 to 1.0.3\n\nv1.0.2 | 2026-07-03T04:36:43.044Z | user\n\nUpdate from 1.0.1 to 1.0.2\n\nv1.0.1 | 2026-06-29T09:44:55.733Z | user\n\nUpdate from 0.0.1 to 1.0.1\n\nv0.0.1 | 2026-05-20T07:03:23.310Z | user\n\nInitial release\n\nArchive index:\n\nArchive v1.0.8: 15 files, 26596 bytes\n\nFiles: references/api.md (2738b), references/onboarding.md (1999b), scripts/_spapi_customer_feedback_common.py (15010b), scripts/check_auth_dependency.py (6098b), scripts/get_browse_node_return_topics.py (539b), scripts/get_browse_node_return_trends.py (525b), scripts/get_browse_node_review_topics.py (539b), scripts/get_browse_node_review_trends.py (525b), scripts/get_item_browse_node.py (474b), scripts/get_item_review_topics.py (500b), scripts/get_item_review_trends.py (486b), scripts/onboarding.py (24027b), skill-card.md (3367b), SKILL.md (8354b), _meta.json (157b)\n\nFile v1.0.8:SKILL.md\n\n---\nname: linkfox-amazon-store-customer-feedback\ndescription: 亚马逊商品与类目买家反馈洞察。用于按 ASIN 或 browse node 查询评论主题、主题提及量、星级影响、评价趋势、退货主题和退货趋势，帮助分析产品口碑及类目问题。用户提到亚马逊评论分析、评价主题、差评原因、评论趋势、退货原因、退货趋势、ASIN 口碑洞察、类目反馈、MENTIONS、STAR_RATING_IMPACT、Customer Feedback API 时触发。即使未明确提及 API，只要希望从聚合反馈中判断某个亚马逊商品或类目的常见好评、差评或退货问题，也应触发此技能。\n---\n\n# Amazon 店铺 Customer Feedback\n\n本 skill 与 **`linkfox-amazon-store-auth`** 等同属 **Amazon Store** 系列：依赖 **`linkfox-amazon-store-auth`** 选店（`sellerId`+`region`）；直接 **`POST /spApi/developerProxy`** 传入 `sellerId`+`region`，由服务端解析 token（勿传 `amzAccessToken`，除非兼容旧调用）。转发 **GET**。\n\n> 说明：接口属于 **Customer Feedback（买家评论/退货洞察）**，不是 Orders 订单 API。订单见 **`linkfox-amazon-store-orders`**。\n\n## 调用方式\n\n- **API 端点**：`POST /spApi/developerProxy`（不同操作通过请求体区分；完整参数/响应/错误码见 `references/api.md`）\n- **Python 脚本**：`python scripts/<脚本名>.py '' [--inline]`（可用脚本见上文脚本一览）\n- **成本约束**：本工具会消耗算力；失败/空结果不得自动换关键词、翻页或连续试探；需要继续检索时先向用户说明会产生额外消耗。\n\n**输出策略（脚本默认行为）**：\n- **始终**将完整响应写入 `/linkfox///data/linkfox-amazon-store-customer-feedback-.json`（`` 为脚本执行时的工作目录，在 Claude Code 里即当前项目目录；`` 取自环境变量 `SESSION_ID`，按用户任务自动聚合；**禁止写入 /tmp**，当前目录不可写则报错）\n- 响应体 ≤ 8 KB：落盘后把完整 JSON 打印到 stdout\n- 响应体 > 8 KB：落盘后 stdout 只输出摘要（顶层字段、常见计数如 `total`/`costToken`、最大列表字段的长度 + 前 3 条样本）\n- 加 `--inline` 强制全量打印到 stdout（同样落盘）\n\n**读数据建议**：先看摘要判断是否足够；需要具体字段时优先用 `jq`或`ConvertFrom-Json` 从保存的 json 文件按需抽取，避免整份 JSON 进入上下文。\n\n## 解决认证和算力问题\n发生以下异常情况时，采用 references/onboarding.md 引导解决问题：\n\n### 异常情况\n- **未配置API Key**：环境变量未配置 `LINKFOX_AGENT_API_KEY`，也未配置 `LINKFOXAGENT_API_KEY`。\n- **响应401或402状态码**\n- **响应提示算力或余额不足**：消息含\"算力余额不足/计费不足/余额不足/quota exceeded/insufficient balance/套餐到期/需充值/请充值\"，或类似含义的内容。\n\n## 官方参考索引\n\n| 能力 | 文档 |\n|------|------|\n| getItemReviewTopics | [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics) |\n| getItemBrowseNode | [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode) |\n| getBrowseNodeReviewTopics | [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics) |\n| getItemReviewTrends | [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends) |\n| getBrowseNodeReviewTrends | [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends) |\n| getBrowseNodeReturnTopics | [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics) |\n| getBrowseNodeReturnTrends | [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends) |\n\n---\n\n## Prerequisites\n\n1. 依赖 **`linkfox-amazon-store-auth`**。\n2. 通常需 **Brand Analytics** 或 **Selling Partner Insights** 等角色；站点以官方为准（常见 US/UK/DE 等）。\n3. **ASIN** 一般为**子体 ASIN**；topics 类接口需 **`sortBy`**：`MENTIONS` 或 `STAR_RATING_IMPACT`（常各调一次对比）。\n\n---\n\n## Current Capabilities\n\n| 脚本 | path 要点 |\n|------|-----------|\n| `get_item_review_topics.py` | `.../items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `.../items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `.../items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `.../browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `.../browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `.../browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `.../browseNodes/{browseNodeId}/returns/trends` |\n\n前缀均为 **`customerFeedback/2024-06-01/`**。共享模块：**`_spapi_customer_feedback_common.py`**。\n\n---\n\n## Quick Parameters\n\n- 公共：`sellerId`、`region`、`marketplaceId`（或 `marketplaceIds` 取首项）。\n- ASIN 类：`asin`；topics 类另需 **`sortBy`**。\n- Browse node 类：`browseNodeId`（可先 `get_item_browse_node` 取得）。\n\n---\n\n## Scripts\n\n```bash\nexport LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'\n```\n\n---\n\n## Display Rules\n\n1. 先看 **`developerProxy.errcode` / `httpStatus`**，再读各脚本解析字段（如 **`itemReviewTopics`**）。\n2. 网关白名单需包含 **`customerFeedback/2024-06-01/`**。\n3. 数据刷新频率以 Amazon 为准（通常按周）。\n\n## Amazon SP-API 接口保护与重试指引\n\n同一店铺连续收到 Amazon SP-API 的 400、403、404 或 429 时，网关会返回 450、453、454 或 459 并短暂冷却。这些自定义状态码不是 Amazon 原生状态，也不表示封号；目的是避免持续异常或高频调用扩大店铺风险。\n\n| 状态与 message | 范围 | 触发与冷却 | 处理 |\n|---|---|---|---|\n| `450`：`400，请求异常，请优化您的参数` | 店铺+接口 | 60 秒内超过 3 次：5 分钟；10 分钟内超过 4 次：20 分钟 | 停止原参数重试，检查必填字段、marketplace、ID、日期和请求体 |\n| `453`：`403，店铺未授权，请先授权` | 店铺全部接口 | 60 秒内超过 2 次：5 分钟；10 分钟内超过 4 次：30 分钟 | 停止该店铺调用，检查授权、权限、店铺归属和区域 |\n| `454`：`404，资源不存在，请优化您的参数` | 店铺+接口 | 60 秒内超过 3 次：5 分钟；10 分钟内超过 4 次：30 分钟 | 确认资源 ID、所属店铺/站点、资源状态和接口路径 |\n| `459`：`429限流中，请降低频率` | 店铺+接口 | 首次：15 秒；2 分钟内超过 2 次：30 秒；3 分钟内超过 4 次：2 分钟 | 降低并发、分页和轮询频率并逐级退避 |\n\n- 立即停止自动或并发重试，不得通过换脚本或重复创建任务绕过保护；优先遵循 `retryAfter`、`blockedUntil`，没有时按表中时长说明。\n- 450/453/454 必须先修正参数、授权或资源标识，冷却后最多谨慎重试一次；再次触发则停止调用。453 期间停止该店铺全部 SP-API。\n- 保留已有 `reportId`、`feedId` 等任务 ID；写操作结果不确定时先查询状态，不直接重放。\n- 向用户先说明店铺保护，再给原因、处理和等待时间。可回复：“为保护您的亚马逊店铺安全，检测到 Amazon SP-API 连续返回{原因}，当前已进入短暂保护。请先{处理动作}，预计{等待时间}后再试；这不代表封号，也不是套餐或算力限制。”不要只说“LinkFox 限流”或“服务器繁忙”。\n\n## 算力消耗规则\n\n不消耗算力。\n\n**Feedback：** `skillName`：`linkfox-amazon-store-customer-feedback`。\n\n---\n*更多跨境 skill：[LinkFox Skills](https://skill.linkfox.com/)*\n\nFile v1.0.8:_meta.json\n\n{\n \"ownerId\": \"kn7dmc1t4j28hem1twwyav85p182pb1j\",\n \"slug\": \"linkfox-amazon-store-customer-feedback\",\n \"version\": \"1.0.8\",\n \"publishedAt\": 1789361767576\n}\n\nFile v1.0.8:references/api.md\n\n# linkfox-amazon-store-customer-feedback — API 参考\n\nCustomer Feedback **v2024-06-01**，经 LinkFox `storeTokens` + `developerProxy` 调用。\n\n官方总览：[Customer Feedback API](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n\n---\n\n## 1. 脚本与 path\n\n| 脚本 | GET path |\n|------|----------|\n| `get_item_review_topics.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `customerFeedback/2024-06-01/items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/trends` |\n\n---\n\n## 2. 公共入参\n\n| 字段 | 必填 | 说明 |\n|------|------|------|\n| sellerId | 是 | |\n| region | 是 | NA / EU / FE 等 |\n| marketplaceId | 是 | 单站点；或 `marketplaceIds` 数组取第一个 |\n| skipDepCheck | 否 | |\n\n---\n\n## 3. 按接口\n\n### getItemReviewTopics / getBrowseNodeReviewTopics / getBrowseNodeReturnTopics\n\n| 字段 | 必填 |\n|------|------|\n| asin 或 browseNodeId | 是（按接口） |\n| sortBy | 是 | `MENTIONS` \\| `STAR_RATING_IMPACT` |\n\nQuery：`marketplaceId`、`sortBy`\n\n解析字段：`itemReviewTopics` / `browseNodeReviewTopics` / `browseNodeReturnTopics`\n\n### getItemBrowseNode\n\n| 字段 | 必填 |\n|------|------|\n| asin | 是 |\n\nQuery：`marketplaceId` \n解析字段：`itemBrowseNode`\n\n### getItemReviewTrends / getBrowseNodeReviewTrends / getBrowseNodeReturnTrends\n\nQuery：`marketplaceId` \n解析字段：`itemReviewTrends` / `browseNodeReviewTrends` / `browseNodeReturnTrends`\n\n---\n\n## 4. 推荐调用顺序（ASIN）\n\n1. `get_item_review_topics`（`sortBy=MENTIONS` 与 `STAR_RATING_IMPACT` 各一次）\n2. `get_item_review_trends`\n3. `get_item_browse_node` → 取 `browseNodeId`\n4. 对 browse node 调用 review/return 的 topics 与 trends\n\n---\n\n## 5. 限制\n\n- 非订单接口；订单用 **`linkfox-amazon-store-orders`**。\n- **401**：HTTP 401 或 authorized error：按 SKILL.md 的 **## 解决认证和算力问题** 处理。\n- **402**：HTTP 402：按 SKILL.md 的 **## 解决认证和算力问题** 处理。\n- **403**：角色或站点不支持。\n- **1005**：网关需放行 `customerFeedback/2024-06-01/`。\n\n---\n\n## 6. Feedback\n\n`skillName`: **`linkfox-amazon-store-customer-feedback`**\n\nFile v1.0.8:references/onboarding.md\n\n# 解决认证和算力问题\n\n调用本 skill 时若网关返回 **auth** 或 **billing** 错误，走本 skill 自带的 `scripts/onboarding.py` 完成引导。\n\n**auth 场景**：`errcode=401` 或消息含 `authorized error`/`鉴权失败`/`未授权`/`unauthorized`；或 `LINKFOX_AGENT_API_KEY` 与 `LINKFOXAGENT_API_KEY` 均为空。\n1. 若已配置 key → 先让用户重启会话（最常见误判），仍失败让用户重新取 key 或换手机号重注册\n2. 未配置 → 询问：自助去 https://agent.linkfox.com/ 取 key，或提供手机号让脚本注册\n3. 手机号路径：\n - `python scripts/onboarding.py send-code ` → 展示 JSON 里的 phone/agreements\n - 收到验证码后：`python scripts/onboarding.py login `\n - 拿到 `api_key` 后把下面三平台配置转发给用户，提示重启会话生效：\n - Windows PowerShell（永久）：`setx LINKFOX_AGENT_API_KEY \"\"`\n - macOS zsh：`echo 'export LINKFOX_AGENT_API_KEY=\"\"' >> ~/.zshrc && source ~/.zshrc`\n - Linux bash：`echo 'export LINKFOX_AGENT_API_KEY=\"\"' >> ~/.bashrc && source ~/.bashrc`\n - 变量名 `LINKFOX_AGENT_API_KEY`（主推）或 `LINKFOXAGENT_API_KEY`（老规范）任一即可\n\n**billing 场景**：`errcode=402` 或消息含 `算力/余额/quota/insufficient/充值/套餐到期`。\n- `python scripts/onboarding.py list-plans` → 有 AskUserQuestion 就弹菜单，否则输出编号清单让用户选\n- 校验 `plan_id` ∈ 清单、支付方式 ∈ 该套餐 `available_methods`（通常 `wechat/alipay`）\n- `python scripts/onboarding.py order ` → 展示优先级 PNG > `pay_url` > `ascii_qr`（标注兜底）\n- 已付款可选调 `python scripts/onboarding.py query `，不主动轮询\n\n排除 `errcode=403`（无权限，不归入这两类）。所有子命令输出 stdout JSON，`error` 字段已含阶段前缀，透传给用户即可。完整用法：`python scripts/onboarding.py --help`。\n\nFile v1.0.8:skill-card.md\n\n## Description:\n\nAnalyzes Amazon item and browse node customer feedback by querying review topics, review trends, return topics, and return trends through the Customer Feedback API.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[linkfox-ai](https://clawhub.ai/user/linkfox-ai)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nAmazon sellers, operators, and marketplace analysts use this skill to inspect aggregated review and return feedback for ASINs or browse nodes, including topics, mention volume, star-rating impact, and trend data.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The authoritative security scan marks this release suspicious because it handles seller feedback data, onboarding, billing, API keys, and locally retained response files.\n\nMitigation: Install only when the publisher is trusted, use scoped pre-provisioned credentials, avoid shared workspaces, and delete retained LinkFox output files when they are no longer needed.\n\nRisk: The artifact supports environment overrides for service URLs used by its scripts.\n\nMitigation: Prefer the default service endpoints and avoid environment URL overrides unless the replacement endpoint has been reviewed and approved.\n\nRisk: Repeated failed SP-API calls can trigger temporary store/interface protection responses.\n\nMitigation: Do not retry automatically after repeated 400, 403, 404, or 429 responses; fix parameters or authorization first and respect retry timing before trying again.\n\n## Reference(s):\n\n- [Skill API Reference](references/api.md)\n- [Authentication and Billing Onboarding](references/onboarding.md)\n- [Amazon Customer Feedback API v2024-06-01 Use Case Guide](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n- [Amazon getItemReviewTopics Reference](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics)\n- [Amazon getItemBrowseNode Reference](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode)\n- [Amazon getBrowseNodeReviewTopics Reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics)\n- [Amazon getItemReviewTrends Reference](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends)\n- [Amazon getBrowseNodeReviewTrends Reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends)\n- [Amazon getBrowseNodeReturnTopics Reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics)\n- [Amazon getBrowseNodeReturnTrends Reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown guidance with shell commands and JSON response files]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Scripts save full API responses under a local linkfox session data directory and may print either full JSON or a summary depending on response size.]\n\n## Skill Version(s):\n\n1.0.8 (source: release evidence)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nArchive v1.0.7: 15 files, 25496 bytes\n\nFiles: references/api.md (2738b), references/onboarding.md (2046b), scripts/_spapi_customer_feedback_common.py (14780b), scripts/check_auth_dependency.py (6098b), scripts/get_browse_node_return_topics.py (539b), scripts/get_browse_node_return_trends.py (525b), scripts/get_browse_node_review_topics.py (539b), scripts/get_browse_node_review_trends.py (525b), scripts/get_item_browse_node.py (474b), scripts/get_item_review_topics.py (500b), scripts/get_item_review_trends.py (486b), scripts/onboarding.py (24089b), skill-card.md (3003b), SKILL.md (6179b), _meta.json (157b)\n\nFile v1.0.7:SKILL.md\n\n---\nname: linkfox-amazon-store-customer-feedback\ndescription: 亚马逊店铺买家反馈洞察（与 linkfox-amazon-store-auth 等同系列），经 /spApi/developerProxy 调用 SP-API Customer Feedback v2024-06-01：getItemReviewTopics、getItemBrowseNode、getBrowseNodeReviewTopics、getItemReviewTrends、getBrowseNodeReviewTrends、getBrowseNodeReturnTopics、getBrowseNodeReturnTrends。当用户提到评论主题、评价趋势、退货主题、browse node 反馈、Customer Feedback API、MENTIONS、STAR_RATING_IMPACT、ASIN 评论洞察、类目节点评价 时触发。\n---\n\n# Amazon 店铺 Customer Feedback\n\n本 skill 与 **`linkfox-amazon-store-auth`** 等同属 **Amazon Store** 系列：依赖 **`linkfox-amazon-store-auth`** 选店（`sellerId`+`region`）；直接 **`POST /spApi/developerProxy`** 传入 `sellerId`+`region`，由服务端解析 token（勿传 `amzAccessToken`，除非兼容旧调用）。转发 **GET**。\n\n> 说明：接口属于 **Customer Feedback（买家评论/退货洞察）**，不是 Orders 订单 API。订单见 **`linkfox-amazon-store-orders`**。\n\n## 调用方式\n\n- **API 端点**：`POST /spApi/developerProxy`（不同操作通过请求体区分；完整参数/响应/错误码见 `references/api.md`）\n- **Python 脚本**：`python scripts/<脚本名>.py '' [--inline]`（可用脚本见上文脚本一览）\n- **成本约束**：本工具会消耗积分；失败/空结果不得自动换关键词、翻页或连续试探；需要继续检索时先向用户说明会产生额外消耗。\n\n**输出策略（脚本默认行为）**：\n- **始终**将完整响应写入 `/linkfox///data/linkfox-amazon-store-customer-feedback-.json`（`` 为脚本执行时的工作目录，在 Claude Code 里即当前项目目录；`` 取自环境变量 `SESSION_ID`，按用户任务自动聚合；**禁止写入 /tmp**，当前目录不可写则报错）\n- 响应体 ≤ 8 KB：落盘后把完整 JSON 打印到 stdout\n- 响应体 > 8 KB：落盘后 stdout 只输出摘要（顶层字段、常见计数如 `total`/`costToken`、最大列表字段的长度 + 前 3 条样本）\n- 加 `--inline` 强制全量打印到 stdout（同样落盘）\n\n**读数据建议**：先看摘要判断是否足够；需要具体字段时优先用 `jq`或`ConvertFrom-Json` 从保存的 json 文件按需抽取，避免整份 JSON 进入上下文。\n\n## 解决认证和积分问题\n发生以下异常情况时，采用 references/onboarding.md 引导解决问题：\n\n### 异常情况\n- **未配置API Key**：环境变量未配置 `LINKFOX_AGENT_API_KEY`，也未配置 `LINKFOXAGENT_API_KEY`。\n- **响应401或402状态码**\n- **响应提示积分或余额不足**：消息含\"积分余额不足/计费不足/余额不足/quota exceeded/insufficient balance/套餐到期/需充值/请充值\"，或类似含义的内容。\n\n## 官方参考索引\n\n| 能力 | 文档 |\n|------|------|\n| getItemReviewTopics | [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics) |\n| getItemBrowseNode | [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode) |\n| getBrowseNodeReviewTopics | [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics) |\n| getItemReviewTrends | [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends) |\n| getBrowseNodeReviewTrends | [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends) |\n| getBrowseNodeReturnTopics | [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics) |\n| getBrowseNodeReturnTrends | [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends) |\n\n---\n\n## Prerequisites\n\n1. 依赖 **`linkfox-amazon-store-auth`**。\n2. 通常需 **Brand Analytics** 或 **Selling Partner Insights** 等角色；站点以官方为准（常见 US/UK/DE 等）。\n3. **ASIN** 一般为**子体 ASIN**；topics 类接口需 **`sortBy`**：`MENTIONS` 或 `STAR_RATING_IMPACT`（常各调一次对比）。\n\n---\n\n## Current Capabilities\n\n| 脚本 | path 要点 |\n|------|-----------|\n| `get_item_review_topics.py` | `.../items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `.../items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `.../items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `.../browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `.../browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `.../browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `.../browseNodes/{browseNodeId}/returns/trends` |\n\n前缀均为 **`customerFeedback/2024-06-01/`**。共享模块：**`_spapi_customer_feedback_common.py`**。\n\n---\n\n## Quick Parameters\n\n- 公共：`sellerId`、`region`、`marketplaceId`（或 `marketplaceIds` 取首项）。\n- ASIN 类：`asin`；topics 类另需 **`sortBy`**。\n- Browse node 类：`browseNodeId`（可先 `get_item_browse_node` 取得）。\n\n---\n\n## Scripts\n\n```bash\nexport LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'\n```\n\n---\n\n## Display Rules\n\n1. 先看 **`developerProxy.errcode` / `httpStatus`**，再读各脚本解析字段（如 **`itemReviewTopics`**）。\n2. 网关白名单需包含 **`customerFeedback/2024-06-01/`**。\n3. 数据刷新频率以 Amazon 为准（通常按周）。\n\n## 积分消耗规则\n\n不消耗积分。\n\n**Feedback：** `skillName`：`linkfox-amazon-store-customer-feedback`。\n\n---\n*更多跨境 skill：[LinkFox Skills](https://skill.linkfox.com/)*\n\nFile v1.0.7:_meta.json\n\n{\n \"ownerId\": \"kn7dmc1t4j28hem1twwyav85p182pb1j\",\n \"slug\": \"linkfox-amazon-store-customer-feedback\",\n \"version\": \"1.0.7\",\n \"publishedAt\": 1786718678064\n}\n\nFile v1.0.7:references/api.md\n\n# linkfox-amazon-store-customer-feedback — API 参考\n\nCustomer Feedback **v2024-06-01**，经 LinkFox `storeTokens` + `developerProxy` 调用。\n\n官方总览：[Customer Feedback API](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n\n---\n\n## 1. 脚本与 path\n\n| 脚本 | GET path |\n|------|----------|\n| `get_item_review_topics.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `customerFeedback/2024-06-01/items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/trends` |\n\n---\n\n## 2. 公共入参\n\n| 字段 | 必填 | 说明 |\n|------|------|------|\n| sellerId | 是 | |\n| region | 是 | NA / EU / FE 等 |\n| marketplaceId | 是 | 单站点；或 `marketplaceIds` 数组取第一个 |\n| skipDepCheck | 否 | |\n\n---\n\n## 3. 按接口\n\n### getItemReviewTopics / getBrowseNodeReviewTopics / getBrowseNodeReturnTopics\n\n| 字段 | 必填 |\n|------|------|\n| asin 或 browseNodeId | 是（按接口） |\n| sortBy | 是 | `MENTIONS` \\| `STAR_RATING_IMPACT` |\n\nQuery：`marketplaceId`、`sortBy`\n\n解析字段：`itemReviewTopics` / `browseNodeReviewTopics` / `browseNodeReturnTopics`\n\n### getItemBrowseNode\n\n| 字段 | 必填 |\n|------|------|\n| asin | 是 |\n\nQuery：`marketplaceId` \n解析字段：`itemBrowseNode`\n\n### getItemReviewTrends / getBrowseNodeReviewTrends / getBrowseNodeReturnTrends\n\nQuery：`marketplaceId` \n解析字段：`itemReviewTrends` / `browseNodeReviewTrends` / `browseNodeReturnTrends`\n\n---\n\n## 4. 推荐调用顺序（ASIN）\n\n1. `get_item_review_topics`（`sortBy=MENTIONS` 与 `STAR_RATING_IMPACT` 各一次）\n2. `get_item_review_trends`\n3. `get_item_browse_node` → 取 `browseNodeId`\n4. 对 browse node 调用 review/return 的 topics 与 trends\n\n---\n\n## 5. 限制\n\n- 非订单接口；订单用 **`linkfox-amazon-store-orders`**。\n- **401**：HTTP 401 或 authorized error：按 SKILL.md 的 **## 解决认证和积分问题** 处理。\n- **402**：HTTP 402：按 SKILL.md 的 **## 解决认证和积分问题** 处理。\n- **403**：角色或站点不支持。\n- **1005**：网关需放行 `customerFeedback/2024-06-01/`。\n\n---\n\n## 6. Feedback\n\n`skillName`: **`linkfox-amazon-store-customer-feedback`**\n\nFile v1.0.7:references/onboarding.md\n\n# 解决认证和积分问题\n\n调用本 skill 时若网关返回 **auth** 或 **billing** 错误，走本 skill 自带的 `scripts/onboarding.py` 完成引导。\n\n**auth 场景**：`errcode=401` 或消息含 `authorized error`/`鉴权失败`/`未授权`/`unauthorized`；或 `LINKFOX_AGENT_API_KEY` 与 `LINKFOXAGENT_API_KEY` 均为空。\n1. 若已配置 key → 先让用户重启会话（最常见误判），仍失败让用户重新取 key 或换手机号重注册\n2. 未配置 → 询问：自助去 https://agent.linkfox.com/ 取 key，或提供手机号让脚本注册\n3. 手机号路径：\n - `python scripts/onboarding.py send-code ` → 展示 JSON 里的 phone/agreements\n - 收到验证码后：`python scripts/onboarding.py login `（workbuddy 宿主加 `--channel workbuddy`）\n - 拿到 `api_key` 后把下面三平台配置转发给用户，提示重启会话生效：\n - Windows PowerShell（永久）：`setx LINKFOX_AGENT_API_KEY \"\"`\n - macOS zsh：`echo 'export LINKFOX_AGENT_API_KEY=\"\"' >> ~/.zshrc && source ~/.zshrc`\n - Linux bash：`echo 'export LINKFOX_AGENT_API_KEY=\"\"' >> ~/.bashrc && source ~/.bashrc`\n - 变量名 `LINKFOX_AGENT_API_KEY`（主推）或 `LINKFOXAGENT_API_KEY`（老规范）任一即可\n\n**billing 场景**：`errcode=402` 或消息含 `积分/余额/quota/insufficient/充值/套餐到期`。\n- `python scripts/onboarding.py list-plans` → 有 AskUserQuestion 就弹菜单，否则输出编号清单让用户选\n- 校验 `plan_id` ∈ 清单、支付方式 ∈ 该套餐 `available_methods`（通常 `wechat/alipay`）\n- `python scripts/onboarding.py order ` → 展示优先级 PNG > `pay_url` > `ascii_qr`（标注兜底）\n- 已付款可选调 `python scripts/onboarding.py query `，不主动轮询\n\n排除 `errcode=403`（无权限，不归入这两类）。所有子命令输出 stdout JSON，`error` 字段已含阶段前缀，透传给用户即可。完整用法：`python scripts/onboarding.py --help`。\n\nFile v1.0.7:skill-card.md\n\n## Description:\n\nProvides Amazon SP-API Customer Feedback lookups through LinkFox for item and browse-node review topics, review trends, return topics, return trends, and item browse-node discovery.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[linkfox-ai](https://clawhub.ai/user/linkfox-ai)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nAmazon sellers, marketplace operators, and analysts use this skill to retrieve customer feedback topics and trends for ASINs and browse nodes. It helps compare review and return signals such as mentions and star-rating impact across supported marketplaces.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The skill mediates Amazon feedback calls through LinkFox services.\n\nMitigation: Use it only when the user accepts LinkFox-mediated access, and verify seller, region, marketplace, ASIN, and browse-node inputs before each call.\n\nRisk: Full API responses may be stored locally in plaintext under LinkFox session output folders.\n\nMitigation: Review saved files for sensitive business data and remove them when they are no longer needed.\n\nRisk: The artifact includes onboarding flows for SMS login, API-key retrieval, payment ordering, and billing status.\n\nMitigation: Prefer creating or retrieving API keys directly from the provider site and avoid sharing SMS codes through an agent unless necessary.\n\nRisk: LINKFOX_* base URL overrides can redirect requests away from the default LinkFox endpoints.\n\nMitigation: Check environment variables before use and reject overrides that point to untrusted hosts.\n\n## Reference(s):\n\n- [ClawHub skill page](https://clawhub.ai/linkfox-ai/skills/linkfox-amazon-store-customer-feedback)\n- [Artifact API reference](references/api.md)\n- [Artifact onboarding reference](references/onboarding.md)\n- [Amazon Customer Feedback API guide](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n- [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics)\n- [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode)\n- [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, shell commands, configuration, guidance, JSON files]\n\n**Output Format:** [Markdown guidance, shell commands, and JSON response summaries or files.]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Full API responses are saved under a LinkFox session directory; large responses print a summary unless inline output is requested.]\n\n## Skill Version(s):\n\n1.0.7 (source: server release evidence)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nArchive v1.0.6: 15 files, 25689 bytes\n\nFiles: references/api.md (2738b), references/onboarding.md (2046b), scripts/_spapi_customer_feedback_common.py (14780b), scripts/check_auth_dependency.py (6098b), scripts/get_browse_node_return_topics.py (539b), scripts/get_browse_node_return_trends.py (525b), scripts/get_browse_node_review_topics.py (539b), scripts/get_browse_node_review_trends.py (525b), scripts/get_item_browse_node.py (474b), scripts/get_item_review_topics.py (500b), scripts/get_item_review_trends.py (486b), scripts/onboarding.py (24089b), skill-card.md (3945b), SKILL.md (6179b), _meta.json (157b)\n\nFile v1.0.6:SKILL.md\n\n---\nname: linkfox-amazon-store-customer-feedback\ndescription: 亚马逊店铺买家反馈洞察（与 linkfox-amazon-store-auth 等同系列），经 /spApi/developerProxy 调用 SP-API Customer Feedback v2024-06-01：getItemReviewTopics、getItemBrowseNode、getBrowseNodeReviewTopics、getItemReviewTrends、getBrowseNodeReviewTrends、getBrowseNodeReturnTopics、getBrowseNodeReturnTrends。当用户提到评论主题、评价趋势、退货主题、browse node 反馈、Customer Feedback API、MENTIONS、STAR_RATING_IMPACT、ASIN 评论洞察、类目节点评价 时触发。\n---\n\n# Amazon 店铺 Customer Feedback\n\n本 skill 与 **`linkfox-amazon-store-auth`** 等同属 **Amazon Store** 系列：依赖 **`linkfox-amazon-store-auth`** 选店（`sellerId`+`region`）；直接 **`POST /spApi/developerProxy`** 传入 `sellerId`+`region`，由服务端解析 token（勿传 `amzAccessToken`，除非兼容旧调用）。转发 **GET**。\n\n> 说明：接口属于 **Customer Feedback（买家评论/退货洞察）**，不是 Orders 订单 API。订单见 **`linkfox-amazon-store-orders`**。\n\n## 调用方式\n\n- **API 端点**：`POST /spApi/developerProxy`（不同操作通过请求体区分；完整参数/响应/错误码见 `references/api.md`）\n- **Python 脚本**：`python scripts/<脚本名>.py '' [--inline]`（可用脚本见上文脚本一览）\n- **成本约束**：本工具会消耗积分；失败/空结果不得自动换关键词、翻页或连续试探；需要继续检索时先向用户说明会产生额外消耗。\n\n**输出策略（脚本默认行为）**：\n- **始终**将完整响应写入 `/linkfox///data/linkfox-amazon-store-customer-feedback-.json`（`` 为脚本执行时的工作目录，在 Claude Code 里即当前项目目录；`` 取自环境变量 `SESSION_ID`，按用户任务自动聚合；**禁止写入 /tmp**，当前目录不可写则报错）\n- 响应体 ≤ 8 KB：落盘后把完整 JSON 打印到 stdout\n- 响应体 > 8 KB：落盘后 stdout 只输出摘要（顶层字段、常见计数如 `total`/`costToken`、最大列表字段的长度 + 前 3 条样本）\n- 加 `--inline` 强制全量打印到 stdout（同样落盘）\n\n**读数据建议**：先看摘要判断是否足够；需要具体字段时优先用 `jq`或`ConvertFrom-Json` 从保存的 json 文件按需抽取，避免整份 JSON 进入上下文。\n\n## 解决认证和积分问题\n发生以下异常情况时，采用 references/onboarding.md 引导解决问题：\n\n### 异常情况\n- **未配置API Key**：环境变量未配置 `LINKFOX_AGENT_API_KEY`，也未配置 `LINKFOXAGENT_API_KEY`。\n- **响应401或402状态码**\n- **响应提示积分或余额不足**：消息含\"积分余额不足/计费不足/余额不足/quota exceeded/insufficient balance/套餐到期/需充值/请充值\"，或类似含义的内容。\n\n## 官方参考索引\n\n| 能力 | 文档 |\n|------|------|\n| getItemReviewTopics | [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics) |\n| getItemBrowseNode | [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode) |\n| getBrowseNodeReviewTopics | [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics) |\n| getItemReviewTrends | [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends) |\n| getBrowseNodeReviewTrends | [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends) |\n| getBrowseNodeReturnTopics | [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics) |\n| getBrowseNodeReturnTrends | [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends) |\n\n---\n\n## Prerequisites\n\n1. 依赖 **`linkfox-amazon-store-auth`**。\n2. 通常需 **Brand Analytics** 或 **Selling Partner Insights** 等角色；站点以官方为准（常见 US/UK/DE 等）。\n3. **ASIN** 一般为**子体 ASIN**；topics 类接口需 **`sortBy`**：`MENTIONS` 或 `STAR_RATING_IMPACT`（常各调一次对比）。\n\n---\n\n## Current Capabilities\n\n| 脚本 | path 要点 |\n|------|-----------|\n| `get_item_review_topics.py` | `.../items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `.../items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `.../items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `.../browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `.../browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `.../browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `.../browseNodes/{browseNodeId}/returns/trends` |\n\n前缀均为 **`customerFeedback/2024-06-01/`**。共享模块：**`_spapi_customer_feedback_common.py`**。\n\n---\n\n## Quick Parameters\n\n- 公共：`sellerId`、`region`、`marketplaceId`（或 `marketplaceIds` 取首项）。\n- ASIN 类：`asin`；topics 类另需 **`sortBy`**。\n- Browse node 类：`browseNodeId`（可先 `get_item_browse_node` 取得）。\n\n---\n\n## Scripts\n\n```bash\nexport LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'\n```\n\n---\n\n## Display Rules\n\n1. 先看 **`developerProxy.errcode` / `httpStatus`**，再读各脚本解析字段（如 **`itemReviewTopics`**）。\n2. 网关白名单需包含 **`customerFeedback/2024-06-01/`**。\n3. 数据刷新频率以 Amazon 为准（通常按周）。\n\n## 积分消耗规则\n\n不消耗积分。\n\n**Feedback：** `skillName`：`linkfox-amazon-store-customer-feedback`。\n\n---\n*更多跨境 skill：[LinkFox Skills](https://skill.linkfox.com/)*\n\nFile v1.0.6:_meta.json\n\n{\n \"ownerId\": \"kn7dmc1t4j28hem1twwyav85p182pb1j\",\n \"slug\": \"linkfox-amazon-store-customer-feedback\",\n \"version\": \"1.0.6\",\n \"publishedAt\": 1786099308753\n}\n\nFile v1.0.6:references/api.md\n\n# linkfox-amazon-store-customer-feedback — API 参考\n\nCustomer Feedback **v2024-06-01**，经 LinkFox `storeTokens` + `developerProxy` 调用。\n\n官方总览：[Customer Feedback API](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n\n---\n\n## 1. 脚本与 path\n\n| 脚本 | GET path |\n|------|----------|\n| `get_item_review_topics.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `customerFeedback/2024-06-01/items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/trends` |\n\n---\n\n## 2. 公共入参\n\n| 字段 | 必填 | 说明 |\n|------|------|------|\n| sellerId | 是 | |\n| region | 是 | NA / EU / FE 等 |\n| marketplaceId | 是 | 单站点；或 `marketplaceIds` 数组取第一个 |\n| skipDepCheck | 否 | |\n\n---\n\n## 3. 按接口\n\n### getItemReviewTopics / getBrowseNodeReviewTopics / getBrowseNodeReturnTopics\n\n| 字段 | 必填 |\n|------|------|\n| asin 或 browseNodeId | 是（按接口） |\n| sortBy | 是 | `MENTIONS` \\| `STAR_RATING_IMPACT` |\n\nQuery：`marketplaceId`、`sortBy`\n\n解析字段：`itemReviewTopics` / `browseNodeReviewTopics` / `browseNodeReturnTopics`\n\n### getItemBrowseNode\n\n| 字段 | 必填 |\n|------|------|\n| asin | 是 |\n\nQuery：`marketplaceId` \n解析字段：`itemBrowseNode`\n\n### getItemReviewTrends / getBrowseNodeReviewTrends / getBrowseNodeReturnTrends\n\nQuery：`marketplaceId` \n解析字段：`itemReviewTrends` / `browseNodeReviewTrends` / `browseNodeReturnTrends`\n\n---\n\n## 4. 推荐调用顺序（ASIN）\n\n1. `get_item_review_topics`（`sortBy=MENTIONS` 与 `STAR_RATING_IMPACT` 各一次）\n2. `get_item_review_trends`\n3. `get_item_browse_node` → 取 `browseNodeId`\n4. 对 browse node 调用 review/return 的 topics 与 trends\n\n---\n\n## 5. 限制\n\n- 非订单接口；订单用 **`linkfox-amazon-store-orders`**。\n- **401**：HTTP 401 或 authorized error：按 SKILL.md 的 **## 解决认证和积分问题** 处理。\n- **402**：HTTP 402：按 SKILL.md 的 **## 解决认证和积分问题** 处理。\n- **403**：角色或站点不支持。\n- **1005**：网关需放行 `customerFeedback/2024-06-01/`。\n\n---\n\n## 6. Feedback\n\n`skillName`: **`linkfox-amazon-store-customer-feedback`**\n\nFile v1.0.6:references/onboarding.md\n\n# 解决认证和积分问题\n\n调用本 skill 时若网关返回 **auth** 或 **billing** 错误，走本 skill 自带的 `scripts/onboarding.py` 完成引导。\n\n**auth 场景**：`errcode=401` 或消息含 `authorized error`/`鉴权失败`/`未授权`/`unauthorized`；或 `LINKFOX_AGENT_API_KEY` 与 `LINKFOXAGENT_API_KEY` 均为空。\n1. 若已配置 key → 先让用户重启会话（最常见误判），仍失败让用户重新取 key 或换手机号重注册\n2. 未配置 → 询问：自助去 https://agent.linkfox.com/ 取 key，或提供手机号让脚本注册\n3. 手机号路径：\n - `python scripts/onboarding.py send-code ` → 展示 JSON 里的 phone/agreements\n - 收到验证码后：`python scripts/onboarding.py login `（workbuddy 宿主加 `--channel workbuddy`）\n - 拿到 `api_key` 后把下面三平台配置转发给用户，提示重启会话生效：\n - Windows PowerShell（永久）：`setx LINKFOX_AGENT_API_KEY \"\"`\n - macOS zsh：`echo 'export LINKFOX_AGENT_API_KEY=\"\"' >> ~/.zshrc && source ~/.zshrc`\n - Linux bash：`echo 'export LINKFOX_AGENT_API_KEY=\"\"' >> ~/.bashrc && source ~/.bashrc`\n - 变量名 `LINKFOX_AGENT_API_KEY`（主推）或 `LINKFOXAGENT_API_KEY`（老规范）任一即可\n\n**billing 场景**：`errcode=402` 或消息含 `积分/余额/quota/insufficient/充值/套餐到期`。\n- `python scripts/onboarding.py list-plans` → 有 AskUserQuestion 就弹菜单，否则输出编号清单让用户选\n- 校验 `plan_id` ∈ 清单、支付方式 ∈ 该套餐 `available_methods`（通常 `wechat/alipay`）\n- `python scripts/onboarding.py order ` → 展示优先级 PNG > `pay_url` > `ascii_qr`（标注兜底）\n- 已付款可选调 `python scripts/onboarding.py query `，不主动轮询\n\n排除 `errcode=403`（无权限，不归入这两类）。所有子命令输出 stdout JSON，`error` 字段已含阶段前缀，透传给用户即可。完整用法：`python scripts/onboarding.py --help`。\n\nFile v1.0.6:skill-card.md\n\n## Description:\n\nHelps agents retrieve Amazon SP-API Customer Feedback review topics, review trends, browse-node mappings, and return feedback insights for Amazon store items and browse nodes through LinkFox scripts.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[linkfox-ai](https://clawhub.ai/user/linkfox-ai)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nExternal Amazon sellers, marketplace operators, and analysts use this skill to inspect customer feedback topics, review trends, browse-node context, and return feedback for selected ASINs or browse nodes. It depends on the companion LinkFox Amazon store auth skill for store selection and authenticated access.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The skill handles Amazon seller feedback data, LinkFox API keys, phone-based account onboarding, and API-key issuance.\n\nMitigation: Install only in trusted environments, keep API keys private, avoid sharing stdout logs that may contain keys, and protect or delete saved LinkFox response files that contain sensitive business data.\n\nRisk: Billing remediation can list paid plans and create payment orders through LinkFox.\n\nMitigation: Confirm the real billing behavior and get explicit user approval before order creation or payment actions.\n\nRisk: API base URL environment variables can redirect LinkFox gateway, login, or agent-user requests.\n\nMitigation: Leave base URL override variables unset unless intentionally testing in a controlled environment.\n\nRisk: The skill depends on a separate LinkFox auth skill and Amazon role or marketplace support; repeated failed or empty calls may create avoidable operational cost.\n\nMitigation: Verify the auth dependency, seller role, marketplace support, and request parameters before retrying or expanding calls.\n\n## Reference(s):\n\n- [ClawHub skill listing](https://clawhub.ai/linkfox-ai/skills/linkfox-amazon-store-customer-feedback)\n- [ClawHub publisher profile](https://clawhub.ai/user/linkfox-ai)\n- [Local API reference](references/api.md)\n- [Authentication and billing onboarding](references/onboarding.md)\n- [Amazon SP-API Customer Feedback API guide](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n- [Amazon getItemReviewTopics reference](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics)\n- [Amazon getItemBrowseNode reference](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode)\n- [Amazon getBrowseNodeReviewTopics reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics)\n- [Amazon getItemReviewTrends reference](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends)\n- [Amazon getBrowseNodeReviewTrends reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends)\n- [Amazon getBrowseNodeReturnTopics reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics)\n- [Amazon getBrowseNodeReturnTrends reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends)\n\n## Skill Output:\n\n**Output Type(s):** [text, JSON, shell commands, configuration, guidance]\n\n**Output Format:** [JSON responses saved to local files with stdout summaries or full inline JSON, plus Markdown-style guidance for authentication and billing setup.]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Full API responses are written under linkfox///data; responses up to 8 KB are printed in full, larger responses are summarized unless --inline is used.]\n\n## Skill Version(s):\n\n1.0.6 (source: ClawHub release evidence)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nArchive v1.0.5: 13 files, 16621 bytes\n\nFiles: references/api.md (2738b), scripts/_spapi_customer_feedback_common.py (15198b), scripts/check_auth_dependency.py (6098b), scripts/get_browse_node_return_topics.py (539b), scripts/get_browse_node_return_trends.py (525b), scripts/get_browse_node_review_topics.py (539b), scripts/get_browse_node_review_trends.py (525b), scripts/get_item_browse_node.py (474b), scripts/get_item_review_topics.py (500b), scripts/get_item_review_trends.py (486b), skill-card.md (3616b), SKILL.md (6647b), _meta.json (157b)\n\nFile v1.0.5:SKILL.md\n\n---\nname: linkfox-amazon-store-customer-feedback\ndescription: 亚马逊店铺买家反馈洞察（与 linkfox-amazon-store-auth 等同系列），经 /spApi/developerProxy 调用 SP-API Customer Feedback v2024-06-01：getItemReviewTopics、getItemBrowseNode、getBrowseNodeReviewTopics、getItemReviewTrends、getBrowseNodeReviewTrends、getBrowseNodeReturnTopics、getBrowseNodeReturnTrends。当用户提到评论主题、评价趋势、退货主题、browse node 反馈、Customer Feedback API、MENTIONS、STAR_RATING_IMPACT、ASIN 评论洞察、类目节点评价 时触发。\n---\n\n# Amazon 店铺 Customer Feedback\n\n本 skill 与 **`linkfox-amazon-store-auth`** 等同属 **Amazon Store** 系列：先 **`POST /spApi/storeTokens`**，再 **`POST /spApi/developerProxy`** 转发 **GET**。\n\n> 说明：接口属于 **Customer Feedback（买家评论/退货洞察）**，不是 Orders 订单 API。订单见 **`linkfox-amazon-store-orders`**。\n\n## 调用方式\n\n- **API 端点**：`POST /spApi/developerProxy`（不同操作通过请求体区分；完整参数/响应/错误码见 `references/api.md`）\n- **Python 脚本**：`python scripts/<脚本名>.py '' [--inline]`（可用脚本见上文脚本一览）\n- **成本约束**：本工具会消耗积分；失败/空结果不得自动换关键词、翻页或连续试探；需要继续检索时先向用户说明会产生额外消耗。\n\n**输出策略（脚本默认行为）**：\n- **始终**将完整响应写入 `/linkfox///data/linkfox-amazon-store-customer-feedback-.json`（`` 为脚本执行时的工作目录，在 Claude Code 里即当前项目目录；`` 取自环境变量 `SESSION_ID`，按用户任务自动聚合；**禁止写入 /tmp**，当前目录不可写则报错）\n- 响应体 ≤ 8 KB：落盘后把完整 JSON 打印到 stdout\n- 响应体 > 8 KB：落盘后 stdout 只输出摘要（顶层字段、常见计数如 `total`/`costToken`、最大列表字段的长度 + 前 3 条样本）\n- 加 `--inline` 强制全量打印到 stdout（同样落盘）\n\n**读数据建议**：先看摘要判断是否足够；需要具体字段时优先用 `jq`或`ConvertFrom-Json` 从保存的 json 文件按需抽取，避免整份 JSON 进入上下文。\n\n## 解决认证和积分问题\n发生以下异常情况时，采用以下措施来处理：\n\n### 异常情况\n- **未配置API Key**：环境变量未配置 `LINKFOX_AGENT_API_KEY`，也未配置 `LINKFOXAGENT_API_KEY`。\n- **响应401或402状态码**\n- **响应提示积分或余额不足**：消息含\"积分余额不足/计费不足/余额不足/quota exceeded/insufficient balance/套餐到期/需充值/请充值\"，或类似含义的内容。\n\n### 措施\n- 优先采用skill内的 onboarding.md 引导解决问题。\n- 如找不到 onboarding.md 文件，则加载 /linkfox-onboarding 这个skill并根据它的引导来处理。如未安装请先安装：\n - 下载 https://agent-files.linkfox.com/skills/linkfox-onboarding/release.zip，解压后安装这个skill。如需用户授权才可下载，要询问用户获得授权，你不能自己放弃下载。\n- 兜底措施：仅当前面两个措施经过所有努力都走不通时，才提示用户依据 https://skill.linkfox.com/linkfoxskills/guide.htm 指引获取API Key，或去 https://os.linkfox.com/ 补充积分。\n\n## 官方参考索引\n\n| 能力 | 文档 |\n|------|------|\n| getItemReviewTopics | [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics) |\n| getItemBrowseNode | [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode) |\n| getBrowseNodeReviewTopics | [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics) |\n| getItemReviewTrends | [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends) |\n| getBrowseNodeReviewTrends | [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends) |\n| getBrowseNodeReturnTopics | [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics) |\n| getBrowseNodeReturnTrends | [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends) |\n\n---\n\n## Prerequisites\n\n1. 依赖 **`linkfox-amazon-store-auth`**。\n2. 通常需 **Brand Analytics** 或 **Selling Partner Insights** 等角色；站点以官方为准（常见 US/UK/DE 等）。\n3. **ASIN** 一般为**子体 ASIN**；topics 类接口需 **`sortBy`**：`MENTIONS` 或 `STAR_RATING_IMPACT`（常各调一次对比）。\n\n---\n\n## Current Capabilities\n\n| 脚本 | path 要点 |\n|------|-----------|\n| `get_item_review_topics.py` | `.../items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `.../items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `.../items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `.../browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `.../browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `.../browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `.../browseNodes/{browseNodeId}/returns/trends` |\n\n前缀均为 **`customerFeedback/2024-06-01/`**。共享模块：**`_spapi_customer_feedback_common.py`**。\n\n---\n\n## Quick Parameters\n\n- 公共：`sellerId`、`region`、`marketplaceId`（或 `marketplaceIds` 取首项）。\n- ASIN 类：`asin`；topics 类另需 **`sortBy`**。\n- Browse node 类：`browseNodeId`（可先 `get_item_browse_node` 取得）。\n\n---\n\n## Scripts\n\n```bash\nexport LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'\n```\n\n---\n\n## Display Rules\n\n1. 先看 **`developerProxy.errcode` / `httpStatus`**，再读各脚本解析字段（如 **`itemReviewTopics`**）。\n2. 网关白名单需包含 **`customerFeedback/2024-06-01/`**。\n3. 数据刷新频率以 Amazon 为准（通常按周）。\n\n## 积分消耗规则\n\n不消耗积分。\n\n**Feedback：** `skillName`：`linkfox-amazon-store-customer-feedback`。\n\n---\n*更多跨境 skill：[LinkFox Skills](https://skill.linkfox.com/)*\n\nFile v1.0.5:_meta.json\n\n{\n \"ownerId\": \"kn7dmc1t4j28hem1twwyav85p182pb1j\",\n \"slug\": \"linkfox-amazon-store-customer-feedback\",\n \"version\": \"1.0.5\",\n \"publishedAt\": 1783944278965\n}\n\nFile v1.0.5:references/api.md\n\n# linkfox-amazon-store-customer-feedback — API 参考\n\nCustomer Feedback **v2024-06-01**，经 LinkFox `storeTokens` + `developerProxy` 调用。\n\n官方总览：[Customer Feedback API](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n\n---\n\n## 1. 脚本与 path\n\n| 脚本 | GET path |\n|------|----------|\n| `get_item_review_topics.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `customerFeedback/2024-06-01/items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/trends` |\n\n---\n\n## 2. 公共入参\n\n| 字段 | 必填 | 说明 |\n|------|------|------|\n| sellerId | 是 | |\n| region | 是 | NA / EU / FE 等 |\n| marketplaceId | 是 | 单站点；或 `marketplaceIds` 数组取第一个 |\n| skipDepCheck | 否 | |\n\n---\n\n## 3. 按接口\n\n### getItemReviewTopics / getBrowseNodeReviewTopics / getBrowseNodeReturnTopics\n\n| 字段 | 必填 |\n|------|------|\n| asin 或 browseNodeId | 是（按接口） |\n| sortBy | 是 | `MENTIONS` \\| `STAR_RATING_IMPACT` |\n\nQuery：`marketplaceId`、`sortBy`\n\n解析字段：`itemReviewTopics` / `browseNodeReviewTopics` / `browseNodeReturnTopics`\n\n### getItemBrowseNode\n\n| 字段 | 必填 |\n|------|------|\n| asin | 是 |\n\nQuery：`marketplaceId` \n解析字段：`itemBrowseNode`\n\n### getItemReviewTrends / getBrowseNodeReviewTrends / getBrowseNodeReturnTrends\n\nQuery：`marketplaceId` \n解析字段：`itemReviewTrends` / `browseNodeReviewTrends` / `browseNodeReturnTrends`\n\n---\n\n## 4. 推荐调用顺序（ASIN）\n\n1. `get_item_review_topics`（`sortBy=MENTIONS` 与 `STAR_RATING_IMPACT` 各一次）\n2. `get_item_review_trends`\n3. `get_item_browse_node` → 取 `browseNodeId`\n4. 对 browse node 调用 review/return 的 topics 与 trends\n\n---\n\n## 5. 限制\n\n- 非订单接口；订单用 **`linkfox-amazon-store-orders`**。\n- **401**：HTTP 401 或 authorized error：按 SKILL.md 的 **## 解决认证和积分问题** 处理。\n- **402**：HTTP 402：按 SKILL.md 的 **## 解决认证和积分问题** 处理。\n- **403**：角色或站点不支持。\n- **1005**：网关需放行 `customerFeedback/2024-06-01/`。\n\n---\n\n## 6. Feedback\n\n`skillName`: **`linkfox-amazon-store-customer-feedback`**\n\nFile v1.0.5:skill-card.md\n\n## Description:
\nProvides Amazon Store Customer Feedback insights through LinkFox-mediated SP-API Customer Feedback v2024-06-01 calls for item review topics, item browse nodes, review trends, browse node review topics, browse node review trends, return topics, and return trends.
\n\nThis skill is ready for commercial/non-commercial use.
\n\n## Publisher:
\n[linkfox-ai](https://clawhub.ai/user/linkfox-ai)
\n\n### License/Terms of Use:
\nMIT-0
\n\n\n## Use Case:
\nAmazon sellers, ecommerce analysts, and agent operators use this skill to retrieve customer feedback, review trend, browse node, and return-topic data for ASINs or browse nodes through LinkFox-authenticated Amazon SP-API workflows.
\n\n### Deployment Geography for Use:
\nGlobal, subject to Amazon SP-API marketplace, role, and account availability.
\n\n## Known Risks and Mitigations:
\nRisk: Amazon seller feedback data is sent through LinkFox and full API responses are saved locally.
\nMitigation: Run the skill only with intended seller accounts and avoid synced, shared, or repository directories unless saved linkfox data can be managed or deleted.
\nRisk: The security review reports contradictory credit-cost guidance in the artifact.
\nMitigation: Treat calls as potentially billable until the publisher resolves the credit guidance, and confirm expected cost before repeated or exploratory calls.
\nRisk: The security verdict is suspicious because of local data persistence and cost-guidance ambiguity.
\nMitigation: Review the security summary and guidance before deployment, then restrict use to environments where local response files and credentials are acceptable.
\n\n\n## Reference(s):
\n- [ClawHub skill listing](https://clawhub.ai/linkfox-ai/skills/linkfox-amazon-store-customer-feedback)
\n- [Local API reference](references/api.md)
\n- [Amazon Customer Feedback API use case guide](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)
\n- [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics)
\n- [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode)
\n- [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics)
\n- [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends)
\n- [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends)
\n- [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics)
\n- [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends)
\n\n\n## Skill Output:
\n**Output Type(s):** [text, json, shell commands, configuration, guidance]
\n**Output Format:** [Markdown guidance with shell commands; scripts write JSON response files and print JSON or summaries to stdout.]
\n**Output Parameters:** [1D]
\n**Other Properties Related to Output:** [Requires LinkFox API key environment configuration and the companion linkfox-amazon-store-auth skill; full API responses are saved under a local linkfox data directory.]
\n\n## Skill Version(s):
\n1.0.5 (source: server release evidence)
\n\n## Ethical Considerations:
\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.
\n\nArchive v1.0.4: 13 files, 15735 bytes\n\nFiles: references/api.md (2547b), scripts/_spapi_customer_feedback_common.py (15115b), scripts/check_auth_dependency.py (6098b), scripts/get_browse_node_return_topics.py (539b), scripts/get_browse_node_return_trends.py (525b), scripts/get_browse_node_review_topics.py (539b), scripts/get_browse_node_review_trends.py (525b), scripts/get_item_browse_node.py (474b), scripts/get_item_review_topics.py (500b), scripts/get_item_review_trends.py (486b), skill-card.md (3178b), SKILL.md (5609b), _meta.json (157b)\n\nFile v1.0.4:SKILL.md\n\n---\r\nname: linkfox-amazon-store-customer-feedback\r\ndescription: 亚马逊店铺买家反馈洞察（与 linkfox-amazon-store-auth 等同系列），经 /spApi/developerProxy 调用 SP-API Customer Feedback v2024-06-01：getItemReviewTopics、getItemBrowseNode、getBrowseNodeReviewTopics、getItemReviewTrends、getBrowseNodeReviewTrends、getBrowseNodeReturnTopics、getBrowseNodeReturnTrends。当用户提到评论主题、评价趋势、退货主题、browse node 反馈、Customer Feedback API、MENTIONS、STAR_RATING_IMPACT、ASIN 评论洞察、类目节点评价 时触发。\r\n---\r\n\r\n# Amazon 店铺 Customer Feedback\r\n\r\n本 skill 与 **`linkfox-amazon-store-auth`** 等同属 **Amazon Store** 系列：先 **`POST /spApi/storeTokens`**，再 **`POST /spApi/developerProxy`** 转发 **GET**。\r\n\r\n> 说明：接口属于 **Customer Feedback（买家评论/退货洞察）**，不是 Orders 订单 API。订单见 **`linkfox-amazon-store-orders`**。\r\n\r\n## 调用方式\r\n\r\n- **API 端点**：`POST /spApi/developerProxy`（不同操作通过请求体区分；完整参数/响应/错误码见 `references/api.md`）\r\n- **Python 脚本**：`python scripts/<脚本名>.py '' [--inline]`（可用脚本见上文脚本一览）\r\n- **成本约束**：本工具会消耗积分；失败/空结果不得自动换关键词、翻页或连续试探；需要继续检索时先向用户说明会产生额外消耗。\r\n\r\n**输出策略（脚本默认行为）**：\r\n- **始终**将完整响应写入 `/linkfox///data/linkfox-amazon-store-customer-feedback-.json`（`` 为脚本执行时的工作目录，在 Claude Code 里即当前项目目录；`` 取自环境变量 `SESSION_ID`，按用户任务自动聚合；**禁止写入 /tmp**，当前目录不可写则报错）\r\n- 响应体 ≤ 8 KB：落盘后把完整 JSON 打印到 stdout\r\n- 响应体 > 8 KB：落盘后 stdout 只输出摘要（顶层字段、常见计数如 `total`/`costToken`、最大列表字段的长度 + 前 3 条样本）\r\n- 加 `--inline` 强制全量打印到 stdout（同样落盘）\r\n\r\n**读数据建议**：先看摘要判断是否足够；需要具体字段时优先用 `jq`或`ConvertFrom-Json` 从保存的 json 文件按需抽取，避免整份 JSON 进入上下文。\r\n\r\n## 官方参考索引\r\n\r\n| 能力 | 文档 |\r\n|------|------|\r\n| getItemReviewTopics | [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics) |\r\n| getItemBrowseNode | [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode) |\r\n| getBrowseNodeReviewTopics | [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics) |\r\n| getItemReviewTrends | [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends) |\r\n| getBrowseNodeReviewTrends | [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends) |\r\n| getBrowseNodeReturnTopics | [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics) |\r\n| getBrowseNodeReturnTrends | [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends) |\r\n\r\n---\r\n\r\n## Prerequisites\r\n\r\n1. 依赖 **`linkfox-amazon-store-auth`**。\r\n2. 通常需 **Brand Analytics** 或 **Selling Partner Insights** 等角色；站点以官方为准（常见 US/UK/DE 等）。\r\n3. **ASIN** 一般为**子体 ASIN**；topics 类接口需 **`sortBy`**：`MENTIONS` 或 `STAR_RATING_IMPACT`（常各调一次对比）。\r\n\r\n---\r\n\r\n## Current Capabilities\r\n\r\n| 脚本 | path 要点 |\r\n|------|-----------|\r\n| `get_item_review_topics.py` | `.../items/{asin}/reviews/topics` |\r\n| `get_item_browse_node.py` | `.../items/{asin}/browseNode` |\r\n| `get_item_review_trends.py` | `.../items/{asin}/reviews/trends` |\r\n| `get_browse_node_review_topics.py` | `.../browseNodes/{browseNodeId}/reviews/topics` |\r\n| `get_browse_node_review_trends.py` | `.../browseNodes/{browseNodeId}/reviews/trends` |\r\n| `get_browse_node_return_topics.py` | `.../browseNodes/{browseNodeId}/returns/topics` |\r\n| `get_browse_node_return_trends.py` | `.../browseNodes/{browseNodeId}/returns/trends` |\r\n\r\n前缀均为 **`customerFeedback/2024-06-01/`**。共享模块：**`_spapi_customer_feedback_common.py`**。\r\n\r\n---\r\n\r\n## Quick Parameters\r\n\r\n- 公共：`sellerId`、`region`、`marketplaceId`（或 `marketplaceIds` 取首项）。\r\n- ASIN 类：`asin`；topics 类另需 **`sortBy`**。\r\n- Browse node 类：`browseNodeId`（可先 `get_item_browse_node` 取得）。\r\n\r\n---\r\n\r\n## Scripts\r\n\r\n```bash\r\nexport LINKFOXAGENT_API_KEY=\"\"\r\n\r\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\r\n\r\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\r\n\r\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'\r\n```\r\n\r\n---\r\n\r\n## Display Rules\r\n\r\n1. 先看 **`developerProxy.errcode` / `httpStatus`**，再读各脚本解析字段（如 **`itemReviewTopics`**）。\r\n2. 网关白名单需包含 **`customerFeedback/2024-06-01/`**。\r\n3. 数据刷新频率以 Amazon 为准（通常按周）。\r\n\r\n**Feedback：** `skillName`：`linkfox-amazon-store-customer-feedback`。\r\n\r\n---\r\n*更多跨境 skill：[LinkFox Skills](https://skill.linkfox.com/)*\n\nFile v1.0.4:_meta.json\n\n{\n \"ownerId\": \"kn7dmc1t4j28hem1twwyav85p182pb1j\",\n \"slug\": \"linkfox-amazon-store-customer-feedback\",\n \"version\": \"1.0.4\",\n \"publishedAt\": 1783336330834\n}\n\nFile v1.0.4:references/api.md\n\n# linkfox-amazon-store-customer-feedback — API 参考\n\nCustomer Feedback **v2024-06-01**，经 LinkFox `storeTokens` + `developerProxy` 调用。\n\n官方总览：[Customer Feedback API](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n\n---\n\n## 1. 脚本与 path\n\n| 脚本 | GET path |\n|------|----------|\n| `get_item_review_topics.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `customerFeedback/2024-06-01/items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/trends` |\n\n---\n\n## 2. 公共入参\n\n| 字段 | 必填 | 说明 |\n|------|------|------|\n| sellerId | 是 | |\n| region | 是 | NA / EU / FE 等 |\n| marketplaceId | 是 | 单站点；或 `marketplaceIds` 数组取第一个 |\n| skipDepCheck | 否 | |\n\n---\n\n## 3. 按接口\n\n### getItemReviewTopics / getBrowseNodeReviewTopics / getBrowseNodeReturnTopics\n\n| 字段 | 必填 |\n|------|------|\n| asin 或 browseNodeId | 是（按接口） |\n| sortBy | 是 | `MENTIONS` \\| `STAR_RATING_IMPACT` |\n\nQuery：`marketplaceId`、`sortBy`\n\n解析字段：`itemReviewTopics` / `browseNodeReviewTopics` / `browseNodeReturnTopics`\n\n### getItemBrowseNode\n\n| 字段 | 必填 |\n|------|------|\n| asin | 是 |\n\nQuery：`marketplaceId` \n解析字段：`itemBrowseNode`\n\n### getItemReviewTrends / getBrowseNodeReviewTrends / getBrowseNodeReturnTrends\n\nQuery：`marketplaceId` \n解析字段：`itemReviewTrends` / `browseNodeReviewTrends` / `browseNodeReturnTrends`\n\n---\n\n## 4. 推荐调用顺序（ASIN）\n\n1. `get_item_review_topics`（`sortBy=MENTIONS` 与 `STAR_RATING_IMPACT` 各一次）\n2. `get_item_review_trends`\n3. `get_item_browse_node` → 取 `browseNodeId`\n4. 对 browse node 调用 review/return 的 topics 与 trends\n\n---\n\n## 5. 限制\n\n- 非订单接口；订单用 **`linkfox-amazon-store-orders`**。\n- **403**：角色或站点不支持。\n- **1005**：网关需放行 `customerFeedback/2024-06-01/`。\n\n---\n\n## 6. Feedback\n\n`skillName`: **`linkfox-amazon-store-customer-feedback`**\n\nFile v1.0.4:skill-card.md\n\n## Description:
\nProvides Amazon store customer feedback insights by calling SP-API Customer Feedback v2024-06-01 for item and browse-node review topics, review trends, return topics, return trends, and browse-node lookup.
\n\nThis skill is ready for commercial/non-commercial use.
\n\n## Publisher:
\n[linkfox-ai](https://clawhub.ai/user/linkfox-ai)
\n\n### License/Terms of Use:
\nMIT-0
\n\n\n## Use Case:
\nAmazon sellers and commerce operators use this skill to retrieve SP-API Customer Feedback insights for ASINs and browse nodes, including review topics, review trends, return topics, and return trends.
\n\n### Deployment Geography for Use:
\nGlobal
\n\n## Known Risks and Mitigations:
\nRisk: The skill saves full Amazon feedback API responses locally, which may include sensitive seller analytics, ASINs, marketplace IDs, or feedback trends.
\nMitigation: Run it only in a workspace where local JSON outputs are acceptable, avoid committing generated linkfox data, and delete saved responses when no longer needed.
\nRisk: Saved output can be written outside the documented project path.
\nMitigation: Confirm the generated linkfox output path after each run and restrict workspace or environment configuration before processing sensitive data.
\n\n\n## Reference(s):
\n- [ClawHub skill page](https://clawhub.ai/linkfox-ai/skills/linkfox-amazon-store-customer-feedback)
\n- [API reference](references/api.md)
\n- [Amazon Customer Feedback API use-case guide](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)
\n- [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics)
\n- [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode)
\n- [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics)
\n- [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends)
\n- [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends)
\n- [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics)
\n- [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends)
\n\n\n## Skill Output:
\n**Output Type(s):** [Text, JSON, Shell commands, Configuration, Guidance]
\n**Output Format:** [Markdown guidance with Python command examples and JSON API responses saved to files or printed to stdout]
\n**Output Parameters:** [1D]
\n**Other Properties Related to Output:** [Requires LinkFox API credentials and the linkfox-amazon-store-auth dependency; large responses are summarized unless inline output is requested.]
\n\n## Skill Version(s):
\n1.0.4 (source: server release evidence)
\n\n## Ethical Considerations:
\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.
\n\nArchive v1.0.3: 12 files, 14355 bytes\n\nFiles: references/api.md (2547b), scripts/_spapi_customer_feedback_common.py (15115b), scripts/check_auth_dependency.py (6098b), scripts/get_browse_node_return_topics.py (539b), scripts/get_browse_node_return_trends.py (525b), scripts/get_browse_node_review_topics.py (539b), scripts/get_browse_node_review_trends.py (525b), scripts/get_item_browse_node.py (474b), scripts/get_item_review_topics.py (500b), scripts/get_item_review_trends.py (486b), SKILL.md (5609b), _meta.json (157b)\n\nFile v1.0.3:SKILL.md\n\n---\r\nname: linkfox-amazon-store-customer-feedback\r\ndescription: 亚马逊店铺买家反馈洞察（与 linkfox-amazon-store-auth 等同系列），经 /spApi/developerProxy 调用 SP-API Customer Feedback v2024-06-01：getItemReviewTopics、getItemBrowseNode、getBrowseNodeReviewTopics、getItemReviewTrends、getBrowseNodeReviewTrends、getBrowseNodeReturnTopics、getBrowseNodeReturnTrends。当用户提到评论主题、评价趋势、退货主题、browse node 反馈、Customer Feedback API、MENTIONS、STAR_RATING_IMPACT、ASIN 评论洞察、类目节点评价 时触发。\r\n---\r\n\r\n# Amazon 店铺 Customer Feedback\r\n\r\n本 skill 与 **`linkfox-amazon-store-auth`** 等同属 **Amazon Store** 系列：先 **`POST /spApi/storeTokens`**，再 **`POST /spApi/developerProxy`** 转发 **GET**。\r\n\r\n> 说明：接口属于 **Customer Feedback（买家评论/退货洞察）**，不是 Orders 订单 API。订单见 **`linkfox-amazon-store-orders`**。\r\n\r\n## 调用方式\r\n\r\n- **API 端点**：`POST /spApi/developerProxy`（不同操作通过请求体区分；完整参数/响应/错误码见 `references/api.md`）\r\n- **Python 脚本**：`python scripts/<脚本名>.py '' [--inline]`（可用脚本见上文脚本一览）\r\n- **成本约束**：本工具会消耗积分；失败/空结果不得自动换关键词、翻页或连续试探；需要继续检索时先向用户说明会产生额外消耗。\r\n\r\n**输出策略（脚本默认行为）**：\r\n- **始终**将完整响应写入 `/linkfox///data/linkfox-amazon-store-customer-feedback-.json`（`` 为脚本执行时的工作目录，在 Claude Code 里即当前项目目录；`` 取自环境变量 `SESSION_ID`，按用户任务自动聚合；**禁止写入 /tmp**，当前目录不可写则报错）\r\n- 响应体 ≤ 8 KB：落盘后把完整 JSON 打印到 stdout\r\n- 响应体 > 8 KB：落盘后 stdout 只输出摘要（顶层字段、常见计数如 `total`/`costToken`、最大列表字段的长度 + 前 3 条样本）\r\n- 加 `--inline` 强制全量打印到 stdout（同样落盘）\r\n\r\n**读数据建议**：先看摘要判断是否足够；需要具体字段时优先用 `jq`或`ConvertFrom-Json` 从保存的 json 文件按需抽取，避免整份 JSON 进入上下文。\r\n\r\n## 官方参考索引\r\n\r\n| 能力 | 文档 |\r\n|------|------|\r\n| getItemReviewTopics | [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics) |\r\n| getItemBrowseNode | [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode) |\r\n| getBrowseNodeReviewTopics | [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics) |\r\n| getItemReviewTrends | [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends) |\r\n| getBrowseNodeReviewTrends | [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends) |\r\n| getBrowseNodeReturnTopics | [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics) |\r\n| getBrowseNodeReturnTrends | [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends) |\r\n\r\n---\r\n\r\n## Prerequisites\r\n\r\n1. 依赖 **`linkfox-amazon-store-auth`**。\r\n2. 通常需 **Brand Analytics** 或 **Selling Partner Insights** 等角色；站点以官方为准（常见 US/UK/DE 等）。\r\n3. **ASIN** 一般为**子体 ASIN**；topics 类接口需 **`sortBy`**：`MENTIONS` 或 `STAR_RATING_IMPACT`（常各调一次对比）。\r\n\r\n---\r\n\r\n## Current Capabilities\r\n\r\n| 脚本 | path 要点 |\r\n|------|-----------|\r\n| `get_item_review_topics.py` | `.../items/{asin}/reviews/topics` |\r\n| `get_item_browse_node.py` | `.../items/{asin}/browseNode` |\r\n| `get_item_review_trends.py` | `.../items/{asin}/reviews/trends` |\r\n| `get_browse_node_review_topics.py` | `.../browseNodes/{browseNodeId}/reviews/topics` |\r\n| `get_browse_node_review_trends.py` | `.../browseNodes/{browseNodeId}/reviews/trends` |\r\n| `get_browse_node_return_topics.py` | `.../browseNodes/{browseNodeId}/returns/topics` |\r\n| `get_browse_node_return_trends.py` | `.../browseNodes/{browseNodeId}/returns/trends` |\r\n\r\n前缀均为 **`customerFeedback/2024-06-01/`**。共享模块：**`_spapi_customer_feedback_common.py`**。\r\n\r\n---\r\n\r\n## Quick Parameters\r\n\r\n- 公共：`sellerId`、`region`、`marketplaceId`（或 `marketplaceIds` 取首项）。\r\n- ASIN 类：`asin`；topics 类另需 **`sortBy`**。\r\n- Browse node 类：`browseNodeId`（可先 `get_item_browse_node` 取得）。\r\n\r\n---\r\n\r\n## Scripts\r\n\r\n```bash\r\nexport LINKFOXAGENT_API_KEY=\"\"\r\n\r\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\r\n\r\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\r\n\r\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'\r\n```\r\n\r\n---\r\n\r\n## Display Rules\r\n\r\n1. 先看 **`developerProxy.errcode` / `httpStatus`**，再读各脚本解析字段（如 **`itemReviewTopics`**）。\r\n2. 网关白名单需包含 **`customerFeedback/2024-06-01/`**。\r\n3. 数据刷新频率以 Amazon 为准（通常按周）。\r\n\r\n**Feedback：** `skillName`：`linkfox-amazon-store-customer-feedback`。\r\n\r\n---\r\n*更多跨境 skill：[LinkFox Skills](https://skill.linkfox.com/)*\n\nFile v1.0.3:_meta.json\n\n{\n \"ownerId\": \"kn7dmc1t4j28hem1twwyav85p182pb1j\",\n \"slug\": \"linkfox-amazon-store-customer-feedback\",\n \"version\": \"1.0.3\",\n \"publishedAt\": 1783066293386\n}\n\nFile v1.0.3:references/api.md\n\n# linkfox-amazon-store-customer-feedback — API 参考\n\nCustomer Feedback **v2024-06-01**，经 LinkFox `storeTokens` + `developerProxy` 调用。\n\n官方总览：[Customer Feedback API](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n\n---\n\n## 1. 脚本与 path\n\n| 脚本 | GET path |\n|------|----------|\n| `get_item_review_topics.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `customerFeedback/2024-06-01/items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/trends` |\n\n---\n\n## 2. 公共入参\n\n| 字段 | 必填 | 说明 |\n|------|------|------|\n| sellerId | 是 | |\n| region | 是 | NA / EU / FE 等 |\n| marketplaceId | 是 | 单站点；或 `marketplaceIds` 数组取第一个 |\n| skipDepCheck | 否 | |\n\n---\n\n## 3. 按接口\n\n### getItemReviewTopics / getBrowseNodeReviewTopics / getBrowseNodeReturnTopics\n\n| 字段 | 必填 |\n|------|------|\n| asin 或 browseNodeId | 是（按接口） |\n| sortBy | 是 | `MENTIONS` \\| `STAR_RATING_IMPACT` |\n\nQuery：`marketplaceId`、`sortBy`\n\n解析字段：`itemReviewTopics` / `browseNodeReviewTopics` / `browseNodeReturnTopics`\n\n### getItemBrowseNode\n\n| 字段 | 必填 |\n|------|------|\n| asin | 是 |\n\nQuery：`marketplaceId` \n解析字段：`itemBrowseNode`\n\n### getItemReviewTrends / getBrowseNodeReviewTrends / getBrowseNodeReturnTrends\n\nQuery：`marketplaceId` \n解析字段：`itemReviewTrends` / `browseNodeReviewTrends` / `browseNodeReturnTrends`\n\n---\n\n## 4. 推荐调用顺序（ASIN）\n\n1. `get_item_review_topics`（`sortBy=MENTIONS` 与 `STAR_RATING_IMPACT` 各一次）\n2. `get_item_review_trends`\n3. `get_item_browse_node` → 取 `browseNodeId`\n4. 对 browse node 调用 review/return 的 topics 与 trends\n\n---\n\n## 5. 限制\n\n- 非订单接口；订单用 **`linkfox-amazon-store-orders`**。\n- **403**：角色或站点不支持。\n- **1005**：网关需放行 `customerFeedback/2024-06-01/`。\n\n---\n\n## 6. Feedback\n\n`skillName`: **`linkfox-amazon-store-customer-feedback`**\n\nArchive v1.0.2: 12 files, 14346 bytes\n\nFiles: references/api.md (2547b), scripts/_spapi_customer_feedback_common.py (15116b), scripts/check_auth_dependency.py (6098b), scripts/get_browse_node_return_topics.py (539b), scripts/get_browse_node_return_trends.py (525b), scripts/get_browse_node_review_topics.py (539b), scripts/get_browse_node_review_trends.py (525b), scripts/get_item_browse_node.py (474b), scripts/get_item_review_topics.py (500b), scripts/get_item_review_trends.py (486b), SKILL.md (5609b), _meta.json (157b)\n\nFile v1.0.2:SKILL.md\n\n---\r\nname: linkfox-amazon-store-customer-feedback\r\ndescription: 亚马逊店铺买家反馈洞察（与 linkfox-amazon-store-auth 等同系列），经 /spApi/developerProxy 调用 SP-API Customer Feedback v2024-06-01：getItemReviewTopics、getItemBrowseNode、getBrowseNodeReviewTopics、getItemReviewTrends、getBrowseNodeReviewTrends、getBrowseNodeReturnTopics、getBrowseNodeReturnTrends。当用户提到评论主题、评价趋势、退货主题、browse node 反馈、Customer Feedback API、MENTIONS、STAR_RATING_IMPACT、ASIN 评论洞察、类目节点评价 时触发。\r\n---\r\n\r\n# Amazon 店铺 Customer Feedback\r\n\r\n本 skill 与 **`linkfox-amazon-store-auth`** 等同属 **Amazon Store** 系列：先 **`POST /spApi/storeTokens`**，再 **`POST /spApi/developerProxy`** 转发 **GET**。\r\n\r\n> 说明：接口属于 **Customer Feedback（买家评论/退货洞察）**，不是 Orders 订单 API。订单见 **`linkfox-amazon-store-orders`**。\r\n\r\n## 调用方式\r\n\r\n- **API 端点**：`POST /spApi/developerProxy`（不同操作通过请求体区分；完整参数/响应/错误码见 `references/api.md`）\r\n- **Python 脚本**：`python scripts/<脚本名>.py '' [--inline]`（可用脚本见上文脚本一览）\r\n- **成本约束**：本工具会消耗积分；失败/空结果不得自动换关键词、翻页或连续试探；需要继续检索时先向用户说明会产生额外消耗。\r\n\r\n**输出策略（脚本默认行为）**：\r\n- **始终**将完整响应写入 `/linkfox///data/linkfox-amazon-store-customer-feedback-.json`（`` 为脚本执行时的工作目录，在 Claude Code 里即当前项目目录；`` 取自环境变量 `SESSION_ID`，按用户任务自动聚合；**禁止写入 /tmp**，当前目录不可写则报错）\r\n- 响应体 ≤ 8 KB：落盘后把完整 JSON 打印到 stdout\r\n- 响应体 > 8 KB：落盘后 stdout 只输出摘要（顶层字段、常见计数如 `total`/`costToken`、最大列表字段的长度 + 前 3 条样本）\r\n- 加 `--inline` 强制全量打印到 stdout（同样落盘）\r\n\r\n**读数据建议**：先看摘要判断是否足够；需要具体字段时优先用 `jq`或`ConvertFrom-Json` 从保存的 json 文件按需抽取，避免整份 JSON 进入上下文。\r\n\r\n## 官方参考索引\r\n\r\n| 能力 | 文档 |\r\n|------|------|\r\n| getItemReviewTopics | [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics) |\r\n| getItemBrowseNode | [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode) |\r\n| getBrowseNodeReviewTopics | [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics) |\r\n| getItemReviewTrends | [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends) |\r\n| getBrowseNodeReviewTrends | [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends) |\r\n| getBrowseNodeReturnTopics | [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics) |\r\n| getBrowseNodeReturnTrends | [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends) |\r\n\r\n---\r\n\r\n## Prerequisites\r\n\r\n1. 依赖 **`linkfox-amazon-store-auth`**。\r\n2. 通常需 **Brand Analytics** 或 **Selling Partner Insights** 等角色；站点以官方为准（常见 US/UK/DE 等）。\r\n3. **ASIN** 一般为**子体 ASIN**；topics 类接口需 **`sortBy`**：`MENTIONS` 或 `STAR_RATING_IMPACT`（常各调一次对比）。\r\n\r\n---\r\n\r\n## Current Capabilities\r\n\r\n| 脚本 | path 要点 |\r\n|------|-----------|\r\n| `get_item_review_topics.py` | `.../items/{asin}/reviews/topics` |\r\n| `get_item_browse_node.py` | `.../items/{asin}/browseNode` |\r\n| `get_item_review_trends.py` | `.../items/{asin}/reviews/trends` |\r\n| `get_browse_node_review_topics.py` | `.../browseNodes/{browseNodeId}/reviews/topics` |\r\n| `get_browse_node_review_trends.py` | `.../browseNodes/{browseNodeId}/reviews/trends` |\r\n| `get_browse_node_return_topics.py` | `.../browseNodes/{browseNodeId}/returns/topics` |\r\n| `get_browse_node_return_trends.py` | `.../browseNodes/{browseNodeId}/returns/trends` |\r\n\r\n前缀均为 **`customerFeedback/2024-06-01/`**。共享模块：**`_spapi_customer_feedback_common.py`**。\r\n\r\n---\r\n\r\n## Quick Parameters\r\n\r\n- 公共：`sellerId`、`region`、`marketplaceId`（或 `marketplaceIds` 取首项）。\r\n- ASIN 类：`asin`；topics 类另需 **`sortBy`**。\r\n- Browse node 类：`browseNodeId`（可先 `get_item_browse_node` 取得）。\r\n\r\n---\r\n\r\n## Scripts\r\n\r\n```bash\r\nexport LINKFOXAGENT_API_KEY=\"\"\r\n\r\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\r\n\r\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\r\n\r\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'\r\n```\r\n\r\n---\r\n\r\n## Display Rules\r\n\r\n1. 先看 **`developerProxy.errcode` / `httpStatus`**，再读各脚本解析字段（如 **`itemReviewTopics`**）。\r\n2. 网关白名单需包含 **`customerFeedback/2024-06-01/`**。\r\n3. 数据刷新频率以 Amazon 为准（通常按周）。\r\n\r\n**Feedback：** `skillName`：`linkfox-amazon-store-customer-feedback`。\r\n\r\n---\r\n*更多跨境 skill：[LinkFox Skills](https://skill.linkfox.com/)*\n\nFile v1.0.2:_meta.json\n\n{\n \"ownerId\": \"kn7dmc1t4j28hem1twwyav85p182pb1j\",\n \"slug\": \"linkfox-amazon-store-customer-feedback\",\n \"version\": \"1.0.2\",\n \"publishedAt\": 1783053403044\n}\n\nFile v1.0.2:references/api.md\n\n# linkfox-amazon-store-customer-feedback — API 参考\n\nCustomer Feedback **v2024-06-01**，经 LinkFox `storeTokens` + `developerProxy` 调用。\n\n官方总览：[Customer Feedback API](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n\n---\n\n## 1. 脚本与 path\n\n| 脚本 | GET path |\n|------|----------|\n| `get_item_review_topics.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `customerFeedback/2024-06-01/items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/trends` |\n\n---\n\n## 2. 公共入参\n\n| 字段 | 必填 | 说明 |\n|------|------|------|\n| sellerId | 是 | |\n| region | 是 | NA / EU / FE 等 |\n| marketplaceId | 是 | 单站点；或 `marketplaceIds` 数组取第一个 |\n| skipDepCheck | 否 | |\n\n---\n\n## 3. 按接口\n\n### getItemReviewTopics / getBrowseNodeReviewTopics / getBrowseNodeReturnTopics\n\n| 字段 | 必填 |\n|------|------|\n| asin 或 browseNodeId | 是（按接口） |\n| sortBy | 是 | `MENTIONS` \\| `STAR_RATING_IMPACT` |\n\nQuery：`marketplaceId`、`sortBy`\n\n解析字段：`itemReviewTopics` / `browseNodeReviewTopics` / `browseNodeReturnTopics`\n\n### getItemBrowseNode\n\n| 字段 | 必填 |\n|------|------|\n| asin | 是 |\n\nQuery：`marketplaceId` \n解析字段：`itemBrowseNode`\n\n### getItemReviewTrends / getBrowseNodeReviewTrends / getBrowseNodeReturnTrends\n\nQuery：`marketplaceId` \n解析字段：`itemReviewTrends` / `browseNodeReviewTrends` / `browseNodeReturnTrends`\n\n---\n\n## 4. 推荐调用顺序（ASIN）\n\n1. `get_item_review_topics`（`sortBy=MENTIONS` 与 `STAR_RATING_IMPACT` 各一次）\n2. `get_item_review_trends`\n3. `get_item_browse_node` → 取 `browseNodeId`\n4. 对 browse node 调用 review/return 的 topics 与 trends\n\n---\n\n## 5. 限制\n\n- 非订单接口；订单用 **`linkfox-amazon-store-orders`**。\n- **403**：角色或站点不支持。\n- **1005**：网关需放行 `customerFeedback/2024-06-01/`。\n\n---\n\n## 6. Feedback\n\n`skillName`: **`linkfox-amazon-store-customer-feedback`**\n\nArchive v1.0.1: 14 files, 20143 bytes\n\nFiles: references/api.md (2547b), scripts/_spapi_customer_feedback_common.py (8626b), scripts/check_auth_dependency.py (6098b), scripts/get_browse_node_return_topics.py (539b), scripts/get_browse_node_return_trends.py (525b), scripts/get_browse_node_review_topics.py (539b), scripts/get_browse_node_review_trends.py (525b), scripts/get_item_browse_node.py (474b), scripts/get_item_review_topics.py (500b), scripts/get_item_review_trends.py (486b), scripts/response_io.py (18387b), skill-card.md (3536b), SKILL.md (5961b), _meta.json (157b)\n\nFile v1.0.1:SKILL.md\n\n---\nname: linkfox-amazon-store-customer-feedback\ndescription: 亚马逊店铺买家反馈洞察（与 linkfox-amazon-store-auth 等同系列），经 /spApi/developerProxy 调用 SP-API Customer Feedback v2024-06-01：getItemReviewTopics、getItemBrowseNode、getBrowseNodeReviewTopics、getItemReviewTrends、getBrowseNodeReviewTrends、getBrowseNodeReturnTopics、getBrowseNodeReturnTrends。当用户提到评论主题、评价趋势、退货主题、browse node 反馈、Customer Feedback API、MENTIONS、STAR_RATING_IMPACT、ASIN 评论洞察、类目节点评价 时触发。\n---\n\n# Amazon 店铺 Customer Feedback\n\n本 skill 与 **`linkfox-amazon-store-auth`** 等同属 **Amazon Store** 系列：先 **`POST /spApi/storeTokens`**，再 **`POST /spApi/developerProxy`** 转发 **GET**。\n\n> 说明：接口属于 **Customer Feedback（买家评论/退货洞察）**，不是 Orders 订单 API。订单见 **`linkfox-amazon-store-orders`**。\n\n## 官方参考索引\n\n| 能力 | 文档 |\n|------|------|\n| getItemReviewTopics | [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics) |\n| getItemBrowseNode | [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode) |\n| getBrowseNodeReviewTopics | [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics) |\n| getItemReviewTrends | [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends) |\n| getBrowseNodeReviewTrends | [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends) |\n| getBrowseNodeReturnTopics | [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics) |\n| getBrowseNodeReturnTrends | [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends) |\n\n---\n\n## Prerequisites\n\n1. 依赖 **`linkfox-amazon-store-auth`**。\n2. 通常需 **Brand Analytics** 或 **Selling Partner Insights** 等角色；站点以官方为准（常见 US/UK/DE 等）。\n3. **ASIN** 一般为**子体 ASIN**；topics 类接口需 **`sortBy`**：`MENTIONS` 或 `STAR_RATING_IMPACT`（常各调一次对比）。\n\n---\n\n## Current Capabilities\n\n| 脚本 | path 要点 |\n|------|-----------|\n| `get_item_review_topics.py` | `.../items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `.../items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `.../items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `.../browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `.../browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `.../browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `.../browseNodes/{browseNodeId}/returns/trends` |\n\n前缀均为 **`customerFeedback/2024-06-01/`**。共享模块：**`_spapi_customer_feedback_common.py`**。\n\n---\n\n## Quick Parameters\n\n- 公共：`sellerId`、`region`、`marketplaceId`（或 `marketplaceIds` 取首项）。\n- ASIN 类：`asin`；topics 类另需 **`sortBy`**。\n- Browse node 类：`browseNodeId`（可先 `get_item_browse_node` 取得）。\n\n---\n\n## Scripts\n\n```bash\nexport LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'\n```\n\n---\n\n## Display Rules\n\n1. 先看 **`developerProxy.errcode` / `httpStatus`**，再读各脚本解析字段（如 **`itemReviewTopics`**）。\n2. 网关白名单需包含 **`customerFeedback/2024-06-01/`**。\n3. 数据刷新频率以 Amazon 为准（通常按周）。\n\n**Feedback：** `skillName`：`linkfox-amazon-store-customer-feedback`。\n\n---\n*更多跨境 skill：[LinkFox Skills](https://skill.linkfox.com/)*\n\n\n## Handling Large Responses\n\nTo avoid overflowing the agent context, persist the response to disk and extract only the fields you need:\n\n```\npython scripts/response_io.py run --script scripts/check_auth_dependency.py --out-dir ''\npython scripts/response_io.py read --fields \"\" # or --path \"\"\n```\n\n> Pick `--out-dir` outside any git working tree (e.g. `/tmp/...` on Unix, `%TEMP%/...` on Windows). Persisted responses may contain PII, pricing, or auth-sensitive data — do not commit them. Files are not auto-deleted; clean up when the task is done.\n\n> This skill exposes multiple entry scripts: `check_auth_dependency.py`, `get_browse_node_return_topics.py`, `get_browse_node_return_trends.py`, `get_browse_node_review_topics.py`, `get_browse_node_review_trends.py`, `get_item_browse_node.py`, `get_item_review_topics.py`, `get_item_review_trends.py`. Pass `--script scripts/.py` to choose the one you need.\n\n`run` writes the full response to a file and emits only a schema preview + file path. `read` projects specific fields, with `--limit/--offset` for slicing and `--format json|jsonl|csv|table` for output.\n\n**When to prefer this pattern** — apply your judgment based on the response characteristics, e.g.:\n- High field count per record, or fields you don't need\n- Batch/paginated results (multiple items per call)\n- Long-text fields (descriptions, reviews, HTML, time series)\n- Output reused across later steps rather than consumed immediately\n\nFor small, single-use responses, calling the main script directly is fine.\n\n⚠️ The preview is a truncated schema + sample, not the full data. Any field-level decision must read from the persisted file via `read`.\n\n\nFile v1.0.1:_meta.json\n\n{\n \"ownerId\": \"kn7dmc1t4j28hem1twwyav85p182pb1j\",\n \"slug\": \"linkfox-amazon-store-customer-feedback\",\n \"version\": \"1.0.1\",\n \"publishedAt\": 1782726295733\n}\n\nFile v1.0.1:references/api.md\n\n# linkfox-amazon-store-customer-feedback — API 参考\n\nCustomer Feedback **v2024-06-01**，经 LinkFox `storeTokens` + `developerProxy` 调用。\n\n官方总览：[Customer Feedback API](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n\n---\n\n## 1. 脚本与 path\n\n| 脚本 | GET path |\n|------|----------|\n| `get_item_review_topics.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `customerFeedback/2024-06-01/items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/trends` |\n\n---\n\n## 2. 公共入参\n\n| 字段 | 必填 | 说明 |\n|------|------|------|\n| sellerId | 是 | |\n| region | 是 | NA / EU / FE 等 |\n| marketplaceId | 是 | 单站点；或 `marketplaceIds` 数组取第一个 |\n| skipDepCheck | 否 | |\n\n---\n\n## 3. 按接口\n\n### getItemReviewTopics / getBrowseNodeReviewTopics / getBrowseNodeReturnTopics\n\n| 字段 | 必填 |\n|------|------|\n| asin 或 browseNodeId | 是（按接口） |\n| sortBy | 是 | `MENTIONS` \\| `STAR_RATING_IMPACT` |\n\nQuery：`marketplaceId`、`sortBy`\n\n解析字段：`itemReviewTopics` / `browseNodeReviewTopics` / `browseNodeReturnTopics`\n\n### getItemBrowseNode\n\n| 字段 | 必填 |\n|------|------|\n| asin | 是 |\n\nQuery：`marketplaceId` \n解析字段：`itemBrowseNode`\n\n### getItemReviewTrends / getBrowseNodeReviewTrends / getBrowseNodeReturnTrends\n\nQuery：`marketplaceId` \n解析字段：`itemReviewTrends` / `browseNodeReviewTrends` / `browseNodeReturnTrends`\n\n---\n\n## 4. 推荐调用顺序（ASIN）\n\n1. `get_item_review_topics`（`sortBy=MENTIONS` 与 `STAR_RATING_IMPACT` 各一次）\n2. `get_item_review_trends`\n3. `get_item_browse_node` → 取 `browseNodeId`\n4. 对 browse node 调用 review/return 的 topics 与 trends\n\n---\n\n## 5. 限制\n\n- 非订单接口；订单用 **`linkfox-amazon-store-orders`**。\n- **403**：角色或站点不支持。\n- **1005**：网关需放行 `customerFeedback/2024-06-01/`。\n\n---\n\n## 6. Feedback\n\n`skillName`: **`linkfox-amazon-store-customer-feedback`**\n\nFile v1.0.1:skill-card.md\n\n## Description:
\nProvides Amazon Store customer-feedback analytics by calling LinkFox developer proxy endpoints for Amazon SP-API Customer Feedback v2024-06-01 review topics, review trends, return topics, return trends, and item browse-node lookup.
\n\nThis skill is ready for commercial/non-commercial use.
\n\n## Publisher:
\n[linkfox-ai](https://clawhub.ai/user/linkfox-ai)
\n\n### License/Terms of Use:
\nMIT-0
\n\n\n## Use Case:
\nExternal developers, sellers, and marketplace operators use this skill to retrieve Amazon Customer Feedback review topics, review trends, return topics, return trends, and browse-node mappings through LinkFox-authenticated SP-API proxy calls.
\n\n### Deployment Geography for Use:
\nGlobal, subject to Amazon marketplace and role availability.
\n\n## Known Risks and Mitigations:
\nRisk: The skill handles seller credentials and Amazon access-token flow through LinkFox-authenticated API calls.
\nMitigation: Use only a trusted LinkFox account and trusted environment variables, and review the skill before installing or running it.
\nRisk: STORE_API_BASE_URL or SPAPI_BASE_URL overrides can redirect API traffic away from the default LinkFox gateway.
\nMitigation: Leave endpoint overrides unset unless you control and trust the destination endpoint.
\nRisk: The response helper can persist full API output that may contain sensitive seller, customer, pricing, or authorization-related data.
\nMitigation: Save large responses outside source repositories, extract only needed fields, and delete persisted response files when finished.
\nRisk: The helper can run caller-selected scripts.
\nMitigation: Run only the bundled scripts listed by the skill documentation.
\n\n\n## Reference(s):
\n- [ClawHub Skill Page](https://clawhub.ai/linkfox-ai/skills/linkfox-amazon-store-customer-feedback)
\n- [Local API Reference](artifact/references/api.md)
\n- [Amazon Customer Feedback API Use Case Guide](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)
\n- [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics)
\n- [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode)
\n- [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics)
\n- [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends)
\n- [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends)
\n- [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics)
\n- [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends)
\n\n\n## Skill Output:
\n**Output Type(s):** [JSON, shell commands, files, guidance]
\n**Output Format:** [JSON responses and Markdown guidance with inline shell commands]
\n**Output Parameters:** [1D]
\n**Other Properties Related to Output:** [Large responses may be persisted to local JSON files for selective field extraction.]
\n\n## Skill Version(s):
\n1.0.1 (source: server release evidence)
\n\n## Ethical Considerations:
\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.
\n\nArchive v0.0.1: 13 files, 12954 bytes\n\nFiles: references/api.md (2547b), scripts/_spapi_customer_feedback_common.py (8626b), scripts/check_auth_dependency.py (6098b), scripts/get_browse_node_return_topics.py (539b), scripts/get_browse_node_return_trends.py (525b), scripts/get_browse_node_review_topics.py (539b), scripts/get_browse_node_review_trends.py (525b), scripts/get_item_browse_node.py (474b), scripts/get_item_review_topics.py (500b), scripts/get_item_review_trends.py (486b), skill-card.md (3635b), SKILL.md (4218b), _meta.json (157b)\n\nFile v0.0.1:SKILL.md\n\n---\nname: linkfox-amazon-store-customer-feedback\nversion: 0.0.1\ncategory: product-sourcing\ndescription: 亚马逊店铺买家反馈洞察（与 linkfox-amazon-store-auth 等同系列），经 /spApi/developerProxy 调用 SP-API Customer Feedback v2024-06-01：getItemReviewTopics、getItemBrowseNode、getBrowseNodeReviewTopics、getItemReviewTrends、getBrowseNodeReviewTrends、getBrowseNodeReturnTopics、getBrowseNodeReturnTrends。当用户提到评论主题、评价趋势、退货主题、browse node 反馈、Customer Feedback API、MENTIONS、STAR_RATING_IMPACT、ASIN 评论洞察、类目节点评价 时触发。\n---\n\n# Amazon 店铺 Customer Feedback\n\n本 skill 与 **`linkfox-amazon-store-auth`** 等同属 **Amazon Store** 系列：先 **`POST /spApi/storeTokens`**，再 **`POST /spApi/developerProxy`** 转发 **GET**。\n\n> 说明：接口属于 **Customer Feedback（买家评论/退货洞察）**，不是 Orders 订单 API。订单见 **`linkfox-amazon-store-orders`**。\n\n## 官方参考索引\n\n| 能力 | 文档 |\n|------|------|\n| getItemReviewTopics | [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics) |\n| getItemBrowseNode | [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode) |\n| getBrowseNodeReviewTopics | [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics) |\n| getItemReviewTrends | [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends) |\n| getBrowseNodeReviewTrends | [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends) |\n| getBrowseNodeReturnTopics | [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics) |\n| getBrowseNodeReturnTrends | [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends) |\n\n---\n\n## Prerequisites\n\n1. 依赖 **`linkfox-amazon-store-auth`**。\n2. 通常需 **Brand Analytics** 或 **Selling Partner Insights** 等角色；站点以官方为准（常见 US/UK/DE 等）。\n3. **ASIN** 一般为**子体 ASIN**；topics 类接口需 **`sortBy`**：`MENTIONS` 或 `STAR_RATING_IMPACT`（常各调一次对比）。\n\n---\n\n## Current Capabilities\n\n| 脚本 | path 要点 |\n|------|-----------|\n| `get_item_review_topics.py` | `.../items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `.../items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `.../items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `.../browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `.../browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `.../browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `.../browseNodes/{browseNodeId}/returns/trends` |\n\n前缀均为 **`customerFeedback/2024-06-01/`**。共享模块：**`_spapi_customer_feedback_common.py`**。\n\n---\n\n## Quick Parameters\n\n- 公共：`sellerId`、`region`、`marketplaceId`（或 `marketplaceIds` 取首项）。\n- ASIN 类：`asin`；topics 类另需 **`sortBy`**。\n- Browse node 类：`browseNodeId`（可先 `get_item_browse_node` 取得）。\n\n---\n\n## Scripts\n\n```bash\nexport LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'\n```\n\n---\n\n## Display Rules\n\n1. 先看 **`developerProxy.errcode` / `httpStatus`**，再读各脚本解析字段（如 **`itemReviewTopics`**）。\n2. 网关白名单需包含 **`customerFeedback/2024-06-01/`**。\n3. 数据刷新频率以 Amazon 为准（通常按周）。\n\n**Feedback：** `skillName`：`linkfox-amazon-store-customer-feedback`。\n\n---\n*更多跨境 skill：[LinkFox Skills](https://skill.linkfox.com/)*\n\nFile v0.0.1:_meta.json\n\n{\n \"ownerId\": \"kn7dmc1t4j28hem1twwyav85p182pb1j\",\n \"slug\": \"linkfox-amazon-store-customer-feedback\",\n \"version\": \"0.0.1\",\n \"publishedAt\": 1779260603310\n}\n\nFile v0.0.1:references/api.md\n\n# linkfox-amazon-store-customer-feedback — API 参考\n\nCustomer Feedback **v2024-06-01**，经 LinkFox `storeTokens` + `developerProxy` 调用。\n\n官方总览：[Customer Feedback API](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n\n---\n\n## 1. 脚本与 path\n\n| 脚本 | GET path |\n|------|----------|\n| `get_item_review_topics.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `customerFeedback/2024-06-01/items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/trends` |\n\n---\n\n## 2. 公共入参\n\n| 字段 | 必填 | 说明 |\n|------|------|------|\n| sellerId | 是 | |\n| region | 是 | NA / EU / FE 等 |\n| marketplaceId | 是 | 单站点；或 `marketplaceIds` 数组取第一个 |\n| skipDepCheck | 否 | |\n\n---\n\n## 3. 按接口\n\n### getItemReviewTopics / getBrowseNodeReviewTopics / getBrowseNodeReturnTopics\n\n| 字段 | 必填 |\n|------|------|\n| asin 或 browseNodeId | 是（按接口） |\n| sortBy | 是 | `MENTIONS` \\| `STAR_RATING_IMPACT` |\n\nQuery：`marketplaceId`、`sortBy`\n\n解析字段：`itemReviewTopics` / `browseNodeReviewTopics` / `browseNodeReturnTopics`\n\n### getItemBrowseNode\n\n| 字段 | 必填 |\n|------|------|\n| asin | 是 |\n\nQuery：`marketplaceId` \n解析字段：`itemBrowseNode`\n\n### getItemReviewTrends / getBrowseNodeReviewTrends / getBrowseNodeReturnTrends\n\nQuery：`marketplaceId` \n解析字段：`itemReviewTrends` / `browseNodeReviewTrends` / `browseNodeReturnTrends`\n\n---\n\n## 4. 推荐调用顺序（ASIN）\n\n1. `get_item_review_topics`（`sortBy=MENTIONS` 与 `STAR_RATING_IMPACT` 各一次）\n2. `get_item_review_trends`\n3. `get_item_browse_node` → 取 `browseNodeId`\n4. 对 browse node 调用 review/return 的 topics 与 trends\n\n---\n\n## 5. 限制\n\n- 非订单接口；订单用 **`linkfox-amazon-store-orders`**。\n- **403**：角色或站点不支持。\n- **1005**：网关需放行 `customerFeedback/2024-06-01/`。\n\n---\n\n## 6. Feedback\n\n`skillName`: **`linkfox-amazon-store-customer-feedback`**\n\nFile v0.0.1:skill-card.md\n\n## Description:
\nHelps agents call the Amazon SP-API Customer Feedback v2024-06-01 endpoints through LinkFox developer proxy scripts to inspect item and browse-node review topics, review trends, return topics, return trends, and item browse nodes.
\n\nThis skill is ready for commercial/non-commercial use.
\n\n## Publisher:
\n[linkfox-ai](https://clawhub.ai/user/linkfox-ai)
\n\n### License/Terms of Use:
\nMIT-0
\n\n\n## Use Case:
\nExternal developers and Amazon selling-partner operators use this skill to retrieve customer feedback signals for ASINs and browse nodes, including review topics, review trends, return topics, return trends, and browse-node mapping. It is useful when comparing MENTIONS and STAR_RATING_IMPACT feedback dimensions or diagnosing category-level customer sentiment and returns.
\n\n### Deployment Geography for Use:
\nGlobal
\n\n## Known Risks and Mitigations:
\nRisk: The skill requires sensitive credentials for LinkFox and Amazon SP-API access.
\nMitigation: Provide LINKFOXAGENT_API_KEY only in a trusted runtime, use least-privilege Amazon roles, and avoid sharing command histories or JSON outputs that may contain seller or token data.
\nRisk: The security summary notes that adjudication was limited by missing target artifact availability during the supplied scan.
\nMitigation: Install only from the intended ClawHub listing and publisher handle, and compare release hashes with the server evidence before deployment.
\nRisk: Customer Feedback endpoints can fail when Amazon roles, marketplace support, or gateway allowlists are incomplete.
\nMitigation: Confirm Brand Analytics or Selling Partner Insights access, supported marketplace IDs, and gateway allowance for customerFeedback/2024-06-01 before relying on the output.
\n\n\n## Reference(s):
\n- [ClawHub skill listing](https://clawhub.ai/linkfox-ai/linkfox-amazon-store-customer-feedback)
\n- [Local API reference](references/api.md)
\n- [Amazon Customer Feedback API v2024-06-01 guide](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)
\n- [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics)
\n- [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode)
\n- [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics)
\n- [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends)
\n- [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends)
\n- [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics)
\n- [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends)
\n\n\n## Skill Output:
\n**Output Type(s):** [text, shell commands, configuration, JSON]
\n**Output Format:** [Markdown guidance with bash examples and JSON API responses]
\n**Output Parameters:** [1D]
\n**Other Properties Related to Output:** [Requires LINKFOXAGENT_API_KEY and the companion linkfox-amazon-store-auth skill unless skipDepCheck is explicitly set.]
\n\n## Skill Version(s):
\n0.0.1 (source: frontmatter and server release evidence)
\n\n## Ethical Considerations:
\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.
","readmeExcerpt":"Skill: 亚马逊-店铺买家反馈 Owner: linkfox-ai Summary: 亚马逊商品与类目买家反馈洞察。用于按 ASIN 或 browse node 查询评论主题、主题提及量、星级影响、评价趋势、退货主题和退货趋势，帮助分析产品口碑及类目问题。用户提到亚马逊评论分析、评价主题、差评原因、评论趋势、退货原因、退货趋势、ASIN 口碑洞察、类目反馈、MENTIONS、STAR_RATING_IMPACT、Customer Feedback API 时触发。即使未明确提及 API，只要希望从聚合反馈中判断某个亚马逊商品或类目的常见好评、差评或退货问题，也应触发此技能。 Tags: latest:1.0.8 Version history: v1.0.8 | 2026-09-14T04:56:07.576Z | user Update from 1.0.7 to 1.0.8 v1.0.7 | 2026-08-14T14:","codeSnippets":[],"executableExamples":[{"language":"bash","snippet":"export LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'"},{"language":"bash","snippet":"export LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'"},{"language":"bash","snippet":"export LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'"},{"language":"bash","snippet":"export LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'"},{"language":"bash","snippet":"export LINKFOXAGENT_API_KEY=\"\"\n\npython scripts/get_item_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"MENTIONS\"}'\n\npython scripts/get_item_browse_node.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"asin\":\"B0...\",\"marketplaceId\":\"ATVPDKIKX0DER\"}'\n\npython scripts/get_browse_node_review_topics.py '{\"sellerId\":\"A1...\",\"region\":\"NA\",\"browseNodeId\":\"123456\",\"marketplaceId\":\"ATVPDKIKX0DER\",\"sortBy\":\"STAR_RATING_IMPACT\"}'"},{"language":"text","snippet":"python scripts/response_io.py run --script scripts/check_auth_dependency.py --out-dir ''\npython scripts/response_io.py read --fields \"\" # or --path \"\""}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nname: linkfox-amazon-store-customer-feedback\ndescription: 亚马逊商品与类目买家反馈洞察。用于按 ASIN 或 browse node 查询评论主题、主题提及量、星级影响、评价趋势、退货主题和退货趋势，帮助分析产品口碑及类目问题。用户提到亚马逊评论分析、评价主题、差评原因、评论趋势、退货原因、退货趋势、ASIN 口碑洞察、类目反馈、MENTIONS、STAR_RATING_IMPACT、Customer Feedback API 时触发。即使未明确提及 API，只要希望从聚合反馈中判断某个亚马逊商品或类目的常见好评、差评或退货问题，也应触发此技能。\n---\n\n# Amazon 店铺 Customer Feedback\n\n本 skill 与 **`linkfox-amazon-store-auth`** 等同属 **Amazon Store** 系列：依赖 **`linkfox-amazon-store-auth`** 选店（`sellerId`+`region`）；直接 **`POST /spApi/developerProxy`** 传入 `sellerId`+`region`，由服务端解析 token（勿传 `amzAccessToken`，除非兼容旧调用）。转发 **GET**。\n\n> 说明：接口属于 **Customer Feedback（买家评论/退货洞察）**，不是 Orders 订单 API。订单见 **`linkfox-amazon-store-orders`**。\n\n## 调用方式\n\n- **API 端点**：`POST /spApi/developerProxy`（不同操作通过请求体区分；完整参数/响应/错误码见 `references/api.md`）\n- **Python 脚本**：`python scripts/<脚本名>.py '' [--inline]`（可用脚本见上文脚本一览）\n- **成本约束**：本工具会消耗算力；失败/空结果不得自动换关键词、翻页或连续试探；需要继续检索时先向用户说明会产生额外消耗。\n\n**输出策略（脚本默认行为）**：\n- **始终**将完整响应写入 `/linkfox///data/linkfox-amazon-store-customer-feedback-.json`（`` 为脚本执行时的工作目录，在 Claude Code 里即当前项目目录；`` 取自环境变量 `SESSION_ID`，按用户任务自动聚合；**禁止写入 /tmp**，当前目录不可写则报错）\n- 响应体 ≤ 8 KB：落盘后把完整 JSON 打印到 stdout\n- 响应体 > 8 KB：落盘后 stdout 只输出摘要（顶层字段、常见计数如 `total`/`costToken`、最大列表字段的长度 + 前 3 条样本）\n- 加 `--inline` 强制全量打印到 stdout（同样落盘）\n\n**读数据建议**：先看摘要判断是否足够；需要具体字段时优先用 `jq`或`ConvertFrom-Json` 从保存的 json 文件按需抽取，避免整份 JSON 进入上下文。\n\n## 解决认证和算力问题\n发生以下异常情况时，采用 references/onboarding.md 引导解决问题：\n\n### 异常情况\n- **未配置API Key**：环境变量未配置 `LINKFOX_AGENT_API_KEY`，也未配置 `LINKFOXAGENT_API_KEY`。\n- **响应401或402状态码**\n- **响应提示算力或余额不足**：消息含\"算力余额不足/计费不足/余额不足/quota exceeded/insufficient balance/套餐到期/需充值/请充值\"，或类似含义的内容。\n\n## 官方参考索引\n\n| 能力 | 文档 |\n|------|------|\n| getItemReviewTopics | [getItemReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics) |\n| getItemBrowseNode | [getItemBrowseNode](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode) |\n| getBrowseNodeReviewTopics | [getBrowseNodeReviewTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics) |\n| getItemReviewTrends | [getItemReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends) |\n| getBrowseNodeReviewTrends | [getBrowseNodeReviewTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends) |\n| getBrowseNodeReturnTopics | [getBrowseNodeReturnTopics](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics) |\n| getBrowseNodeReturnTrends | [getBrowseNodeReturnTrends](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends) |\n\n---\n\n## Prerequisites\n\n1. 依赖 **`linkfox-amazon-store-auth`**。\n2. 通常需 **Brand Analytics** 或 **Selling Partner Insights** 等角色；站点以官方为准（常见 US/UK/DE 等）。\n3. **ASIN** 一般为**子体 ASIN**；topics 类接口需 **`sortBy`**：`MENTIONS` 或 `STAR_RATING_IMPACT`（常各调一次对比）。\n\n---\n\n## Current Capabilities\n\n| 脚本 | path 要点 |\n|------|-----------|\n| `get_item_review_topics.py` | `.../items/{asin}/reviews/"},{"path":"_meta.json","content":"{\n \"ownerId\": \"kn7dmc1t4j28hem1twwyav85p182pb1j\",\n \"slug\": \"linkfox-amazon-store-customer-feedback\",\n \"version\": \"1.0.8\",\n \"publishedAt\": 1789361767576\n}"},{"path":"references/api.md","content":"# linkfox-amazon-store-customer-feedback — API 参考\n\nCustomer Feedback **v2024-06-01**，经 LinkFox `storeTokens` + `developerProxy` 调用。\n\n官方总览：[Customer Feedback API](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n\n---\n\n## 1. 脚本与 path\n\n| 脚本 | GET path |\n|------|----------|\n| `get_item_review_topics.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/topics` |\n| `get_item_browse_node.py` | `customerFeedback/2024-06-01/items/{asin}/browseNode` |\n| `get_item_review_trends.py` | `customerFeedback/2024-06-01/items/{asin}/reviews/trends` |\n| `get_browse_node_review_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/topics` |\n| `get_browse_node_review_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/reviews/trends` |\n| `get_browse_node_return_topics.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/topics` |\n| `get_browse_node_return_trends.py` | `customerFeedback/2024-06-01/browseNodes/{browseNodeId}/returns/trends` |\n\n---\n\n## 2. 公共入参\n\n| 字段 | 必填 | 说明 |\n|------|------|------|\n| sellerId | 是 | |\n| region | 是 | NA / EU / FE 等 |\n| marketplaceId | 是 | 单站点；或 `marketplaceIds` 数组取第一个 |\n| skipDepCheck | 否 | |\n\n---\n\n## 3. 按接口\n\n### getItemReviewTopics / getBrowseNodeReviewTopics / getBrowseNodeReturnTopics\n\n| 字段 | 必填 |\n|------|------|\n| asin 或 browseNodeId | 是（按接口） |\n| sortBy | 是 | `MENTIONS` \\| `STAR_RATING_IMPACT` |\n\nQuery：`marketplaceId`、`sortBy`\n\n解析字段：`itemReviewTopics` / `browseNodeReviewTopics` / `browseNodeReturnTopics`\n\n### getItemBrowseNode\n\n| 字段 | 必填 |\n|------|------|\n| asin | 是 |\n\nQuery：`marketplaceId` \n解析字段：`itemBrowseNode`\n\n### getItemReviewTrends / getBrowseNodeReviewTrends / getBrowseNodeReturnTrends\n\nQuery：`marketplaceId` \n解析字段：`itemReviewTrends` / `browseNodeReviewTrends` / `browseNodeReturnTrends`\n\n---\n\n## 4. 推荐调用顺序（ASIN）\n\n1. `get_item_review_topics`（`sortBy=MENTIONS` 与 `STAR_RATING_IMPACT` 各一次）\n2. `get_item_review_trends`\n3. `get_item_browse_node` → 取 `browseNodeId`\n4. 对 browse node 调用 review/return 的 topics 与 trends\n\n---\n\n## 5. 限制\n\n- 非订单接口；订单用 **`linkfox-amazon-store-orders`**。\n- **401**：HTTP 401 或 authorized error：按 SKILL.md 的 **## 解决认证和算力问题** 处理。\n- **402**：HTTP 402：按 SKILL.md 的 **## 解决认证和算力问题** 处理。\n- **403**：角色或站点不支持。\n- **1005**：网关需放行 `customerFeedback/2024-06-01/`。\n\n---\n\n## 6. Feedback\n\n`skillName`: **`linkfox-amazon-store-customer-feedback`**"},{"path":"references/onboarding.md","content":"# 解决认证和算力问题\n\n调用本 skill 时若网关返回 **auth** 或 **billing** 错误，走本 skill 自带的 `scripts/onboarding.py` 完成引导。\n\n**auth 场景**：`errcode=401` 或消息含 `authorized error`/`鉴权失败`/`未授权`/`unauthorized`；或 `LINKFOX_AGENT_API_KEY` 与 `LINKFOXAGENT_API_KEY` 均为空。\n1. 若已配置 key → 先让用户重启会话（最常见误判），仍失败让用户重新取 key 或换手机号重注册\n2. 未配置 → 询问：自助去 https://agent.linkfox.com/ 取 key，或提供手机号让脚本注册\n3. 手机号路径：\n - `python scripts/onboarding.py send-code ` → 展示 JSON 里的 phone/agreements\n - 收到验证码后：`python scripts/onboarding.py login `\n - 拿到 `api_key` 后把下面三平台配置转发给用户，提示重启会话生效：\n - Windows PowerShell（永久）：`setx LINKFOX_AGENT_API_KEY \"\"`\n - macOS zsh：`echo 'export LINKFOX_AGENT_API_KEY=\"\"' >> ~/.zshrc && source ~/.zshrc`\n - Linux bash：`echo 'export LINKFOX_AGENT_API_KEY=\"\"' >> ~/.bashrc && source ~/.bashrc`\n - 变量名 `LINKFOX_AGENT_API_KEY`（主推）或 `LINKFOXAGENT_API_KEY`（老规范）任一即可\n\n**billing 场景**：`errcode=402` 或消息含 `算力/余额/quota/insufficient/充值/套餐到期`。\n- `python scripts/onboarding.py list-plans` → 有 AskUserQuestion 就弹菜单，否则输出编号清单让用户选\n- 校验 `plan_id` ∈ 清单、支付方式 ∈ 该套餐 `available_methods`（通常 `wechat/alipay`）\n- `python scripts/onboarding.py order ` → 展示优先级 PNG > `pay_url` > `ascii_qr`（标注兜底）\n- 已付款可选调 `python scripts/onboarding.py query `，不主动轮询\n\n排除 `errcode=403`（无权限，不归入这两类）。所有子命令输出 stdout JSON，`error` 字段已含阶段前缀，透传给用户即可。完整用法：`python scripts/onboarding.py --help`。"},{"path":"skill-card.md","content":"## Description:\n\nAnalyzes Amazon item and browse node customer feedback by querying review topics, review trends, return topics, and return trends through the Customer Feedback API.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[linkfox-ai](https://clawhub.ai/user/linkfox-ai)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nAmazon sellers, operators, and marketplace analysts use this skill to inspect aggregated review and return feedback for ASINs or browse nodes, including topics, mention volume, star-rating impact, and trend data.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The authoritative security scan marks this release suspicious because it handles seller feedback data, onboarding, billing, API keys, and locally retained response files.\n\nMitigation: Install only when the publisher is trusted, use scoped pre-provisioned credentials, avoid shared workspaces, and delete retained LinkFox output files when they are no longer needed.\n\nRisk: The artifact supports environment overrides for service URLs used by its scripts.\n\nMitigation: Prefer the default service endpoints and avoid environment URL overrides unless the replacement endpoint has been reviewed and approved.\n\nRisk: Repeated failed SP-API calls can trigger temporary store/interface protection responses.\n\nMitigation: Do not retry automatically after repeated 400, 403, 404, or 429 responses; fix parameters or authorization first and respect retry timing before trying again.\n\n## Reference(s):\n\n- [Skill API Reference](references/api.md)\n- [Authentication and Billing Onboarding](references/onboarding.md)\n- [Amazon Customer Feedback API v2024-06-01 Use Case Guide](https://developer-docs.amazon.com/sp-api/docs/customer-feedback-api-v2024-06-01-use-case-guide)\n- [Amazon getItemReviewTopics Reference](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtopics)\n- [Amazon getItemBrowseNode Reference](https://developer-docs.amazon.com/sp-api/reference/getitembrowsenode)\n- [Amazon getBrowseNodeReviewTopics Reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtopics)\n- [Amazon getItemReviewTrends Reference](https://developer-docs.amazon.com/sp-api/reference/getitemreviewtrends)\n- [Amazon getBrowseNodeReviewTrends Reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereviewtrends)\n- [Amazon getBrowseNodeReturnTopics Reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntopics)\n- [Amazon getBrowseNodeReturnTrends Reference](https://developer-docs.amazon.com/sp-api/reference/getbrowsenodereturntrends)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown guidance with shell commands and JSON response files]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Scripts save full API responses under a local linkfox session data directory and may print either full JSO"}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":"亚马逊商品与类目买家反馈洞察。用于按 ASIN 或 browse node 查询评论主题、主题提及量、星级影响、评价趋势、退货主题和退货趋势，帮助分析产品口碑及类目问题。用户提到亚马逊评论分析、评价主题、差评原因、评论趋势、退货原因、退货趋势、ASIN 口碑洞察、类目反馈、MENTIONS、STAR_RATING_IMPACT、Customer Feedback API 时触发。即使未明确提及 API，只要希望从聚合反馈中判断某个亚马逊商品或类目的常见好评、差评或退货问题，也应触发此技能。 Skill: 亚马逊-店铺买家反馈 Owner: linkfox-ai Summary: 亚马逊商品与类目买家反馈洞察。用于按 ASIN 或 browse node 查询评论主题、主题提及量、星级影响、评价趋势、退货主题和退货趋势，帮助分析产品口碑及类目问题。用户提到亚马逊评论分析、评价主题、差评原因、评论趋势、退货原因、退货趋势、ASIN 口碑洞察、类目反馈、MENTIONS、STAR_RATING_IMPACT、Customer Feedback API 时触发。即使未明确提及 API，只要希望从聚合反馈中判断某个亚马逊商品或类目的常见好评、差评或退货问题，也应触发此技能。 Tags: latest:1.0.8 Version history: v1.0.8 | 2026-09-14T04:56:07.576Z | user Update from 1.0.7 to 1.0.8 v1.0.7 | 2026-08-14T14:","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":1166,"uniquenessScore":48,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-10T09:10:08.884Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-10-10T09:10:08.884Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"protocol-neighbors","verified":false,"confidence":"medium","updatedAt":"2026-10-10T11:51:26.380Z","emptyReason":null},"items":[{"id":"8ebccd8e-3863-4187-8355-c3f14e1f9edf","entityType":"agent","canonicalPath":"/agent/iofficeai-aionui","slug":"iofficeai-aionui","name":"AionUi","description":"Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!","url":"https://github.com/iOfficeAI/AionUi","homepage":"https://www.aionui.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-10-09T19:11:12.944Z","createdAt":"2026-02-25T03:38:16.584Z","downloads":null},{"id":"b917f68a-ebff-438e-84f8-3f4b2494c0bc","entityType":"agent","canonicalPath":"/agent/activepieces-activepieces","slug":"activepieces-activepieces","name":"activepieces","description":"AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents","url":"https://github.com/activepieces/activepieces","homepage":"https://www.activepieces.com","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-15T02:22:12.426Z","createdAt":"2026-02-25T03:38:12.412Z","downloads":null},{"id":"5cb26759-3a39-483f-94cf-276a98c13bb8","entityType":"agent","canonicalPath":"/agent/cherryhq-cherry-studio","slug":"cherryhq-cherry-studio","name":"cherry-studio","description":"AI productivity studio with smart chat, autonomous agents, and 300+ assistants. 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