exploring-data-catalog – 数据目录探索 Skill

3周前更新 9 0 0 0

exploring-data-catalog 是帮助 AI Agent 浏览、检索并理解 AWS 数据目录的 Skill,可用于查找数据资产、查看表结构元数据以及梳理数据血缘关系,适合数据发现与数据治理相关任务。

Skill 安装

多 Agent 安装
npx skills add https://github.com/aws/agent-toolkit-for-aws --skill exploring-data-catalog

使用 npx skills 快速安装,支持将 Skill 添加到多个兼容的 AI Agent。

Skill 调研报告

Skill 详细介绍

aws/agent-toolkit-for-aws#exploring-data-catalog 是 AWS 官方 Agent Toolkit(aws/agent-toolkit-for-aws)仓库中的一个具体 Skill,主题是探索数据目录(Exploring Data Catalog)。

它属于 AWS Agent Toolkit 中面向数据分析场景的一类 Agent Skill,目标是让 AI Agent 能够围绕数据目录这一概念,帮助用户发现、查看、理解数据资产及其元数据,而不是让 Agent 去凭空猜数据结构。

把 aws/agent-toolkit-for-aws#exploring-data-catalog 拆开看,可以确认几件事:

  • 作者 / 组织:AWS(亚马逊云科技)官方
  • 仓库:aws/agent-toolkit-for-aws
  • Skill 名称:exploring-data-catalog
  • Skill 路径:仓库下的 exploring-data-catalog 目录 / 单元
  • 归属:AWS 官方 Agent Toolkit 系列 Skill 之一

很多所谓数据目录 Skill其实是第三方拼凑的提示词集合,aws/agent-toolkit-for-aws#exploring-data-catalog 的关键区别在于它来自 AWS 官方仓库,属于 AWS 围绕 Agent 使用云上数据服务而构建的工具集。

它本质上不是独立软件,不是 CLI,也不是可以直接双击运行的桌面程序。它是一套交给 AI Agent 加载的能力单元(Skill),Agent 读取它的说明与指令后,在对话里按数据目录的方式帮用户完成相关任务。

核心用途,可以归纳为几点:

  • 帮助 Agent 在对话中梳理、理解和呈现数据目录相关信息
  • 辅助用户探索数据资产:有哪些数据表、字段、元数据、归属
  • 帮助 Agent 按数据目录语义组织答案,而不是给出泛泛的猜测
  • 在 AWS 数据服务与 Agent 交互场景下,作为探索数据目录这一类任务的专用入口

主要解决的问题:

在没有这个 Skill 的情况下,当你问 Agent帮我看看某个数据集/数据目录里有什么时,Agent 往往只能给出通用描述或空泛回答。装上这个 Skill 之后,Agent 多了一层以数据目录为中心的处理思路,更容易围绕数据集、表、字段、元数据来组织回答。

适合的用户:

  • 使用 AWS 数据相关服务(数据目录、数据资产元数据)的工程师和数据分析人员
  • 希望让 AI Agent 帮助梳理数据资产的团队
  • 已经在用 AWS Agent Toolkit 系列 Skill,想补齐探索数据目录能力的用户

不太适合:

  • 完全不用 AWS 数据的纯本地项目
  • 期望它直接连数据库自动跑 SQL 的用户(Skill 本身不等于数据连接器)
  • 把它当作通用数据库客户端的人

需要注意一个边界:AWS Agent Toolkit 提供的是给 Agent 用的能力单元,真正访问 AWS 上的数据目录、元数据服务等资源,仍然依赖 AWS 侧的服务、权限和凭证。Skill 负责告诉 Agent 怎么按数据目录思路做,AWS 服务负责实际提供数据。两者不应混为一谈。

Skill 安全评估

简要判断:来自 AWS 官方仓库的 Agent Skill,来源可信度较高;但具体行为、涉及的权限和数据范围应当以官方仓库当前说明为准。这里不做绝对安全的结论。

一、来源可信度

aws/agent-toolkit-for-aws 属于 AWS 官方 GitHub 组织下的仓库,不是第三方个人账号或不明来源。这一点比来源不明的社区 Skill 更可信。但官方仓库不等于包治百病,具体能力边界仍然要看仓库当前内容。

二、Shell 与文件权限

以 Agent Skill 的常见工作方式看,这类 Skill 可能引导 Agent 执行本地命令或读取本地文件(例如读取项目中的配置、读取云凭证配置文件)来辅助完成数据目录相关任务。是否真的需要这些权限,以官方说明为准。

降低风险的建议:

  • 如果你只希望 Agent 帮助梳理和解释数据目录信息,可以关闭 Agent 的自动执行 Shell 权限,改为人工确认后再执行命令。
  • 不要让 Agent 在含有生产环境凭证的目录下无确认地运行命令。

三、AWS 凭证 / API Key 相关风险

探索数据目录通常会涉及访问 AWS 数据服务,这可能依赖 AWS 凭证(如访问密钥、临时凭证、角色等)。这里需要区分清楚:

  • Skill 本身:通常只是指令集合,不携带你的凭证。
  • 实际访问 AWS 数据:由你自己提供的 AWS 凭证或已配置的角色完成。

这意味着凭证泄露的主要风险点在于你自己的凭证如何被 Agent 使用和读取,而不在于 Skill 本身。

实操建议:

  • 使用具有最小权限的凭证,避免用管理员账号长期跑。
  • 优先使用临时凭证 / 角色,而不是长期访问密钥。
  • 不要把 AWS 访问密钥直接粘贴到对话里。
  • 不要把含密钥的凭证文件放在 Agent 自动可读、且无确认就会读取的位置。

四、网络访问

若该 Skill 涉及访问 AWS 服务,网络访问是正常用途所需,本身不属于危险信号。需要注意的只是:在什么网络环境下访问、访问哪些 endpoint。

五、Prompt Injection 与供应链风险

  • 如果 Agent 会把外部数据内容(如数据表注释、元数据描述)当成上下文一起处理,理论上存在被内容影响的可能,处理来自不受信来源的元数据时保持谨慎。
  • 供应链风险主要取决于你如何获取该 Skill。建议从 AWS 官方仓库获取,而不是从不明镜像或转发版本安装。

六、不修改已有项目的可能性

Agent Skill 通常不会主动修改你的代码仓库,除非你明确让它改。若担心,可以在重要项目上先使用版本控制,出现意外改动时可回退。

Skill 使用要求

一、Agent / 客户端

aws/agent-toolkit-for-aws#exploring-data-catalog 来自 AWS 官方 Agent Toolkit 仓库。该仓库与 Agent Skill 生态关系紧密,适合在支持 Skills / 自定义 Skill 加载机制的 AI Agent 中使用,例如 Claude Code 等。

关于其他主流 Agent:

  • Claude Code:属于对 Agent Skill 支持较直接的一类客户端,通常可以优先尝试。
  • Codex、Cursor、Trae、OpenClaw、WorkBuddy:官方没有提供完整的第三方 Agent 兼容列表。从 Agent Skill 的通用工作方式看,只要这些 Agent 支持加载 Skill、自定义指令或类似机制,通常可以尝试使用。不同 Agent 的加载方式和兼容程度可能不同,具体以对应 Agent 当前版本为准。

请不要默认所有 Agent 都能开箱即用,安装前先确认你的 Agent 是否支持 Skill 加载。

二、运行环境 / 依赖

该 Skill 以 Skill 单元形式提供,官方没有公布统一的硬性环境版本要求。以下几点需要以官方仓库当前说明为准:

项目 要求
Agent 支持 Skill 加载的 Agent(Claude Code 等优先尝试)
Node.js 若官方或 Agent 明确要求,按官方说明安装
Python 若官方或 Agent 明确要求,按官方说明安装
Git 用于从 AWS 官方仓库获取 Skill 时通常需要
网络 访问 AWS 数据服务时通常需要
Git / 包管理工具 按 Agent 与官方说明确定

不要在官方未明确版本时,自行假设某个 Node.js 或 Python 版本是硬性要求。

三、权限

  • 文件读取:如果 Skill 需要读取本地配置或数据相关文件,属于可选 / 视场景而定。
  • 文件写入:通常不是必需。
  • Shell:视使用方式而定,可以在不开启自动执行的情况下手动执行,属于可选。
  • 网络:访问 AWS 数据服务时通常需要,属于可选但常见。
  • GitHub:获取 Skill 时可能需要,使用过程中一般不涉及。

四、账号 / API Key

要区分两件事:

  • Skill 本身:通常不需要额外的账号 / API Key 才能加载。
  • Skill 所操作的数据:要真正访问 AWS 上的数据目录、元数据等资源,通常需要有效的 AWS 凭证与相应权限。

不要把这两件事混为一谈。Skill 本身不需要凭证,不代表使用它的任务不需要凭证。

最小使用条件

  1. 一个支持 Skill 加载的 AI Agent(优先 Claude Code 等)。
  2. 按官方说明获取 aws/agent-toolkit-for-aws 中的 exploring-data-catalog 这个 Skill。
  3. 如需访问 AWS 数据,准备好最小权限的 AWS 凭证。
  4. 相对稳定的网络环境。

Skill 安装、使用与卸载教程

一、安装

本页面已经提供 Skill 安装指令,可以直接复制本页面的安装指令,粘贴到对应的 Agent 或终端执行。

如果不知道你的 Agent 如何安装 Skill,可以直接询问当前 Agent:

如何安装 aws/agent-toolkit-for-aws#exploring-data-catalog?

如何在 Claude Code 中安装 aws/agent-toolkit-for-aws#exploring-data-catalog?

如何在 Cursor 中安装 aws/agent-toolkit-for-aws#exploring-data-catalog?

让 Agent 根据自己的 Skill 加载 / 管理机制给出针对性的安装方式。不同 Agent 的安装路径和方式存在差异,不建议直接照搬其他 Agent 的安装命令。

二、安装后如何使用

安装完成后,Skill 通常不会自动运行,需要你在合适的任务中显式触发,或在 Agent 判断匹配时使用。

适合交给这个 Skill 的任务类型:

  • 梳理一个数据目录里有哪些数据资产
  • 理解数据表 / 字段 / 元数据
  • 围绕数据目录语义让 Agent 生成说明、整理或查询思路

自然语言使用示例:

使用 exploring-data-catalog,帮我梳理这个数据目录里有哪些数据集和字段。

使用 exploring-data-catalog,把这些元数据整理成一份便于阅读的数据资产说明。

使用 exploring-data-catalog,帮我理解这个数据表里各字段的含义和用途。

提示:这些示例是自然语言提问,不是 Shell 命令,也不是官方 Slash Command。具体触发词以官方说明和你的 Agent 实际行为为准。

三、卸载

卸载保持简单即可:

  • 使用对应 Agent / Skill 管理器提供的删除方式,删除该 Skill。
  • 或直接询问当前 Agent。

如何卸载 aws/agent-toolkit-for-aws#exploring-data-catalog?

不同 Agent 的 Skill 安装位置和管理方式可能不同。如果没有统一卸载命令,直接询问当前 Agent 如何移除 aws/agent-toolkit-for-aws#exploring-data-catalog 通常更稳妥。

常见问题

1. 安装后 Agent 没有识别到这个 Skill,怎么办?

先确认三件事:Skill 是否真的放到了该 Agent 要求的加载路径;Agent 版本是否支持 Skill 加载;是否重启了会话 / 重新加载了 Skill 列表。仍然不行,直接问 Agent:为什么没有识别到 aws/agent-toolkit-for-aws#exploring-data-catalog?

2. 可以同时装到多个 Agent 里吗?

通常可以。Skill 本质是指令单元,不同 Agent 各自维护自己的 Skill 目录。是否支持取决于每个 Agent 的机制,不会因为装了多个 Agent 而互相冲突。

3. 中国大陆使用有网络要求吗?

从官方仓库获取 Skill 以及访问 AWS 数据服务时,网络可达性可能受限。建议在能稳定访问对应仓库与 AWS 服务的网络环境下使用,具体以你实际环境为准。

4. 它会自动修改我现有的项目吗?

一般不会主动修改。在重要项目上使用前,建议先纳入版本控制,出现意外改动可以回退。

5. 可以关闭 Shell 自动执行权限吗?

可以。如果你只是希望 Agent 帮助梳理和解释数据目录信息,关闭自动执行并改为手动确认,是降低风险的合理做法。

6. Skill 更新后需要重新安装吗?

以你所用 Agent 的 Skill 管理方式为准。有些 Agent 支持便捷更新,有些需要重新拉取。直接询问当前 Agent 如何更新这个 Skill 最稳妥。

7. 它和通用数据库客户端有什么区别?

它是给 Agent 用的数据目录探索能力单元,重点在于让 Agent 以数据目录语义理解和组织信息,而不是替代数据库客户端去执行查询。真正的数据访问仍依赖 AWS 侧服务与凭证。

Skill 更新日志

版本列表
无版本号
fix(aws-startup-advisor): recommend AgentCore over classic Bedrock Agents (#340) Ported from awslabs/startups#263. The architect-for-startups Strands decision guide still recommended classic Bedrock Agents for managed multi-agent orchestration; that service entered maintenance mode and closed to new customers on 2026-07-30. Point the guide at Strands multi-agent primitives on AgentCore Runtime instead, and replace the outdated TypeScript container-only claim with the direct-code vs container deployment choice. Co-authored-by: Logan Kleier
无版本号
docs(payments): document WorkloadIdentity name lowercasing IAM mismatch + CloudTrail debug fallback (#338) Co-authored-by: Khusbu Mishra
无版本号
feat(aws-startup-advisor): add AWS Startup Advisor plugin (#329) * feat(aws-startup-advisor): add AWS Startup Advisor plugin Ports the AWS Startup Advisor plugin from its upstream source repository into this repo as a native, first-class plugin at plugins/aws-startup-advisor. Contents (893 new files): - 10 skills: agent-advisor, architect-for-startups, contextual-offers-for-startups, gcp-to-aws, heroku-to-aws, llm-to-bedrock, knowledge-base-for-startups, prompt-library, start-building-for-startups, startup-advisor - 7 agents, 4 scripts, 126 fixture files - Multi-host manifests: .claude-plugin/, .codex-plugin/, .cursor-plugin/ - Plugin README Re-homed to destination conventions: - Declares exactly one MCP server (the unified AWS MCP server); prose describing capabilities outside that server's 10 aws___* tools was brought in line with what it can actually do. - whitelist -> allowlist across 10 files, matching repo house style. - Stale cross-plugin path references rewritten to resolve at the new location. Schema $id URNs that use "migration-to-aws" as a stable namespace identity are deliberately unchanged. Repo-level registration: - Registered in .claude-plugin/, .agents/plugins/, and .cursor-plugin/ marketplace.json, and listed in README.md. Shared-config fix (.markdownlint-cli2.yaml): - The frontMatter regex "^---\s*$[\s\S]*?^---\s*$" never matched, because \s consumes newlines so \s*$ runs past the line end and the closing fence anchor never lands. markdownlint therefore linted YAML frontmatter as body content. Anchored it on explicit newlines instead. Without the fix the repo reports 549 errors across 442 locations, all inside frontmatter; with it, 0. The 1619 pre-existing files lint at 0 errors under both the old and new regex, so this is not a behavior change for existing content. * ci: exempt typing-extensions from the licence allowlist The dependency-review gate fails on plugins/aws-startup-advisor because typing-extensions 4.15.0 publishes the composite licence expression "Python-2.0 AND GPL-1.0-or-later AND Python-2.0 AND BSD-3-Clause AND Python-2.0 AND BSD-3-Clause AND 0BSD". The shared Amazon OSPO config is an allowlist, and every term in a composite expression must match, so the single unlisted GPL-1.0-or-later term fails the whole package. That term is an artifact of the historical Python licence text bundled in the package's LICENSE file, not an actual GPL grant -- typing-extensions is PSF-licensed. The package reaches this repo only transitively: jsonschema -> referencing, openai -> pydantic/anyio, and exceptiongroup. Scoped as narrowly as the action allows: - Licence-only. Vulnerability checks still apply to this package. - One named package, by purl. - Applied as an inline input, which the action merges per key over the config file, so the shared allow-licenses list is untouched and the config-file SHA pin is unchanged. The alternative was dropping the two uv.lock files that surface the transitive closure, which would have cost 918 pinned file hashes across the two script environments to work around a metadata false positive. * fix(aws-startup-advisor): drop unsupported "agents" key from plugin.json Claude Code 2.1.278 rejects `"agents": "./agents/"` in .claude-plugin/plugin.json, and an unknown key invalidates the whole manifest, so the plugin fails to load entirely. The key was introduced during the port and is not present anywhere else: not in the upstream manifest, and not in this plugin's .codex-plugin or .cursor-plugin manifests. No sibling plugin in this repo declares it either -- aws-agents uses `skills`/`mcpServers`, aws-core uses `hooks`. Nothing is lost by removing it: Claude Code auto-discovers the default agents/ directory, and all 7 agent files remain in place. Reported by Gen Li during migration testing. Note for follow-up: `mise run validate` passes both with and without this key -- lint:manifests and lint:spec (Agent Plugins v1.0.0) both accept a key that Claude Code rejects, so the loading failure was invisible to the repo's own gates. * feat(aws-startup-advisor): port upstream azure-to-aws skill and cache-only pricing Brings the plugin up to date with upstream changes that postdate the original port snapshot. New capability: - azure-to-aws (skill #4) — seven-phase Microsoft Azure to AWS migration over canonical Microsoft.* ARM resource types, with an opt-in generate gate and a what-if repricing workshop. Includes the azure-iac-terraform fixture corpus and its five deterministic asserters (Discover, Design, Clarify x2, Estimate). - skills/shared/ai/ and skills/shared/clarify/ canonical fragments (AI migration guardrails, design-ref harness, clarify assembly), mirrored byte-identical into each consuming skill's references/vendored/ tree. - heroku-to-aws/scripts/ — the Heroku report validator moves in beside the skill that uses it, out of the plugin-level scripts/ directory. - tf-best-practices — three ElastiCache policy fixtures plus the matching validator and security-posture rules. Cache-only pricing, applied consistently across every skill: - Documentation and regional-availability lookups go through the unified AWS MCP Server (aws___* tools). The plugin still declares exactly one MCP server. - No live pricing lookup. A service absent from the pricing cache resolves to "estimated" (a formula constant carrying a published rate, stated verbatim) or "unavailable" (excluded from totals with a warning) — never a guess. - No AWS Pricing Calculator integration; calculator_url is always null. The upstream azure-to-aws skill was authored on a branch predating the cache-only consolidation and merged after it, so it arrived still referencing the removed pricing and knowledge MCP servers. Every substitution here follows upstream's own gcp-to-aws conversion rather than a local invention; the three azure-only files with no gcp counterpart got the same mapping by hand. Two cross-references that the mismatch had left dangling are removed: the workshop calculator-link procedure and an MCP retry ladder that no longer exists. Registration and docs: - Azure added to the plugin README skill table and prose, the root README, and the Claude/Cursor marketplace descriptions and keyword lists (75 keywords, consistent across all four plugin manifests). - Skill descriptions re-trimmed under the 1024-character limit (azure-to-aws 1020, gcp-to-aws 989, heroku-to-aws 1000). Verified: mise run validate (manifests, skill parity, Agent Plugins v1.0.0) — pass; mise run lint:md over 2385 files — clean; gitleaks over both history and the working tree — no leaks; all five azure fixture asserters — pass; 44 vendored files byte-identical to their canonical sources. * feat(aws-startup-advisor): add report cost-figure crosscheck and harden prompt library Ports two upstream changes into the vendored plugin. Cost-figure crosscheck: the report validator now verifies that the dollar figures rendered in a migration or decision report match the estimate they came from, via data-cost-key HTML anchors. Adds the anchor spec to the gcp-to-aws and heroku-to-aws report templates, tags the golden fixtures, and makes the gcp decision-gate asserter pass --estimation-infra so the gate is actually exercised rather than skipped. Prompt library hardening: scopes servicequotas:RequestServiceQuotaIncrease to EC2 and SageMaker quota ARNs instead of "*", drops "curl -k" in favour of a verified TLS call, and reframes the security baseline kit as a starting point that needs review before production. Also extends the anchor requirement to azure-to-aws, which invokes the same shared validator but shipped no anchor guidance. Azure records current spend under current_costs.azure_monthly, which the validator does not map, so only the aws_monthly_balanced anchor applies there. * docs(aws-startup-advisor): tighten AWS terminology in reference content Ports the upstream terminology pass over the knowledge-base and architect reference material. Replaces collective descriptions of AWS ("the AWS ecosystem", "the AWS platform") with what is actually meant -- AWS services, the AWS community, the AWS Partner Network, or a specific named service -- and softens overclaimed outcomes ("ensures" -> "helps" / "is designed to", "guaranteed response times" -> "target response times"). Where the original wording sat inside a direct quotation, the quote is left intact and the surrounding sentence is reshaped instead, so no one is quoted saying something they did not say. Third-party product names, the startup ecosystem, and partner ecosystems are unchanged. Also switches the heroku-live-capture fixtures to RFC 2606 reserved example addresses. Heading markers differ from upstream in 14 of these files: this repo enforces markdownlint MD036, so emphasis-as-heading lines are real headings here. Prose content is identical to upstream. * docs(aws-startup-advisor): sync upstream docs refresh through 604df6f Ports five upstream source-repository PRs that landed after the previous sync at cd8fc31: - #301 advisor docs refresh: azure-to-aws corrects its phase count to 6 and states that Bicep, ARM, live `az` capture, and RDfA are planned follow-ups rather than supported today. - #333 uses an RFC 2606 reserved domain in the Provider invitation example instead of a live one. - #334 adds template-verification guidance before the CloudFormation Launch Stack shortcuts in the budgets article. - #335 replaces a named third party's personal email address with the Merge offer page and Help Center. - #336 adds a safety note to the AI-analytics article: credit and lending model output must support a qualified human reviewer and cannot be the sole basis for approval or denial. Upstream's `setup.md`, `advisor/README.md`, and `advisor/AGENTS.md` changes are out of scope for this port. Three files could not be taken byte-verbatim: this repo enforces markdownlint MD059 (descriptive link text) and MD036 (no emphasis as heading), which upstream does not, and faq.md documents installation from this repo rather than from the upstream source. Upstream's changed lines were applied into them individually; the residual divergence is unchanged at 26 lines, all of it those two lint rules plus that one re-homing. * fix(aws-startup-advisor): stop instructing a pricing-calculator link that is never produced Under cache-only pricing there is no AWS Pricing Calculator integration and `estimation_summary.calculator_url` is always `null`. Two files in each of gcp-to-aws and azure-to-aws still told the agent to render a link "per non-null calculator_url" and justified it with "AWS computes regional prices server-side there", which contradicts cache-only pricing outright: - references/phases/workshop/workshop-compare.md - references/shared/report-decision-core.md The non-null condition means a literal reading already emits nothing, so output is unaffected. The risk is the standing suggestion that a shareable calculator estimate exists and is expected here, which invites a fabricated calculator.aws URL or a claim that prices were computed server-side when they came from the bundled cache. Both now state that the field is always `null` and that no link is rendered, matching heroku-to-aws, which was already correct. This diverges from upstream deliberately. * docs: point AWS Startup Advisor install instructions at this repository Addresses both review comments on #329. The `aws-startup-advisor` entry in `claude-plugins-official` is a git-subdir source pinned to a different repository and subdirectory, so `/plugin install aws-startup-advisor@claude-plugins-official` installs that distribution rather than this one. Merging this PR updates this repository's marketplace but cannot change that external entry. The root README now gives this repository's marketplace route and notes what the official-marketplace name currently resolves to; the same correction is applied to the FAQ reference the skill serves to users. The plugin README previously deferred all installation to the root README's Quick start, whose standalone-skills command targets `aws/agent-toolkit-for-aws/skills`. None of these 11 skills live in that tree, so Kiro and fx users following it got no Startup Advisor. It now carries a plugin-specific command, verified to resolve all 11 skills and 852 files: npx skills add aws/agent-toolkit-for-aws/plugins/aws-startup-advisor/skills --skill '*' It also notes that the skills must be installed together, since `agent-advisor` delegates to `gcp-to-aws`, and that a standalone install does not configure the `aws-mcp` server from `.mcp.json`. * fix(aws-startup-advisor): stop naming the wrong skills in the generic phase workers Both generic phase workers opened by scoping themselves to "a DSL-driven migration skill (`gcp-to-aws` or `heroku-to-aws`)". That list is wrong in both directions: `gcp-to-aws` ships no `references/vendored/dsl/INTERPRETER.md` and never dispatches these workers, while `agent-advisor` and `azure-to-aws` do and went unnamed. The list was introduced by this port. Upstream reads "(migration-to-aws)" — the old plugin name — and re-homing it to this repo's skill names picked the wrong two. Dropping the list entirely rather than correcting it: the very next line says the worker is phase-agnostic and takes its phase from the dispatch context, so enumerating callers in the prompt is both inaccurate and pointless. --------- Co-authored-by: Bear Zietz
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fix(eventbridge): rename the new-bus CLI command to aws eventsv2 (#336) * fix(eventbridge): rename the new-bus CLI command to aws eventsv2 The CLI command for the new custom event buses is aws eventsv2. The skill wrote aws eventbridgev2 in every CLI example and in the prose that states the service's names, so an agent following it would run a command that does not exist. Renames all 25 CLI invocations and updates the naming prose: the CLI command and the endpoint host are eventsv2, the SDK clients remain eventbridgev2, and the IAM namespace remains events. The wrong-namespace warnings now name eventsv2: as the likelier mistake, since a reader copies it from the command they just ran. Also drops events:SystemMetadata/EventGroupId from the condition-key table in references/authorization.md. The service does not populate it, and a documented key that is never populated fails closed without a signal: a StringEquals Allow can never be satisfied and a StringNotEquals Deny always fires, neither raising an error. * bump event bus skill to version 3 * Updating skill version to 2
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docs(msk): Add ZooKeeper-to-KRaft guidance (#316) Document in-place migration availability and require agents to use the current Amazon MSK Developer Guide as the source of truth. Co-authored-by: a-lmillette Co-authored-by: anasstahr
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feat(aws-marketplace-skills): add aws-marketplace-metering skill (#333) Add a skill for AWS Marketplace usage-based (PAYG) metering: deploying a serverless metering integration (ResolveCustomer, BatchMeterUsage, EventBridge via SAM), and querying and debugging metering records, statuses, failures, and billing discrepancies. Covers Concurrent Agreements, multi-product routing, CloudTrail Event History, Seller Reports, per-Region metering, and IAM setup. Co-authored-by: geojomon Co-authored-by: anasstahr
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feat(eventbridge): add amazon-eventbridge-event-bus skill (#334) * feat(eventbridge): add amazon-eventbridge-event-bus skill * style(eventbridge): fix markdown lint violations Align the two dash list markers in SKILL.md with the file's asterisk style (MD004/ul-style), and promote three bold pseudo-headings in references/target-contract.md to level-3 headings (MD036). Content unchanged.
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docs(cloudwatch): update aws-observability to v6 and setting-up-cloudwatch-observability (#332) * docs(cloudwatch): update aws-observability to v6 and setting-up-cloudwatch-observability to v2 Mirrors CR-307493010 from AWSMCPSOPs (commit 69f5bd3) to public toolkit: - aws-observability: v5 → v6, updated description for router disambiguation, expanded routing guidance (scope guard, service-health step 0.5, must-state callouts), cloudwatchomni CLI/SDK rename throughout - setting-up-cloudwatch-observability: v1 → v2, sharpened description, expanded routing rules including GitHub-not-supported clarification - Removes references/azure-ingestion/ (top-level) and github-integration.md from setting-up-cloudwatch-observability (no longer in source) - Updates 21 reference files with cloudwatchomni CLI/SDK rename and content sync * fix(lint): fix markdown lint errors in cloudwatch skill files * fix(plugin): sync aws-core plugin aws-observability with core-skills * fix(spec): use metadata.version format for plugin-synced skill * fix(security): replace base64 pagination token example with placeholder
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feat(resilience-skills): add aws-fault-injection-service skill (#323) Adds a specialized skill for AWS Fault Injection Service (AWS FIS) covering experiment design, the actions catalog, the scenario library, experiment lifecycle and monitoring, multi-account experiments, the experiment IAM role, and blast-radius safety. Contents: - SKILL.md with request routing and a safety-first workflow - references/fis-concepts.md: templates, actions, targets, stop conditions - references/fis-workflow.md: end-to-end authoring and run procedure - references/fis-actions-reference.md: action catalog and selection guidance - references/fis-api-reference.md: CLI and API surface - references/fis-security.md: experiment IAM role and least-privilege patterns Placed under resilience-skills alongside aws-resilience-lifecycle and recovery-controller-setup, which the skill description cross-references. Co-authored-by: Giuseppe Randazzo Co-authored-by: anasstahr
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feat(cloudwatch): update aws-observability to v5 and add setting-up-cloudwatch-observability skill (#326) * feat(cloudwatch): update aws-observability skill to v5 Updates the aws-observability skill to v5. Extends coverage to include CloudWatch Omni (Application Observability): SQL over logs/traces, PromQL over metrics, views, dashboards, alerts, context graph, programmatic access (API/SDK/CLI/CFN), and agent-quality evaluation on OTel traces. Restructures references and scripts into cloudwatch/ and cloudwatch-omni/ subdirectories. Tested with: Claude Code, Kiro, Q CLI. * feat(cloudwatch): add setting-up-cloudwatch-observability skill Adds the setting-up-cloudwatch-observability skill (v1). Covers first-time setup of a CloudWatch Application Observability (Omni) Space or Domain: access grants and profiles, ingestion endpoint provisioning, ADOT SDK instrumentation for Python, Node.js, Java, .NET on EC2/ECS/EKS/Lambda and AI agents (Strands, LangChain, LangGraph, CrewAI, OpenAI Agents, Vercel AI), Azure telemetry ingestion via the CloudWatch agent, and DevOps Agent / Slack integration. Text-only skill (no executable code); security-reviewed: Guardian PASS. Tested with: Claude Code, Kiro, Q CLI. * fix(lint): fix markdown lint errors in cloudwatch skill files * fix(lint): fix remaining markdown lint errors * fix(plugin): sync aws-core plugin aws-observability with core-skills * fix(security): replace base64 pagination token example with placeholder
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docs(aws-serverless): document SnapStart container image support (#324) SnapStart now supports the container image deployment format (in addition to ZIP) for Java 11+, Python 3.12+, and .NET 8+, including AWS Lambda base images and custom base images. Adds a Container images note linking the runtime-hooks and SnapStart uniqueness docs. Bumps skill version 2 -> 3.
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chore: update CODEOWNERS (#322)
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docs(payments): Coinbase Marketplace subscription, connector statuses, and authorizationUrl open guidance (#320) - Marketplace subscription (Coinbase-wide): why it's required, the consolidated-billing + SubscriptionRequiredException (403) statement, and the subscribe steps (logged-in AWS Console -> View purchase options -> review terms -> Subscribe). - Step 4 recovery for a SubscriptionRequiredException at deploy: the CLI provisions manager+connector in one CloudFormation stack, so the failure rolls back and deletes the PaymentManager; recheck via GetPaymentManager and, if ResourceNotFoundException, restart from Step 3a -> 3b -> deploy. - Connector status handling: add PROVISIONING (transient) and AWS_MARKETPLACE_SUBSCRIPTION_REQUIRED (terminal -> subscribe then recreate) to the poll loop and the debugging entry, alongside READY / AUTHENTICATION_EXPIRED / AUTHENTICATION_FAILED. - authorizationUrl handling: correct that the AgentCore CLI does NOT auto-open the URL today. The agent drives it: on the developer's machine open via the OS opener (open/xdg-open/start = navigate, not a fetch); headless/remote/CI -> print the URL for the developer. Never curl/HEAD/WebFetch/preview it (open != fetch). Co-authored-by: Khusbu Mishra
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feat(aws-core): add aws-well-architected-review skill (#319) Adds a Well-Architected Framework review skill under skills/core-skills/ and bundles it with the aws-core plugin. The skill reviews a workload across all six pillars. It discovers the framework question and best-practice inventory from the live AWS documentation rather than embedding a snapshot, then analyzes code, IaC, and configuration to produce evidence-backed findings with best-practice ID citations and Eisenhower-prioritized remediation. It supports full, quick, pillar-scoped, score, and lens-specific review modes. - Add the skill under skills/core-skills/aws-well-architected-review/ (9 files, text-only) and a byte-identical bundled copy under plugins/aws-core/skills/. - Add a row to the aws-core plugin README skills table. - Expand the aws-core description and keywords in the four plugin manifests and the two marketplace indexes so Well-Architected queries surface the plugin.
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feat(aws-cloudformation): Add dedicated CloudFormation validation tool guides (#318) * feat(aws-cloudformation): Add dedicated CloudFormation validation tool guides * Remove deprecated scripts * Remove unneded metadata * Set version as string * fix lint issues
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docs(agents-build): document Tempo/MPP networks, funding, and debugging (#317) The payments.md MPP section covered the wire protocol but the Supported Networks table and funding steps were x402-only (Base Sepolia + Circle). Agents wiring "add MPP payments" were pointed at the wrong network/asset to fund a Tempo endpoint. Adds, grounded in the AgentCore Payments ProcessPayment 4XX/5XX runbooks: - MPP networks/providers/funding subsection: Tempo mainnet (eip155:4217) and Moderato testnet (eip155:42431), StripePrivy-only (Coinbase cannot pay Tempo), auto-detected from the MPP 402, canonical stablecoin pathUSD - Step 7 funding branch for Tempo Moderato via the Tempo faucet - MPP debugging rows: MPP_ACCESS_NOT_ALLOWLISTED, MPP_EVM_NON_CANONICAL_USDC, TEMPO_INSUFFICIENT_BALANCE/memo, Coinbase-Tempo-unsupported - Clarifying note that the x402 Chains table excludes Tempo (MPP-only) Co-authored-by: Raju Ansari
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feat(aws-ai-ml): add inference optimization to model-deployment (#315) * feat(aws-ai-ml): add inference optimization to model-deployment Adds a new capability to the aws-ai-ml skill and brings the rest of its reference content up to date, applied identically to both copies. ## Inference optimization model-deployment could generate deployment code but had nothing to say about what to deploy onto. The agent either asked the user for an instance type or picked one from its own priors, with no way to check the choice against measured behaviour. A new optimization reference covers three workflows: benchmark measure latency and throughput on an existing endpoint, including replaying captured production traffic rather than synthetic load recommend run a recommendation job and read back the published hosting configurations, instead of naming an instance type from memory compare put candidate configurations side by side on the same workload references/model-deployment/references/optimization/benchmark-workflow.md references/model-deployment/references/optimization/benchmarking-guidance.md references/model-deployment/references/optimization/recommendation-workflow.md references/model-deployment/references/optimization/recommendation-options.md references/model-deployment/references/optimization/recommendation-deploy.md references/model-deployment/references/optimization/interpreting-results.md references/model-deployment/references/optimization/huggingface-to-s3.md with three matching notebook templates: references/model-deployment/code_templates/optimize-benchmark.py references/model-deployment/code_templates/optimize-recommendation.py references/model-deployment/code_templates/optimize-huggingface-to-s3.py The templates comment out their `%pip install` setup line and carry it as `# NOTEBOOK_ONLY`, matching the five existing deploy-*.py templates. A bare cell magic is not valid Python, so an uncommented one cannot be parsed by any tool that reads the template as source; the marker is what carries the notebook-only meaning, per code_output_guide.md. ## Region availability references/planning/references/region-availability.md is new. Serverless model customization and inference optimization are not available in every region, and planning previously discovered that only by failing partway through. The reference lets planning fast-fail on an unsupported region before any resource is created. ## Reference content sync The remaining files are accumulated updates to existing references — model-selection determinism (deterministic ordering of model lists, and a soft-term to exact-value mapping so "small" resolves predictably), a finetuning region gate, and updated deployment guidance. No workflow was removed. metadata.version is bumped to "4" to cover the content changes. Text-only content plus notebook templates; no new executable scripts are added. Co-authored-by: Jicheng Wang * fix(aws-ai-ml): resolve markdownlint errors and sync canonical copy for plugin parity --------- Co-authored-by: aws-sssjwang Co-authored-by: Roman Shevchuk
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feat(skills): add amazon-neptune skill (#219) * feat(skills): add amazon-neptune skill Adds guidance for Amazon Neptune Database and Neptune Analytics covering graph and knowledge-graph workloads: engine selection (Database vs Analytics), fraud rings, identity resolution, recommendations, agentic memory, GraphRAG, Gremlin / openCypher / SPARQL, Neo4j migration, connectivity, performance, and troubleshooting. Mutating operations require explicit user confirmation; destructive operations (delete, reset-graph, failover, major upgrade) are refused and redirected to change control. * chore(amazon-neptune): bump skill version to 3 for production release * chore(amazon-neptune): set skill version to 1 for production release --------- Co-authored-by: Victor Servin Co-authored-by: Victor Servin Co-authored-by: Arne Wouters
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fix(aws-agents): correct payment manager name rule in payments reference (#312) The payments reference stated that payment manager names allow underscores. They do not: manager names must be alphanumeric only. Co-authored-by: Tushar Kapoor
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fix(aws-starter-rules): refine wording for cross-region resource creation (#308) Co-authored-by: Mingda Ma
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fix(aws-agents-for-devsecops): missing S3 bucket ownership verification (#305) * Merge commit from fork The Security Agent skills derive a deterministic scan bucket name (security-agent-scans--) from the non-secret caller account ID. Because S3's namespace is global, a third party can pre-register the predictable name; the skills validated the bucket by existence only, so source archives (containing .env, *.pem, terraform.tfstate) could be uploaded into an attacker-owned bucket. - setup-security-agent: head-bucket now asserts --expected-bucket-owner and a 403 on a foreign-owned bucket is fatal; create-bucket treats BucketAlreadyExists as fatal (distinct from BucketAlreadyOwnedByYou) and re-asserts ownership after creation before any use. - scanning / diff-scanning / threat-modeling: every 'aws s3 cp' upload now passes --expected-bucket-owner so writes fail closed if the bucket is not owned by the caller. - Added ownership Rules and troubleshooting notes. Mirrors awslabs/mcp#4490 (MCP server path) for the Claude plugin skills. * Bump plugin version --------- Co-authored-by: Arne Wouters Co-authored-by: Arne Wouters
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docs: add fx setup to the quick start and skills guides (#306)
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feat(aws-containers): add ECS Action Logs guidance (#304) Co-authored-by: Matthew Goodman
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feat: updated cdk skill with new info about faster deployment methods (#303) Co-authored-by: Shadowcat567
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feat(managing-amazon-msk): add custom domain name to Amazon MSK skill (#302) * feat(managing-amazon-msk): add custom domain name skill * fix linting issue * Fixing all reported linting errors
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docs(setup-instructions): split troubleshooting from onboarding runbook and streamline (#301) * docs(setup-instructions): split troubleshooting from onboarding runbook and streamline Behavior-preserving refactor of the agent onboarding runbook. No install or configuration command changes; same steps, order, and end state. - Move per-step error tables into a new setup-troubleshooting.md, linked from each step in setup.md. - Consolidate Parameters and Dependencies into a single 'Before you start' block and add a 'How to run this file' note stating one autonomy mode (gather inputs up front, then run; pause only for the browser aws login and the interactive aws configure agent-toolkit wizard). - Add a note that the piped AWS CLI installer can be downloaded and inspected first, linking the official install page. - De-duplicate the generated aws-mcp MCP entry: describe the env/profile edit the agent must add (AWS_MCP_PROXY_PROFILES) instead of restating the full JSON the wizard writes, reducing drift. setup.md 305 -> 222 lines; error content preserved in setup-troubleshooting.md. * docs(setup-instructions): add back-links from troubleshooting to each step Add a 'Back to Step N' link at the top of each troubleshooting section (and General error handling) pointing to the corresponding step in setup.md, so navigating between a failed step and its resolution is a near-zero-cost round trip. Addresses the one dimension where the single -file layout was easier (0-hop inline lookup). No error content changed. * fix(setup-instructions): stop Step 7 from overwriting project rules files Fixes #282. Step 7 previously told the agent to save the AWS rules to CLAUDE.md / AGENTS.md (and .cursor/rules, .kiro/steering), which overwrites the project's own agent instructions — a quiet, sometimes unrecoverable data loss. Step 7 now creates the file only if absent, otherwise appends the rules under idempotent markers (replacing only the marked block on re-run), and asks the user when it cannot tell whether appending is safe. Also adds a precedence note to rules/aws-agent-rules.md and rules/aws-starter-rules.md: project instructions take precedence where they conflict with the AWS rules. --------- Co-authored-by: Devanshu Bhimwal
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fix(aws-core): make secret-safety hook interpreter cross-platform (#207) (#284) The PreToolUse hook hardcoded `python3`, which on Windows resolves to the Microsoft Store app-execution-alias stub (python.org installs only `python.exe`). The stub exits non-zero on every Bash call, producing a noisy hook-error banner and — worse — causing the secret-safety guard to silently fail open so plaintext secret fetches are no longer blocked. Replace the hardcoded interpreter in both hook entries with a POSIX fallback chain that tries `python3`, then `python`, then `py -3`, keeping the single-command-string form required for Codex compatibility (#98). stderr on the first two attempts is suppressed so the Store-stub message is not surfaced when a working interpreter is found. Verified locally: guard deny/allow matrix unchanged (9/9), and a stubbed `python3` exiting non-zero now falls through to `python` and still denies. Known limitation: the `sh -c` chain does not cover Windows without Git Bash (PowerShell); the silent fail-open warning is left as a follow-up.
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fix(asm-exec): resolve secrets via run_script (fixes #293) (#296) * fix(asm-exec): resolve secrets via run_script aws___call_aws was removed on 2026-08-31, so asm-exec resolved no secrets: _resolve_via_mcp called a tool that no longer exists. Port the MCP path to aws___run_script, which runs a short server-side script calling call_boto3('secretsmanager', 'GetSecretValue', ...) and returns the response as the script's return_value. Also fix two defects that made the failure impossible to diagnose: - The transport timeout was hardcoded to 10s, but the run_script boto3 round trip measures ~13s, so every attempt timed out. Default it to 30s and make it configurable via ASM_EXEC_MCP_TIMEOUT. - _resolve_via_mcp collapsed every exception into one "Failed to resolve" string. Report the specific cause (removed/renamed tool, timeout, unreachable endpoint, denied permission, missing secret) on stderr, without ever including the secret value. _extract_secret_string now also traverses the run_script envelope's return_value key (legacy result/output keys kept for back-compat). Embed call_boto3 arguments with repr so secret ids and version stages cannot break out of the generated script. Update SKILL.md to match. Fixes #293 * refactor(asm-exec): drop unused _mcp_post timeout parameter Address review feedback on #296: no caller passes a timeout, so the parameter was dead. _mcp_post reads the module-level MCP_TIMEOUT directly, keeping the timeout configurable via ASM_EXEC_MCP_TIMEOUT. --------- Co-authored-by: Bidesh Thapaliya
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feat: 90-minute async/ESM timeout guidance for aws-lambda-managed-instances (#300) Documents the 90-minute (5400s) Lambda function timeout for asynchronous and event-source-mapping (SQS, Kinesis, DynamoDB Streams) invocations on Managed Instances: Quick Decision duration signal, Configuration/Limits/Operations updates, long-duration invocation caveats, and a long-running-networking section. Updates the sqs-processor example to illustrate the Timeout and SQS visibility-timeout coupling.
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feat(sms-voice): add aws-sms-voice skill (#298) Co-authored-by: Daniela Espino

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