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link-building

skill · 171 lines · MIT · skills/link-building/SKILL.md

The facts

Its description

When the user wants to earn backlinks or third-party mentions that lift rankings and AI citations. Also use when the user mentions 'link building,' 'linkbuilding,' 'backlinks,' 'get more backlinks,' 'link prospecting,' 'link gap,' 'competitor backlinks,' 'unlinked mentions,' 'link reclamation,' 'broken link building,' 'resource pages,' 'guest posting,' 'get into best-of lists,' 'listicle outreach,' 'domain rating,' 'referring domains,' 'anchor text,' or 'is this link vendor safe.' Use this whenever rankings stall on authority or someone wants off-site mentions that AI engines cite. Never recommend buying links that pass ranking credit: paid or exchanged placements get rel=sponsored or nofollow. For press coverage and journalist requests, see public-relations. For directories, see directory-submissions. For reviews, see referrals. For Reddit and communities, see community-marketing. For on-site AI citation work, see ai-seo.

The description the agent reads to decide when to use it.

From its settingsline 3

When it starts

The agent picks this when someone wants more backlinks or third-party mentions that lift rankings and AI citations — link prospecting, competitor backlink gaps, unlinked mentions, guest posts, best-of list inclusion, or checking whether a link vendor is safe.

Things a person might say (the model's guesses)

  • “Our rankings are stuck on page two — how do we get more backlinks?”
  • “Can you find sites that mention our brand but don't link to us?”
  • “Is this link building agency safe, or are they just selling paid links?”

A model's summary of when it is used.

A model's reading

Files it mentions

references/tactics.md, references/prospecting-and-outreach.md, references/risk-policy.md

Files the text names, such as ones to read or write. Found by matching words, so treat them as pointers.

Found by matching wordsline 81 line 96 line 112 line 144

Stops for a person

1 line stops to ask a person

Lines that stop and wait for a person before going on. Found by matching words, so treat them as pointers.

Found by matching wordsline 98

What it leads to

Other skills this one hands off to, calls, requires or offers instead, as a model read them.

A model's reading

What leads to it

Other skills that hand off to this one, call it, require it or offer it instead, as a model read them.

A model's reading

Licence

MIT, from LICENSE

The terms its author shares it under, which let it be shown here.

From the repositorylicence text

Other settings

metadata: version: 1.0.1

More settings at the top of the file, shown as written.

From its settingsline 4
Other files in this skill (4) Close

The text

Open on GitHub

Most marks come from matching words in the file, so treat them as pointers.

1---
2name: link-building
3description: "When the user wants to earn backlinks or third-party mentions that lift rankings and AI citations. Also use when the user mentions 'link building,' 'linkbuilding,' 'backlinks,' 'get more backlinks,' 'link prospecting,' 'link gap,' 'competitor backlinks,' 'unlinked mentions,' 'link reclamation,' 'broken link building,' 'resource pages,' 'guest posting,' 'get into best-of lists,' 'listicle outreach,' 'domain rating,' 'referring domains,' 'anchor text,' or 'is this link vendor safe.' Use this whenever rankings stall on authority or someone wants off-site mentions that AI engines cite. Never recommend buying links that pass ranking credit: paid or exchanged placements get rel=sponsored or nofollow. For press coverage and journalist requests, see public-relations. For directories, see directory-submissions. For reviews, see referrals. For Reddit and communities, see community-marketing. For on-site AI citation work, see ai-seo."
4metadata:
5 version: 1.0.1
6---
7
8# Link Building
9
10You are an expert in earning links and third-party mentions. Your goal is to get the pages that matter linked from, and mentioned on, the sites that search engines and AI assistants already trust for the user's category, without creating anything Google would treat as link spam.
12Every placement is judged on two outcomes:
13- **SEO:** does it pass authority to a page that needs it to rank?
14- **AI citations:** is it a page AI engines cite for the category's prompts? A mention there helps even without a link, because shortlists are built from what third-party pages say.

Link Building

You are an expert in earning links and third-party mentions. Your goal is to get the pages that matter linked from, and mentioned on, the sites that search engines and AI assistants already trust for the user's category, without creating anything Google would treat as link spam.

Every placement is judged on two outcomes:

  • SEO: does it pass authority to a page that needs it to rank?
  • AI citations: is it a page AI engines cite for the category's prompts? A mention there helps even without a link, because shortlists are built from what third-party pages say.
Raw lines 1 to 15
16## Before Starting
18**Check for product marketing context first:**
19If `.agents/product-marketing.md` exists (or `.claude/product-marketing.md`, or the legacy `product-marketing-context.md` filename, in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task.
21Gather this context (ask if not provided):
231. **Target pages.** Which pages need to rank or be cited? Links go to pages, and a homepage link rarely moves a commercial page.
242. **Target queries and prompts.** The keywords those pages compete on, and the AI prompts where the user wants to appear.
253. **Current position.** Rankings for those queries, and who outranks them.
264. **Assets.** What could someone link to: data, tools, templates, integrations, a founder with expertise, customers, partners.
275. **Resources.** Hours per week, budget, and whether there's someone to do outreach.
286. **Tools.** Ahrefs, Semrush, DataForSEO, Moz, or none. See the tools section below.
297. **History.** Past link vendors, paid placements, link swaps, or a manual action in Search Console.
31---

Before Starting

Check for product marketing context first: If .agents/product-marketing.md exists (or .claude/product-marketing.md, or the legacy product-marketing-context.md filename, in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task.

Gather this context (ask if not provided):

  1. Target pages. Which pages need to rank or be cited? Links go to pages, and a homepage link rarely moves a commercial page.
  2. Target queries and prompts. The keywords those pages compete on, and the AI prompts where the user wants to appear.
  3. Current position. Rankings for those queries, and who outranks them.
  4. Assets. What could someone link to: data, tools, templates, integrations, a founder with expertise, customers, partners.
  5. Resources. Hours per week, budget, and whether there's someone to do outreach.
  6. Tools. Ahrefs, Semrush, DataForSEO, Moz, or none. See the tools section below.
  7. History. Past link vendors, paid placements, link swaps, or a manual action in Search Console.

Raw lines 16 to 32
33## Step 1: Confirm Links Are the Bottleneck
35Links fix an authority gap. They don't fix a page that doesn't match intent, isn't indexed, or is thinner than what ranks. Before any outreach:
371. **Check the page itself first.** Indexed, matches the query's intent, and covers what the top results cover. If not, send the user to **seo-audit** (its rankings-push reference compares a page against the results above it).
382. **Run a page-level link gap.** Compare referring domains to the target page against the three to five pages that outrank it. Domain-level comparisons (DR vs DR) hide the real gap, because a strong domain with an unlinked page still loses.
393. **Read the gap honestly:**
41| What you see | What it means | Do this |
42|---|---|---|
43| Competing pages have several times your referring domains, from relevant sites | Authority gap | Link building on that page |
44| Similar link counts, they still win | Content, intent, or freshness gap | Fix the page first (**seo-audit**) |
45| They rank with few links | Low-competition query | Better content and internal links will likely do it |
46| Your domain has few links anywhere | Foundation gap | Start with directories, partners, and reclamation before outreach |
48Also point internal links from your strongest pages to the target page before you chase external ones. It's free and it's often half the gap.

Step 1: Confirm Links Are the Bottleneck

Links fix an authority gap. They don't fix a page that doesn't match intent, isn't indexed, or is thinner than what ranks. Before any outreach:

  1. Check the page itself first. Indexed, matches the query's intent, and covers what the top results cover. If not, send the user to seo-audit (its rankings-push reference compares a page against the results above it).
  2. Run a page-level link gap. Compare referring domains to the target page against the three to five pages that outrank it. Domain-level comparisons (DR vs DR) hide the real gap, because a strong domain with an unlinked page still loses.
  3. Read the gap honestly:
What you seeWhat it meansDo this
Competing pages have several times your referring domains, from relevant sitesAuthority gapLink building on that page
Similar link counts, they still winContent, intent, or freshness gapFix the page first (seo-audit)
They rank with few linksLow-competition queryBetter content and internal links will likely do it
Your domain has few links anywhereFoundation gapStart with directories, partners, and reclamation before outreach

Also point internal links from your strongest pages to the target page before you chase external ones. It's free and it's often half the gap.

Raw lines 33 to 49
Names a skill seo-audit :37
50## Step 2: Have Something Worth Linking To
52Outreach for a page with nothing to cite converts poorly and invites paid-link offers. Linkable assets, in order of how often they earn links on their own:
54- **Statistics and data roundups**, original data, and benchmarks (see the link-earning formats table in **content-strategy**)
55- **Free tools and calculators** (see **free-tools**)
56- **Glossary and definition pages** for the category's terms
57- **Templates, checklists, and examples** people reference in their own guides
58- **Integration and partner pages** that partners have a reason to link back to
60Put the asset near the target page and link to the target page from it. Links to a data study don't help a pricing page unless internal links carry the authority across.

Step 2: Have Something Worth Linking To

Outreach for a page with nothing to cite converts poorly and invites paid-link offers. Linkable assets, in order of how often they earn links on their own:

  • Statistics and data roundups, original data, and benchmarks (see the link-earning formats table in content-strategy)
  • Free tools and calculators (see free-tools)
  • Glossary and definition pages for the category's terms
  • Templates, checklists, and examples people reference in their own guides
  • Integration and partner pages that partners have a reason to link back to

Put the asset near the target page and link to the target page from it. Links to a data study don't help a pricing page unless internal links carry the authority across.

Raw lines 50 to 61
Names a skill content-strategy :54
Names a skill free-tools :55
62## Step 3: Pick Tactics by Effort and Quality
64Start at the top. The first four are the highest-yield work for most sites and need no new content.
66| Tactic | Effort | Typical quality | Notes |
67|---|---|---|---|
68| **Unlinked mention reclamation** | Low | High | Sites already writing about you; ask for the link |
69| **Partner, integration, customer, and vendor pages** | Low | High, relevant | Partner directories, integration marketplaces, "powered by" and case study pages |
70| **Moved, broken, and redirected links** | Low | Varies | Links pointing to your 404s or old URLs; fix with redirects, then ask for updates |
71| **"Best X" list inclusion** | Medium | High for AI citations | The listicles engines cite for your category; ask for an honest evaluation |
72| **Resource and tools pages** | Medium | Medium | Curated pages listing tools or guides in your niche |
73| **Broken link replacement** | Medium | Medium | A dead resource on someone's page that your asset replaces |
74| **Expert contributions and guest articles** | Medium–high | Varies widely | Editorial sites only; never "write for us" networks |
75| **Podcast guesting** | Medium | Medium, plus AI citations from transcripts | Hand off to **public-relations** |
76| **Data-led digital PR and journalist requests** | High | Highest ceiling | Hand off to **public-relations** |
77| **Directories and launch sites** | Low | Foundation only | Hand off to **directory-submissions** |
78| **Review platforms** | Medium | High for AI shortlists | Hand off to **referrals** |
79| **Communities and Reddit** | Ongoing | Mentions, rarely links | Hand off to **community-marketing**; participate as yourself |
81Playbooks for each tactic, including how to find targets and what to send, are in [references/tactics.md](references/tactics.md).

Step 3: Pick Tactics by Effort and Quality

Start at the top. The first four are the highest-yield work for most sites and need no new content.

TacticEffortTypical qualityNotes
Unlinked mention reclamationLowHighSites already writing about you; ask for the link
Partner, integration, customer, and vendor pagesLowHigh, relevantPartner directories, integration marketplaces, "powered by" and case study pages
Moved, broken, and redirected linksLowVariesLinks pointing to your 404s or old URLs; fix with redirects, then ask for updates
"Best X" list inclusionMediumHigh for AI citationsThe listicles engines cite for your category; ask for an honest evaluation
Resource and tools pagesMediumMediumCurated pages listing tools or guides in your niche
Broken link replacementMediumMediumA dead resource on someone's page that your asset replaces
Expert contributions and guest articlesMedium–highVaries widelyEditorial sites only; never "write for us" networks
Podcast guestingMediumMedium, plus AI citations from transcriptsHand off to public-relations
Data-led digital PR and journalist requestsHighHighest ceilingHand off to public-relations
Directories and launch sitesLowFoundation onlyHand off to directory-submissions
Review platformsMediumHigh for AI shortlistsHand off to referrals
Communities and RedditOngoingMentions, rarely linksHand off to community-marketing; participate as yourself

Playbooks for each tactic, including how to find targets and what to send, are in references/tactics.md.

Raw lines 62 to 82
Names a skill public-relations :75
Names a skill directory-submissions :77
Names a skill referrals :78
Names a skill community-marketing :79
Reads a file references/tactics.md :81
83### Choosing targets for AI citations
85For AI visibility, the best target is a page an engine already cites when someone asks your category's question. Run the user's prompts (or pull cited sources from a tracker; see **ai-seo**) and list the third-party pages that show up. Those pages, usually "best X" lists, comparison articles, review pages, and community threads, are the top of the prospect list whether or not they'd give a followed link. Read the citation mix first: if engines in this category mostly cite company sites, owned content does more than outreach (see the citation-mix section of **ai-seo**).

Choosing targets for AI citations

For AI visibility, the best target is a page an engine already cites when someone asks your category's question. Run the user's prompts (or pull cited sources from a tracker; see ai-seo) and list the third-party pages that show up. Those pages, usually "best X" lists, comparison articles, review pages, and community threads, are the top of the prospect list whether or not they'd give a followed link. Read the citation mix first: if engines in this category mostly cite company sites, owned content does more than outreach (see the citation-mix section of ai-seo).

Raw lines 83 to 86
Names a skill ai-seo :85
87## Step 4: Prospect, Qualify, Reach Out
89Find prospects with the tactic's search method, then qualify each one before writing anything:
91- **Relevant:** would this site's readers plausibly need the product? Topic relevance matters more than domain rating.
92- **Real:** organic traffic that isn't collapsing, an audience that engages, and editorial standards. Skip sites whose outbound links are mostly unrelated commercial anchors.
93- **Reachable:** a named person who owns the page.
94- **Worth it:** would the link go to a page that needs it, or would the mention appear somewhere engines cite?
96Outreach is short, specific, and about their page: what you noticed, why your resource helps their readers, one ask. Mechanics for sequences, deliverability, and follow-up limits live in **cold-email**. Templates and a tracker layout are in [references/prospecting-and-outreach.md](references/prospecting-and-outreach.md).
98Draft outreach for the user to approve and send. Don't send outreach on the user's behalf without explicit approval of the list and the copy.

Step 4: Prospect, Qualify, Reach Out

Find prospects with the tactic's search method, then qualify each one before writing anything:

  • Relevant: would this site's readers plausibly need the product? Topic relevance matters more than domain rating.
  • Real: organic traffic that isn't collapsing, an audience that engages, and editorial standards. Skip sites whose outbound links are mostly unrelated commercial anchors.
  • Reachable: a named person who owns the page.
  • Worth it: would the link go to a page that needs it, or would the mention appear somewhere engines cite?

Outreach is short, specific, and about their page: what you noticed, why your resource helps their readers, one ask. Mechanics for sequences, deliverability, and follow-up limits live in cold-email. Templates and a tracker layout are in references/prospecting-and-outreach.md.

Draft outreach for the user to approve and send. Don't send outreach on the user's behalf without explicit approval of the list and the copy.

Raw lines 87 to 99
Names a skill cold-email :96
Involves a person without explicit approval :98
100## Step 5: Stay Inside the Rules
102Google's spam policies (updated 2026-08-28) treat links "primarily for the purpose of manipulating search rankings" as link spam. That includes buying links that pass ranking credit, exchanging goods or services for links, excessive link exchanges, automated link creation, and keyword-rich anchors in guest posts, advertorials, or press releases distributed elsewhere. Paid links are fine when they carry `rel="sponsored"` or `rel="nofollow"`.
104What this means for the work:
106- **You can pay for a placement when the link passes no ranking credit.** Sponsored listings, newsletter placements, and paid "best X" inclusions need the sponsored or nofollow attribute and a disclosure. They can still be worth it for AI citations and referral traffic.
107- **Products in exchange for a review-with-link count as payment.** The link needs a qualifying attribute.
108- **Link swaps are fine in moderation and when relevant.** Partner pages built only to cross-link are not.
109- **Guest posts are for reach and expertise.** Use branded or plain anchors in author bios and body links.
110- **Never use private blog networks, paid insertions into old articles ("niche edits"), or automated link tools.**
112How to vet a link vendor, what to do after a manual action, and when a disavow file is warranted (rarely) are in [references/risk-policy.md](references/risk-policy.md).

Step 5: Stay Inside the Rules

Google's spam policies (updated 2026-08-28) treat links "primarily for the purpose of manipulating search rankings" as link spam. That includes buying links that pass ranking credit, exchanging goods or services for links, excessive link exchanges, automated link creation, and keyword-rich anchors in guest posts, advertorials, or press releases distributed elsewhere. Paid links are fine when they carry rel="sponsored" or rel="nofollow".

What this means for the work:

  • You can pay for a placement when the link passes no ranking credit. Sponsored listings, newsletter placements, and paid "best X" inclusions need the sponsored or nofollow attribute and a disclosure. They can still be worth it for AI citations and referral traffic.
  • Products in exchange for a review-with-link count as payment. The link needs a qualifying attribute.
  • Link swaps are fine in moderation and when relevant. Partner pages built only to cross-link are not.
  • Guest posts are for reach and expertise. Use branded or plain anchors in author bios and body links.
  • Never use private blog networks, paid insertions into old articles ("niche edits"), or automated link tools.

How to vet a link vendor, what to do after a manual action, and when a disavow file is warranted (rarely) are in references/risk-policy.md.

Raw lines 100 to 113
Reads a file references/risk-policy.md :112
114## Step 6: Anchors and Pace
116- **Let other people choose the anchor text.** Natural profiles are mostly branded, URL, and generic anchors. Ask for the link and leave the wording to them.
117- **Don't plan a link velocity.** There's no safe or unsafe number of links per month for earned links. A sudden spike of low-quality links is a symptom of buying them, and the problem is the links themselves.
118- **Spread links across pages that need them.** Concentrating every link on one commercial page with matching anchors is the pattern spam reviews look for.

Step 6: Anchors and Pace

  • Let other people choose the anchor text. Natural profiles are mostly branded, URL, and generic anchors. Ask for the link and leave the wording to them.
  • Don't plan a link velocity. There's no safe or unsafe number of links per month for earned links. A sudden spike of low-quality links is a symptom of buying them, and the problem is the links themselves.
  • Spread links across pages that need them. Concentrating every link on one commercial page with matching anchors is the pattern spam reviews look for.
Raw lines 114 to 119
120## Step 7: Measure Both Outcomes
122| Metric | How | Cadence |
123|---|---|---|
124| **New referring domains to target pages** | Ahrefs, Semrush, DataForSEO, or Search Console's Links report | Monthly |
125| **Rankings for target queries** | Rank tracker or Search Console average position for the page | Monthly; expect lag of weeks to months |
126| **Mentions on AI-cited pages** | Count of target pages that now mention you, linked or not | Monthly |
127| **AI mention and recommendation rate** | Prompt tracking for the target prompts (see **ai-seo**) | Monthly |
128| **Outreach funnel** | Prospects qualified, contacted, replied, placed | Weekly |
129| **Referral traffic and conversions** | Analytics, by referring domain | Monthly |
131Report placements by target page. A total link count hides where the links went: ten links to the blog don't help a pricing page that's losing.

Step 7: Measure Both Outcomes

MetricHowCadence
New referring domains to target pagesAhrefs, Semrush, DataForSEO, or Search Console's Links reportMonthly
Rankings for target queriesRank tracker or Search Console average position for the pageMonthly; expect lag of weeks to months
Mentions on AI-cited pagesCount of target pages that now mention you, linked or notMonthly
AI mention and recommendation ratePrompt tracking for the target prompts (see ai-seo)Monthly
Outreach funnelProspects qualified, contacted, replied, placedWeekly
Referral traffic and conversionsAnalytics, by referring domainMonthly

Report placements by target page. A total link count hides where the links went: ten links to the blog don't help a pricing page that's losing.

Raw lines 120 to 132
133## Running It as a Loop
135Link building works as a weekly habit more than a campaign. The **marketing-loops** skill's backlink-prospecting loop runs this skill on a schedule: find new targets, qualify them, draft outreach for approval, and track who has already been contacted. Its brand-mention loop sends unlinked mentions here for reclamation.

Running It as a Loop

Link building works as a weekly habit more than a campaign. The marketing-loops skill's backlink-prospecting loop runs this skill on a schedule: find new targets, qualify them, draft outreach for approval, and track who has already been contacted. Its brand-mention loop sends unlinked mentions here for reclamation.

Raw lines 133 to 136
Names a skill marketing-loops :135
137## Tools
139| Need | Tools |
140|---|---|
141| Backlink data, link gap, competitor links | [Ahrefs](../../tools/integrations/ahrefs.md), [Semrush](../../tools/integrations/semrush.md), [DataForSEO](../../tools/integrations/dataforseo.md), Moz |
142| Finding prospects and mentions | Search operators, [Exa](../../tools/integrations/exa.md), [Firecrawl](../../tools/integrations/firecrawl.md), Google Alerts, mention monitors |
143| Finding the contact | [Hunter](../../tools/integrations/hunter.md), the site's own about or contact page |
144| Done-for-you placements | Managed placement services such as [LinkDR](https://linkdr.com) source sites, pitch editors, and confirm links go live. A followed link paid for per placement is a paid link, so run the vendor checks in [references/risk-policy.md](references/risk-policy.md) first |
145| Free fallback | Search Console's Links report for your own links; search operators for prospects |

Tools

NeedTools
Backlink data, link gap, competitor linksAhrefs, Semrush, DataForSEO, Moz
Finding prospects and mentionsSearch operators, Exa, Firecrawl, Google Alerts, mention monitors
Finding the contactHunter, the site's own about or contact page
Done-for-you placementsManaged placement services such as LinkDR source sites, pitch editors, and confirm links go live. A followed link paid for per placement is a paid link, so run the vendor checks in references/risk-policy.md first
Free fallbackSearch Console's Links report for your own links; search operators for prospects
Raw lines 137 to 146
Reads a file references/risk-policy.md :144
147## Output Format
149For a link building plan, deliver:
1511. **Diagnosis:** whether links are the bottleneck for each target page, with the page-level gap
1522. **Assets:** what exists to link to, and what to build first if nothing does
1533. **Tactic mix:** the three or four tactics to run first, with why
1544. **Prospect list:** qualified targets with the page, the contact, the angle, and whether engines cite it
1555. **Outreach drafts:** for approval, one per tactic at minimum
1566. **Risk notes:** anything in the current profile or a proposed vendor that breaks the rules
1577. **Measurement:** targets for referring domains, rankings, and AI mentions at 30 and 90 days

Output Format

For a link building plan, deliver:

  1. Diagnosis: whether links are the bottleneck for each target page, with the page-level gap
  2. Assets: what exists to link to, and what to build first if nothing does
  3. Tactic mix: the three or four tactics to run first, with why
  4. Prospect list: qualified targets with the page, the contact, the angle, and whether engines cite it
  5. Outreach drafts: for approval, one per tactic at minimum
  6. Risk notes: anything in the current profile or a proposed vendor that breaks the rules
  7. Measurement: targets for referring domains, rankings, and AI mentions at 30 and 90 days
Raw lines 147 to 158
159## Related Skills
161- **seo-audit**: diagnose whether a page's problem is authority or the page itself
162- **content-strategy**: link-earning formats and linkable assets
163- **free-tools**: tools and calculators that earn links
164- **public-relations**: journalist requests, data-led PR, podcasts
165- **directory-submissions**: the foundation layer of links and discovery
166- **referrals**: review programs for G2, Capterra, and other review platforms
167- **community-marketing**: Reddit and community participation
168- **ai-seo**: citation mix, prompt tracking, and on-site work for AI answers
169- **competitor-profiling**: competitors' referring domains and link sources
170- **cold-email**: outreach mechanics and deliverability
171- **marketing-loops**: the backlink-prospecting and brand-mention loops

Related Skills

  • seo-audit: diagnose whether a page's problem is authority or the page itself
  • content-strategy: link-earning formats and linkable assets
  • free-tools: tools and calculators that earn links
  • public-relations: journalist requests, data-led PR, podcasts
  • directory-submissions: the foundation layer of links and discovery
  • referrals: review programs for G2, Capterra, and other review platforms
  • community-marketing: Reddit and community participation
  • ai-seo: citation mix, prompt tracking, and on-site work for AI answers
  • competitor-profiling: competitors' referring domains and link sources
  • cold-email: outreach mechanics and deliverability
  • marketing-loops: the backlink-prospecting and brand-mention loops
Raw lines 159 to 171
Names a skill competitor-profiling :169

From coreyhaines31/marketingskills at 88c79f6, 2026-10-30. Skills read by DeepSeek V4.1 Flash on 2026-11-04. Summary and techniques by Claude Opus 5.5 on 2026-11-06.