email-deliverability

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Email Deliverability

邮件送达率

The discipline of ensuring emails reach the recipient's inbox rather than the spam folder or void. Email deliverability sits at the intersection of DNS configuration, cryptographic authentication, sender behavior, and mailbox provider algorithms. This skill covers the full stack - from DNS records (SPF, DKIM, DMARC) through IP warm-up strategy, bounce management, and long-term reputation maintenance. Designed for engineers setting up email infrastructure and marketers diagnosing delivery problems.

邮件送达率是确保邮件进入收件人收件箱而非垃圾邮箱或被直接拒收的专业领域。它涉及DNS配置、加密认证、发件人行为及邮件服务商算法等多个维度。本Skill覆盖全流程内容——从DNS记录(SPF、DKIM、DMARC)配置,到IP预热策略、退信管理,再到长期信誉维护。专为搭建邮件基础设施的工程师及排查投递问题的营销人员设计。

When to use this skill

适用场景

Trigger this skill when the user:
  • Sets up SPF, DKIM, or DMARC records for a domain
  • Plans an IP warm-up schedule for a new sending IP or domain
  • Diagnoses why emails are landing in spam or being rejected
  • Implements bounce handling logic (hard bounces, soft bounces, complaints)
  • Monitors or improves sender reputation scores
  • Configures DNS TXT records for email authentication
  • Evaluates an ESP (Email Service Provider) or sending infrastructure
  • Troubleshoots email delivery failures, deferrals, or blocklisting
Do NOT trigger this skill for:
  • Email content/copywriting or subject line optimization (use a marketing skill)
  • Building email templates with HTML/CSS (use a frontend skill)

当用户有以下需求时,触发本Skill:
  • 为域名配置SPF、DKIM或DMARC记录
  • 为新的发送IP或域名规划IP预热时间表
  • 诊断邮件进入垃圾邮箱或被拒收的原因
  • 实施退信处理逻辑(硬退信、软退信、投诉)
  • 监控或提升发件人信誉评分
  • 配置用于邮件认证的DNS TXT记录
  • 评估ESP(邮件服务提供商)或发送基础设施
  • 排查邮件投递失败、延迟或被列入黑名单的问题
以下场景请勿触发本Skill:
  • 邮件内容/文案或主题行优化(请使用营销类Skill)
  • 使用HTML/CSS构建邮件模板(请使用前端类Skill)

Key principles

核心原则

  1. Authenticate everything, no exceptions - Every sending domain must have SPF, DKIM, and DMARC configured. Missing any one of these is enough for major mailbox providers (Gmail, Outlook) to treat your mail as suspicious. Authentication is table stakes, not a nice-to-have.
  2. Reputation is earned slowly and lost instantly - Sender reputation is built over weeks of consistent, low-complaint sending. A single spam trap hit or complaint spike can tank your reputation overnight. Treat every send decision as a reputation decision.
  3. Bounces are signals, not noise - Every bounce carries information about your list health, infrastructure, or content. Hard bounces must be removed immediately. Soft bounces must be tracked and acted on. Ignoring bounces is the fastest path to blocklisting.
  4. Warm up before you scale up - New IPs and domains have zero reputation. Mailbox providers throttle unknown senders aggressively. A proper warm-up plan ramps volume gradually over 2-6 weeks, proving you are a legitimate sender before asking for high throughput.
  5. Monitor continuously, not reactively - By the time users report "emails aren't arriving," the damage is done. Monitor bounce rates, complaint rates, and inbox placement proactively. Set alerts on thresholds, not symptoms.

  1. 全面认证,无一例外 - 每个发送域名都必须配置SPF、DKIM和DMARC。缺少任何一项,主流邮件服务商(Gmail、Outlook)都会将你的邮件标记为可疑。认证是必备要求,而非可选优化项。
  2. 信誉积累慢,丢失快 - 发件人信誉需要数周持续、低投诉的发送才能建立。一次命中垃圾陷阱或投诉量激增可能一夜之间毁掉你的信誉。将每一次发送决策都视为信誉决策。
  3. 退信是信号,而非噪音 - 每一封退信都包含关于你的邮件列表健康度、基础设施或内容的信息。硬退信必须立即移除对应的收件人地址。软退信必须被跟踪并采取行动。忽略退信是最快被列入黑名单的途径。
  4. 先预热,再扩容 - 新IP和域名没有任何信誉。邮件服务商会严格限制未知发件人的发送量。合理的预热计划需要在2-6周内逐步提升发送量,在要求高吞吐量之前证明你是合法发件人。
  5. 持续监控,而非被动应对 - 当用户报告“邮件未送达”时,损害已经造成。主动监控退信率、投诉率和收件箱投递率。针对阈值设置警报,而非针对症状。

Core concepts

核心概念

Email deliverability is governed by three layers: authentication (proving you are who you claim to be), reputation (proving you send mail people want), and behavior (proving your sending patterns are consistent and trustworthy).
Authentication uses three DNS-based protocols that work together. SPF declares which IPs may send on behalf of your domain. DKIM attaches a cryptographic signature to each message that receivers verify against a public key in your DNS. DMARC ties SPF and DKIM together with a policy that tells receivers what to do when authentication fails - and sends you reports about it.
Reputation is a score maintained by each mailbox provider independently. It is influenced by complaint rates (users clicking "spam"), bounce rates, spam trap hits, engagement signals (opens, clicks, replies), and sending volume consistency. There is no single universal reputation score - Gmail, Outlook, and Yahoo each maintain their own.
Behavior covers sending patterns: volume consistency, warm-up adherence, list hygiene practices, and how you handle bounces and unsubscribes. Sudden volume spikes, sending to stale lists, or ignoring unsubscribe requests all signal spammer behavior to mailbox providers.

邮件送达率由三个层面管控:认证(证明你是所声明的发件人)、信誉(证明你发送的是用户想要的邮件)和行为(证明你的发送模式一致且可信)。
认证使用三种基于DNS的协议协同工作。SPF声明哪些IP可以代表你的域名发送邮件。DKIM为每封邮件附加加密签名,收件方会通过你DNS中的公钥进行验证。DMARC将SPF和DKIM结合,制定认证失败时收件方应采取的策略,并向你发送相关报告。
信誉是每个邮件服务商独立维护的评分。它受投诉率(用户点击“垃圾邮件”)、退信率、垃圾陷阱命中次数、互动信号(打开、点击、回复)和发送量稳定性的影响。不存在通用的信誉评分——Gmail、Outlook和Yahoo各自维护自己的评分体系。
行为涵盖发送模式:发送量一致性、预热遵守情况、邮件列表维护实践,以及你处理退信和退订请求的方式。发送量突然激增、向陈旧列表发送邮件或忽略退订请求,都会向邮件服务商发送你是垃圾发送者的信号。

Common tasks

常见任务

Configure SPF

配置SPF

SPF (Sender Policy Framework) declares which mail servers may send email for your domain via a DNS TXT record.
dns
example.com.  IN  TXT  "v=spf1 include:_spf.google.com include:sendgrid.net ip4:203.0.113.5 -all"
Rules:
  • Only one SPF record per domain (multiple records cause permerror)
  • Use
    include:
    for ESPs,
    ip4:
    /
    ip6:
    for your own servers
  • End with
    -all
    (hard fail) for production,
    ~all
    (soft fail) only during testing
  • Stay under 10 DNS lookups total (each
    include:
    and
    a:
    costs one lookup)
  • Use SPF flattening tools if you hit the 10-lookup limit
The 10-lookup limit is the most common SPF misconfiguration. Each
include:
triggers recursive lookups. Monitor with
dig TXT example.com
and count.
SPF(发件人策略框架)通过DNS TXT记录声明哪些邮件服务器可以代表你的域名发送邮件。
dns
example.com.  IN  TXT  "v=spf1 include:_spf.google.com include:sendgrid.net ip4:203.0.113.5 -all"
规则:
  • 每个域名只能有一条SPF记录(多条记录会导致永久错误)
  • 对ESP使用
    include:
    ,对自有服务器使用
    ip4:
    /
    ip6:
  • 生产环境以
    -all
    (硬失败)结尾,测试环境仅使用
    ~all
    (软失败)
  • 总DNS查询次数不超过10次(每个
    include:
    a:
    都会消耗一次查询)
  • 如果达到10次查询限制,使用SPF扁平化工具
10次查询限制是最常见的SPF配置错误。每个
include:
都会触发递归查询。使用
dig TXT example.com
命令查询并统计次数。

Configure DKIM

配置DKIM

DKIM (DomainKeys Identified Mail) signs outgoing messages with a private key. Receivers verify the signature against a public key published in DNS.
dns
selector1._domainkey.example.com.  IN  TXT  "v=DKIM1; k=rsa; p=MIGfMA0GCSqGSIb3DQEBA..."
Setup checklist:
  • Generate a 2048-bit RSA key pair (1024-bit is deprecated)
  • Publish the public key as a TXT record at
    <selector>._domainkey.<domain>
  • Configure your mail server or ESP to sign outgoing mail with the private key
  • Use a unique selector per ESP so you can rotate keys independently
  • Test with
    dig TXT selector._domainkey.example.com
    to verify publication
  • Rotate keys annually - publish new key, wait 48h for propagation, then switch
If your TXT record exceeds 255 characters, split it into multiple strings within a single TXT record. Most DNS providers handle this automatically.
DKIM(域名密钥识别邮件)使用私钥对 outgoing 邮件进行签名。收件方会通过DNS中发布的公钥验证签名。
dns
selector1._domainkey.example.com.  IN  TXT  "v=DKIM1; k=rsa; p=MIGfMA0GCSqGSIb3DQEBA..."
设置清单:
  • 生成2048位RSA密钥对(1024位已被弃用)
  • 将公钥作为TXT记录发布在
    <selector>._domainkey.<domain>
  • 配置邮件服务器或ESP使用私钥对 outgoing 邮件进行签名
  • 为每个ESP使用唯一的选择器,以便独立轮换密钥
  • 使用
    dig TXT selector._domainkey.example.com
    命令验证公钥是否发布成功
  • 每年轮换密钥——发布新密钥,等待48小时传播,然后切换使用新密钥
如果你的TXT记录超过255个字符,将其拆分为单个TXT记录中的多个字符串。大多数DNS服务商都会自动处理此操作。

Deploy DMARC

部署DMARC

DMARC tells receivers what to do when SPF and DKIM fail, and sends you reports.
dns
_dmarc.example.com.  IN  TXT  "v=DMARC1; p=reject; rua=mailto:dmarc@example.com; ruf=mailto:dmarc-forensic@example.com; adkim=s; aspf=s; pct=100"
Deployment phases:
  1. Start with
    p=none
    - monitor only, collect reports for 2-4 weeks
  2. Move to
    p=quarantine; pct=10
    - quarantine 10% of failures, increase gradually
  3. Graduate to
    p=reject
    - full enforcement, only after all legitimate mail passes
Key parameters:
  • p=
    policy:
    none
    (monitor),
    quarantine
    (spam folder),
    reject
    (drop)
  • rua=
    aggregate report destination (daily XML reports)
  • adkim=s
    strict DKIM alignment (From domain must exactly match DKIM d= domain)
  • aspf=s
    strict SPF alignment (From domain must exactly match envelope sender)
Never jump straight to
p=reject
. The monitoring phase catches legitimate senders you forgot about (marketing tools, CRMs, invoicing systems).
DMARC告知收件方当SPF和DKIM验证失败时应采取的行动,并向你发送报告。
dns
_dmarc.example.com.  IN  TXT  "v=DMARC1; p=reject; rua=mailto:dmarc@example.com; ruf=mailto:dmarc-forensic@example.com; adkim=s; aspf=s; pct=100"
部署阶段:
  1. p=none
    开始——仅监控,收集2-4周的报告
  2. 过渡到
    p=quarantine; pct=10
    ——隔离10%的验证失败邮件,逐步提高比例
  3. 升级到
    p=reject
    ——完全强制执行,仅在所有合法邮件都通过验证后实施
关键参数:
  • p=
    策略:
    none
    (监控)、
    quarantine
    (放入垃圾邮箱)、
    reject
    (直接拒收)
  • rua=
    聚合报告接收地址(每日XML报告)
  • adkim=s
    严格DKIM对齐(发件人域名必须与DKIM的d=域名完全匹配)
  • aspf=s
    严格SPF对齐(发件人域名必须与信封发件人完全匹配)
切勿直接跳至
p=reject
。监控阶段可以发现你遗忘的合法发件人(营销工具、CRM、发票系统)。

Plan an IP warm-up

规划IP预热

New IPs have no reputation. A warm-up schedule builds trust gradually.
WeekDaily volumeTarget recipients
150-200Most engaged (opened in last 30 days)
2200-1,000Engaged (opened in last 60 days)
31,000-5,000Active (opened in last 90 days)
45,000-25,000Full list (excluding bounced/unsubscribed)
Warm-up rules:
  • Send to most engaged recipients first (highest open rates)
  • Maintain consistent daily volume - no spikes or gaps
  • Pause if hard bounces exceed 2% or complaints exceed 0.1%
  • Separate transactional and marketing mail on different IPs/subdomains
  • If blocklisted during warm-up, stop, clean list, restart from week 1
新IP没有任何信誉。预热计划可以逐步建立信任。
周数每日发送量目标收件人
150-200最高活跃度用户(过去30天内打开过邮件)
2200-1,000活跃用户(过去60天内打开过邮件)
31,000-5,000有效用户(过去90天内打开过邮件)
45,000-25,000完整列表(排除退信/退订用户)
预热规则:
  • 首先发送给活跃度最高的收件人(打开率最高)
  • 保持每日发送量一致——无激增或中断
  • 如果硬退信率超过2%或投诉率超过0.1%,暂停发送
  • 将事务性邮件和营销邮件分开使用不同的IP/子域名发送
  • 如果预热期间被列入黑名单,停止发送,清理邮件列表,从第1周重新开始

Handle bounces

处理退信

Bounces indicate delivery failures. Proper handling protects reputation.
TypeMeaningAction
Hard bounce (5xx)Permanent - address does not existRemove immediately, never retry
Soft bounce (4xx)Temporary - mailbox full, server downRetry 3x over 72h, then suppress
Complaint (FBL)User clicked "Report spam"Remove immediately, investigate cause
Block bounceIP/domain blocklistedCheck blocklists, request delisting
Threshold alerts:
  • Hard bounce rate > 2%: pause sending, clean list
  • Complaint rate > 0.1%: investigate content and list source
  • Soft bounce rate > 5%: check infrastructure and recipient domains
Process feedback loops (FBLs) from major providers. Gmail uses Postmaster Tools. Yahoo/AOL use the standard ARF format.
退信表示投递失败。正确处理退信可以保护信誉。
类型含义行动
硬退信(5xx)永久失败——地址不存在立即移除该地址,永不重试
软退信(4xx)临时失败——邮箱已满、服务器宕机72小时内重试3次,然后屏蔽该地址
投诉(FBL)用户点击“举报垃圾邮件”立即移除该地址,调查原因
拦截退信IP/域名被列入黑名单检查黑名单,请求移除
阈值警报:
  • 硬退信率>2%:暂停发送,清理邮件列表
  • 投诉率>0.1%:调查内容和邮件列表来源
  • 软退信率>5%:检查基础设施和收件人域名
处理主流服务商的反馈循环(FBL)。Gmail使用Postmaster Tools。Yahoo/AOL使用标准ARF格式。

Monitor sender reputation

监控发件人信誉

Key metrics and thresholds:
MetricHealthyWarningCritical
Bounce rate< 1%1-2%> 2%
Complaint rate< 0.05%0.05-0.1%> 0.1%
Spam trap hits01-2/month> 2/month
Inbox placement> 95%85-95%< 85%
Monitoring tools: Google Postmaster Tools (domain reputation for Gmail), Microsoft SNDS (IP reputation for Outlook), Sender Score by Validity (third-party IP score 0-100), MXToolbox (blocklist and DNS health checks).
关键指标和阈值:
指标健康状态警告状态危险状态
退信率<1%1-2%>2%
投诉率<0.05%0.05-0.1%>0.1%
垃圾陷阱命中次数01-2次/月>2次/月
收件箱投递率>95%85-95%<85%
监控工具: Google Postmaster Tools(Gmail的域名信誉)、Microsoft SNDS(Outlook的IP信誉)、Sender Score by Validity(第三方IP评分,0-100)、MXToolbox(黑名单和DNS健康检查)。

Diagnose spam folder placement

诊断邮件进入垃圾邮箱的原因

When emails land in spam, investigate in this order:
  1. Check authentication - verify SPF, DKIM, DMARC pass in email headers
  2. Check blocklists - query Spamhaus, Barracuda, SURBL for your IP/domain
  3. Check reputation - review Google Postmaster Tools and Microsoft SNDS
  4. Check content - look for spam triggers (ALL CAPS, URL shorteners, etc.)
  5. Check engagement - low open rates signal recipients don't want your mail
  6. Check infrastructure - verify PTR record, confirm TLS for SMTP

当邮件进入垃圾邮箱时,按以下顺序排查:
  1. 检查认证 - 验证邮件头中的SPF、DKIM、DMARC是否通过
  2. 检查黑名单 - 查询Spamhaus、Barracuda、SURBL,确认你的IP/域名是否被列入黑名单
  3. 检查信誉 - 查看Google Postmaster Tools和Microsoft SNDS
  4. 检查内容 - 查找垃圾邮件触发因素(全大写、短链接等)
  5. 检查互动率 - 低打开率表示收件人不想要你的邮件
  6. 检查基础设施 - 验证PTR记录,确认SMTP使用TLS

Anti-patterns / common mistakes

易踩坑点/常见错误

MistakeWhy it's wrongWhat to do instead
No DMARC recordDomain open to spoofing, providers distrust unauthenticated mailDeploy DMARC in monitor mode, graduate to reject
Multiple SPF recordsRFC violation causes permerror, all SPF checks failMerge into single TXT record with multiple includes
Skipping warm-upSudden volume from unknown IP triggers throttling and blocksFollow 2-6 week graduated warm-up plan
Ignoring hard bouncesRepeated sends to dead addresses signal spammer behaviorRemove hard bounces on first occurrence
Buying email listsPurchased lists contain spam traps and uninterested recipientsBuild organic lists with double opt-in
Shared IP without vettingOther senders on shared IP can ruin your deliverabilityUse dedicated IPs for volume > 50K/month
No unsubscribe linkViolates CAN-SPAM/GDPR, forces users to report spam insteadInclude one-click unsubscribe (RFC 8058) and visible link
Sending from no-reply addressDiscourages replies which are a positive engagement signalUse a monitored reply-to address

错误错误原因正确做法
无DMARC记录域名容易被仿冒,服务商不信任未认证的邮件以监控模式部署DMARC,逐步升级到拒绝策略
多条SPF记录违反RFC导致永久错误,所有SPF检查失败合并为单个包含多个include的TXT记录
跳过预热未知IP突然发送大量邮件会触发限流和拦截遵循2-6周的逐步预热计划
忽略硬退信重复向无效地址发送邮件会被视为垃圾发送者行为首次出现硬退信时立即移除对应的地址
购买邮件列表购买的列表包含垃圾陷阱和不感兴趣的收件人通过双重选择加入机制构建有机列表
使用未审核的共享IP共享IP上的其他发件人可能会影响你的送达率发送量超过5万/月时使用专用IP
无退订链接违反CAN-SPAM/GDPR,迫使用户举报垃圾邮件包含一键退订链接(符合RFC 8058)和可见的退订入口
使用no-reply地址发送阻碍回复,而回复是积极的互动信号使用受监控的回复地址

Gotchas

易忽略的问题

  1. SPF over 10 DNS lookups silently fails - and many senders don't know they've hit the limit - Each
    include:
    ,
    a:
    , and
    mx:
    mechanism in an SPF record triggers recursive DNS lookups counted toward the 10-lookup limit. Many companies hit this limit after adding a third or fourth ESP. The result is a
    permerror
    that causes SPF to fail for all mail, silently. Use an SPF flattening tool and monitor lookup counts.
  2. Jumping straight to
    p=reject
    DMARC breaks legitimate mail you forgot about
    - CRMs, invoicing tools, support platforms, marketing automation, and third-party senders often send on behalf of your domain without proper DKIM signing. Deploy
    p=none
    first, monitor aggregate reports for at least 2-4 weeks, and only graduate to
    p=reject
    after all legitimate sources are authenticated.
  3. Sending to a re-engagement segment before warming up a new IP causes blocklisting - Dormant subscribers are more likely to mark mail as spam. During IP warm-up, send only to your most engaged subscribers (opened in the last 30 days). Bringing stale addresses into a new IP's warm-up period can tank the IP reputation before it's established.
  4. DKIM keys in DNS must not exceed 255 characters per string without splitting - A 2048-bit RSA public key in base64 exceeds 255 characters. DNS TXT records must split values into multiple quoted strings within the record. Some DNS providers handle this automatically; others require manual splitting. Test with
    dig TXT selector._domainkey.yourdomain.com
    and verify the key assembles correctly.
  5. Feedback loop (FBL) complaint data requires separate registration per provider - Gmail uses Google Postmaster Tools, Yahoo/AOL uses their FBL program, and Outlook uses Microsoft SNDS. These are separate registrations with separate dashboards. Many senders set up SPF/DKIM/DMARC and assume they'll receive complaint data automatically - they won't.

  1. SPF超过10次DNS查询会静默失败——很多发件人不知道自己已达到限制 - SPF记录中的每个
    include:
    a:
    mx:
    机制都会触发递归DNS查询,计入10次查询限制。很多公司在添加第三个或第四个ESP后就会达到这个限制。结果是出现
    permerror
    ,导致所有邮件的SPF检查静默失败。使用SPF扁平化工具并监控查询次数。
  2. 直接使用
    p=reject
    的DMARC会破坏你遗忘的合法邮件
    - CRM、发票工具、支持平台、营销自动化工具和第三方发件人经常代表你的域名发送邮件,但未正确配置DKIM签名。先部署
    p=none
    ,至少监控2-4周的聚合报告,仅在所有合法来源都通过认证后再升级到
    p=reject
  3. 在新IP预热前向重激活用户群发送邮件会导致被列入黑名单 - 休眠订阅者更有可能将邮件标记为垃圾邮件。在IP预热期间,仅向活跃度最高的订阅者(过去30天内打开过邮件)发送邮件。在新IP预热期间向陈旧地址发送邮件会在信誉建立之前毁掉IP信誉。
  4. DNS中的DKIM密钥如果不拆分,长度不能超过255个字符 - 2048位RSA公钥的base64编码超过255个字符。DNS TXT记录必须将值拆分为单个TXT记录中的多个引用字符串。有些DNS服务商自动处理此操作;其他服务商则需要手动拆分。使用
    dig TXT selector._domainkey.yourdomain.com
    命令验证密钥是否正确组装。
  5. 反馈循环(FBL)投诉数据需要针对每个服务商单独注册 - Gmail使用Google Postmaster Tools,Yahoo/AOL使用他们的FBL计划,Outlook使用Microsoft SNDS。这些是单独的注册,有单独的仪表板。很多发件人配置了SPF/DKIM/DMARC,就以为会自动收到投诉数据——实际上不会。

References

参考资料

For detailed implementation guidance on specific sub-domains, read the relevant file from the
references/
folder:
  • references/spf-dkim-dmarc.md
    - complete DNS record syntax, alignment modes, troubleshooting authentication failures, BIMI setup
  • references/warm-up-and-reputation.md
    - detailed warm-up schedules by volume tier, reputation recovery playbooks, blocklist delisting procedures
  • references/bounce-handling.md
    - bounce code reference, FBL setup per provider, suppression list management, list hygiene automation
Only load a references file if the current task requires it - they are long and will consume context.

如需特定子域名的详细实施指南,请阅读
references/
文件夹中的相关文件:
  • references/spf-dkim-dmarc.md
    - 完整的DNS记录语法、对齐模式、认证失败排查、BIMI设置
  • references/warm-up-and-reputation.md
    - 按发送量层级划分的详细预热计划、信誉恢复手册、黑名单移除流程
  • references/bounce-handling.md
    - 退信代码参考、各服务商FBL设置、屏蔽列表管理、邮件列表维护自动化
仅在当前任务需要时加载参考文件——这些文件很长,会消耗上下文。

Companion check

配套Skill检查

On first activation of this skill in a conversation: check which companion skills are installed by running
ls ~/.claude/skills/ ~/.agent/skills/ ~/.agents/skills/ .claude/skills/ .agent/skills/ .agents/skills/ 2>/dev/null
. Compare the results against the
recommended_skills
field in this file's frontmatter. For any that are missing, mention them once and offer to install:
npx skills add AbsolutelySkilled/AbsolutelySkilled --skill <name>
Skip entirely if
recommended_skills
is empty or all companions are already installed.
在对话中首次激活本Skill时:通过运行
ls ~/.claude/skills/ ~/.agent/skills/ ~/.agents/skills/ .claude/skills/ .agent/skills/ .agents/skills/ 2>/dev/null
检查已安装的配套Skill。将结果与本文件前置内容中的
recommended_skills
字段进行比较。对于缺失的Skill,提及一次并提供安装命令:
npx skills add AbsolutelySkilled/AbsolutelySkilled --skill <name>
如果
recommended_skills
为空或所有配套Skill已安装,则完全跳过此步骤。