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amplitude/builder-skills

Plan and execute multi-channel distribution for product launches across X/Twitter, Reddit, LinkedIn, Hacker News, and other platforms. Use this skill whenever someone asks to create a distribution plan, figure out where to post a launch, build a press list, set up internal amplification, or coordinate multi-channel promotion. Also trigger for "where should we post this," "how do we get the word out," or any request about promoting or distributing a product announcement. Covers channel strategy (with deep playbooks for Twitter, Reddit, and LinkedIn), post-launch retro, and building a repeatable distribution engine.

What is builder-skills?

builder-skills is a Claude Code agent skill that plan and execute multi-channel distribution for product launches across X/Twitter, Reddit, LinkedIn, Hacker News, and other platforms. Use this skill whenever someone asks to create a distribution plan, figure out where to post a launch, build a press list, set up internal amplification, or coordinate multi-channel promotion. Also trigger for "where should we post this," "how do we get the word out," or any request about promoting or distributing a product announcement. Covers channel strategy (with deep playbooks for Twitter, Reddit, and LinkedIn), post-launch retro, and building a repeatable distribution engine.

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Documentation

Launch Distribution

This skill covers the "where and how" of getting your launch in front of people. Great messaging and assets are wasted without distribution. The goal isn't to be everywhere — it's to be effective everywhere you show up, and to build a repeatable system that gets better with each launch.

Distribution philosophy

Two principles:

  1. Go wide, then double down. Post to every relevant channel on launch day. You won't know in advance which one will hit. After the launch, look at the data and invest more in what worked.

  2. Launch is day one, not the whole story. The initial push drives awareness, but the long tail — SEO, word of mouth, community — drives sustained growth. Distribution planning should account for both.

Channel playbook

The three highest-ROI channels for most product launches are X/Twitter, Reddit, and LinkedIn. Master these first, then layer on additional channels.

X/Twitter (primary channel)

X is the default launch channel for tech products. It's where the initial wave of awareness starts, and strong performance here cascades into other channels (people screenshot tweets for LinkedIn, link to threads on Reddit, etc.).

Timing and mechanics:

  • Post the launch tweet early in the day (morning, your audience's timezone)
  • The algorithm rewards early engagement heavily — the first 60-90 minutes determine reach
  • Have 5-10 people with relevant audiences ready to retweet or quote-tweet within the first hour
  • Engage actively with every reply for the first 2-3 hours. Don't just like — respond substantively

Maximizing reach:

  • Pin the launch tweet to your profile for the full launch week
  • Quote-tweet your own launch with different angles over the next 2-3 days (different value props, use cases, metrics)
  • If the launch tweet gets traction, post a follow-up thread going deeper within 24 hours
  • Monitor who's engaging — reply to anyone with a meaningful audience, they may reshare

See launch-tweet skill for crafting the actual posts (first line hooks, thread structure, media rules).

Reddit (highest-quality discussions)

Reddit is underrated for launches. The discussion quality is high, the audience is technical and opinionated, and a good Reddit post has a much longer shelf life than a tweet. Subreddit posts surface in search results for months.

Finding the right subreddits:

  • Identify 2-4 subreddits where your target audience hangs out. Think beyond the obvious — niche subreddits with 10K-100K members often convert better than giant ones.
  • Read each subreddit's rules carefully. Many ban or restrict self-promotion. Some have specific days or threads for launches. Some require a minimum account age or karma.
  • Lurk before you launch. If you've never participated in a subreddit, your launch post will feel (and be flagged as) drive-by spam.

Post framing:

  • Best format: "I built X to solve Y" — genuine story about the problem and what you built. Community contribution, not advertisement.
  • Show vulnerability: what you got wrong, what's still rough. Reddit rewards honesty and punishes polish.
  • Write a substantive text post with the link embedded, not a link-only post.

Engagement:

  • Engage with every comment, even critical ones. Don't get defensive — acknowledge valid points, explain trade-offs.
  • Check back 12 and 24 hours later — Reddit threads have a longer active period than tweets.

LinkedIn (strongest for B2B)

LinkedIn is the highest-performing channel for B2B and enterprise product launches. The audience is buying-decision-makers, and the organic reach for strong posts is remarkably high compared to other platforms.

Amplification mechanics:

  • Have 3-5 team members or allies post comments within the first hour. LinkedIn's algorithm treats early comments as a strong quality signal.
  • Encourage team members to reshare with their own commentary (not just clicking "repost"). A reshare with original commentary gets 3-5x the reach of a plain repost.
  • Tag relevant people and companies, but only if they'd genuinely care. Gratuitous tagging looks desperate.
  • Founder/personal accounts consistently outperform company page posts by 3-10x. Use a personal account as the primary post.

See launch-tweet skill for LinkedIn post format, hook structure, and tone.

Hacker News

  • "Show HN" for new products; regular submission for significant updates
  • Title: factual and specific, no marketing language. "Show HN: [Name] – [plain description of what it does]"
  • Best times: weekday mornings (US Eastern)
  • Be present in the comments. Answer every question, especially technical ones. Honesty and depth go a long way; marketing-speak kills HN posts
  • HN front page drives massive traffic but modest signups — expect a lot of lookers. Don't count on it as a reliable channel, but when it hits, the backlinks and awareness are worth it

Other channels

BlueSky / Threads — Smaller audiences but growing. Lower competition means higher visibility per post. Worth posting to — minimal effort, occasional outsized results.

Product Hunt — PH can drive 1,000+ visitors in 24 hours and provide useful social proof (badges, rankings). However, the editorial team now manually curates the homepage, making success less predictable. AI products face extra scrutiny. Budget 50-120 hours for a serious PH launch, so it's best reserved for Tier 1 moments when you have the bandwidth. If you do launch: Tuesday or Wednesday at 12 AM PST, respond to every comment, and don't ask for upvotes directly.

Email — Tier 1: full list announcement. Tier 2: segmented to relevant users. Tier 3: include in changelog digest. Send emails after social posts (gives social a head start on engagement). See launch-email skill for subject lines, structure, and segmentation.

Press and journalists — Only for Tier 1 launches. Build your own contact list over time. Reach out 1-2 weeks before launch with an exclusive or early look. Give journalists data, trend context, or a contrarian take — not just a press release. Don't expect coverage; press is a bonus, not a distribution strategy.

Blog / content — Publish a blog post for Tier 1 and Tier 2 launches (see launch-blog-post skill). Cross-post or syndicate to dev.to, Medium, Hashnode for technical products. Include a tutorial within the first week. Link from docs to the blog post and vice versa.

Internal amplification

This is the most underused distribution lever. Your team has a collective social reach that likely exceeds your company account.

Set up an #amplify channel

Create a dedicated Slack/Teams channel where you post launch assets and copy that team members can share on their personal accounts. Make it easy:

  • Pre-written copy they can customize
  • Direct links to the posts to like/retweet/comment on
  • Clear ask: "Please share this in the next 2 hours"

Make it cultural

The #amplify channel only works if leadership uses it and participation is normalized. It shouldn't feel like an obligation — frame it as "here's something cool we shipped, help us get the word out." Celebrate team members who drive engagement.

Network and influencer asks

For Tier 1 launches, personally reach out to 10-20 people with relevant audiences and ask for a reshare. These should be genuine connections, not cold outreach. A quote-tweet with personal commentary from someone respected in your space is worth more than 100 company retweets.

Distribution sequence

On launch day, timing matters. Here's a typical sequence:

Early morning (6-8 AM, audience timezone):

  • Post on X/Twitter
  • Submit to Hacker News (if applicable)

Mid-morning (9-11 AM):

  • Post on LinkedIn
  • Post on Reddit (target subreddits)
  • Post on BlueSky, Threads
  • Send #amplify channel notification
  • Publish blog post

Late morning / early afternoon:

  • Send email announcement
  • Reach out to press contacts (if applicable)
  • Personal DMs to key influencer contacts asking for reshares

Throughout the day:

  • Monitor and engage on all channels
  • Respond to every comment, question, and mention
  • Share interesting replies/discussions in #amplify

Post-launch retro

Run the retro within a week of launch (see launch-strategy for the full retro framework). For distribution specifically, capture:

  1. Channel performance — Which channels drove the most traffic? Most signups? Most engagement? Track with UTM parameters.
  2. Surprises — Did an unexpected channel work well? Did a "sure thing" channel underperform?
  3. Network effects — Which reshares or mentions drove the most downstream traffic? These are your best amplification partners for next time.
  4. Timing — Was the sequence right? Should anything have gone earlier or later?
  5. Effort vs. impact — Where did you spend the most time? Was it worth it? This informs how you allocate for the next launch.

Update your distribution checklist based on findings. The goal is to make each launch easier and more effective than the last.

Building the distribution engine

Distribution isn't a one-time plan — it's a system. Over successive launches:

  • Grow your #amplify culture so team participation is automatic
  • Build your press and influencer Rolodex with every launch
  • Track channel performance over time to know your reliable channels vs. lottery tickets
  • Develop platform-specific intuition — what works on X vs. Reddit vs. LinkedIn vs. HN is different, and you learn by doing
  • Reuse and templatize — your launch sequence, email templates, social formats should get refined, not reinvented each time

The best distribution is a habit, not a heroic effort.

Companion skills

  • launch-strategy — defines the launch tier and checklist that drives which channels to activate
  • launch-tweet — crafting the actual social copy for each platform
  • launch-email — email subject lines, structure, and segmentation
  • launch-blog-post — the long-form content that social and email point to
  • launch-video — the visual assets (demo video, GIFs, screenshots) embedded in posts
  • launch-metrics — UTM setup and post-launch channel performance analysis

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

amplitude/builder-skills

Performs deep analysis of a specific Amplitude chart to explain trends, anomalies, and likely drivers. Use when a metric looks unusual, investigating a spike or drop, or understanding the "why" behind numbers.

amplitude/builder-skills

Deeply analyze Amplitude dashboards by analyzing key charts, surfacing top areas for concern and takeaways, identify anomalies, then explain changes using customer feedback trends.

amplitude/builder-skills

Designs A/B tests with proper metrics and variants, analyzes running or completed experiments, and interprets results with statistical rigor. Use when setting up experiments, checking experiment status, analyzing results, or making ship decisions.

amplitude/builder-skills

Synthesizes customer feedback into actionable themes including feature requests, bugs, pain points, and praise. Use when planning product roadmap, understanding user sentiment, investigating specific issues, or preparing voice-of-customer reports.

amplitude/builder-skills

Analyze MCP server usage instrumented with Amplitude's MCP Analytics SDK: break usage and errors down by tool, read the rationales within each tool to see what callers are trying to do, and produce a prioritized write-up of actionable fixes. Use this skill whenever the user asks to understand how their MCP server is being used, what agents/users are trying to do with it, why tool calls are failing, what to fix or improve in their MCP server, or asks for an "MCP usage report", "tool error analysis", "intent analysis", "rationale clustering", or "MCP insights". Also trigger when the user mentions [MCP]-prefixed events, tool rationale, tool call errors, or just finished instrumenting their MCP server and wants to see what the data says. Requires the Amplitude MCP connector.

amplitude/builder-skills

Read lost deals and churned accounts from your CRM, extract reasons clustered by theme (missing features, pricing, competitors, UX), and write a prioritized weekly analysis with product improvement recommendations. Use before roadmap planning or to build the case for prioritizing retention work.

amplitude/builder-skills

Creates Amplitude charts from natural language descriptions, handling event selection, filters, groupings, and visualization choices. Use when you know what you want to measure but prefer not to build the chart manually.

amplitude/builder-skills

Guide an Amplitude user through building a custom agent by suggesting use cases grounded in their role and data, shaping the idea into a well-formed spec, and generating a ready-to-run Global Agent deeplink that creates it. Use to create, build, or set up a custom agent, automate a recurring analysis, or put a repeated report on a schedule.

amplitude/builder-skills

Builds comprehensive Amplitude dashboards from requirements or goals, organizing charts into logical sections with appropriate layouts. Use when creating a complete dashboard from scratch or assembling existing charts into a cohesive view.

amplitude/builder-skills

Monitors all active and recently completed experiments across Amplitude projects, triages them by importance, then runs deep analysis and reporting on the most impactful ones. Use when the user asks to "check on experiments", "experiment status", "experiment review", "what experiments are running", or wants a periodic experiment health report.

amplitude/builder-skills

Pull Intercom tickets and Slack support messages from the past 7 days, classify each signal, enrich with CRM data (ARR, plan, renewal), score by customer value and churn risk, and output a tiered priority report saved to Drive. Use when you need a fast, data-driven view of what support signals matter most.

amplitude/builder-skills

Use this skill whenever a user wants to improve existing pages on their website to get cited more by AI models — whether they say "our pages aren't getting cited", "improve this page for AI visibility", "which of our pages should we update", "make this article more cite-worthy", "our competitors are getting cited instead of us", "update our content for AI search", or any variation where the goal is improving an existing asset rather than creating something new. This skill pulls owned pages from AI Visibility, identifies which ones have citation potential but are underperforming, compares them against the external pages that are winning citations on the same topics, and produces section-level rewrites or a full-page update — then pushes the revision to the CMS as a draft. Trigger even if the user just says "help me get cited more" or "why is [competitor] getting cited instead of us".

amplitude/builder-skills

Use this skill whenever a user wants to win AI citations on prompts that competitors currently dominate — whether they say "competitors are getting cited instead of us", "we're losing on these prompts", "how do I outrank [competitor] in AI answers", "find prompts where we should be winning", "create content to beat [competitor]", or any variation where the goal is capturing AI share on prompts a competitor currently owns. This skill pulls competitor visibility data from AI Visibility, identifies the specific prompts where competitors win and Amplitude is absent, clusters them by intent, and produces targeted comparison pages, alternatives content, or rebuttal assets — then pushes drafts to CMS. Trigger on any mention of competitor, prompt hijack, outrank, or "why is [competitor] getting cited instead of us".

amplitude/builder-skills

Use this skill whenever a user wants to turn AI Visibility data into published content — whether they say "find content gaps", "what should we write about", "which topics have low visibility", "help me get cited by AI models", "create a blog post from our AI Visibility gaps", "we're losing to competitors on these prompts", or any variation where they want to go from AI visibility weakness to a draft article, landing page, or FAQ. This skill connects directly to Amplitude AI Visibility data (topics, prompts, visibility scores, citations, competitor data, full LLM responses and sources) and produces a publish-ready content brief plus full article draft. If the user mentions CMS (WordPress, Webflow, Contentful, Sanity, HubSpot, Ghost, Shopify), also trigger this skill to push the draft directly. Trigger even if they just say something vague like "what content should we create?" in an AI Visibility context.

amplitude/builder-skills

Use this skill whenever a user wants to test content variants before publishing to find which one will get cited most by AI models — whether they say "which version of this content will perform better", "test this article before we publish", "simulate how AI will respond to this content", "which angle should we use", "generate content variants and pick the winner", "run a simulation before publishing", or any variation where the goal is data-driven content selection rather than gut-feel publishing. This skill takes an identified content opportunity, generates 2–3 distinct variants with different angles or structures, scores them against actual AI model responses from AI Visibility, references the Simulate Changes feature for pre-publish validation, and produces a clear recommendation on which variant to publish — then pushes the winner to CMS. Trigger on any mention of "simulate", "test variants", "which performs better", "A/B content", or "before we publish".

amplitude/builder-skills

Use this skill whenever a user wants to understand which external sources are being cited by AI models on topics relevant to their brand, and wants to create content that will outrank those sources — whether they say "what sources are AI models citing", "why is [third-party site] being cited instead of us", "we want to be the definitive source on X", "build something that gets cited more than G2 or TechRadar", "create an authoritative asset", or any variation where the goal is producing a new reference asset (definition page, benchmark, methodology, glossary, comparison hub) designed to beat existing top-cited sources. This skill analyzes AI Visibility source data, reverse-engineers what makes top-cited pages authoritative, and produces a superior source asset — then pushes it to CMS as a draft. Trigger on any mention of "sources", "third-party citations", "authoritative content", "definitional pages", or "outrank".

amplitude/builder-skills

Instrument a Node/TypeScript MCP server with Amplitude's @amplitude/mcp-analytics SDK so tool calls, sessions, and rationale are tracked as Amplitude events. Use this skill whenever the user wants to add Amplitude analytics to their MCP server, mentions "MCP Analytics", "@amplitude/mcp-analytics", "instrument my MCP server", "track MCP tool calls", "add rationale to my MCP tools", or wants agent traffic (Claude, Cursor, ChatGPT) attributed back to Amplitude. Also use for adding UTM tagging to MCP-returned links, or for troubleshooting identity/user_id mismatches between MCP events and web/mobile Amplitude data.

amplitude/builder-skills

Instruments a pull request with Amplitude analytics that conform to the project's existing taxonomy. Reads the tracking plan via the Amplitude MCP server (events, properties, naming conventions), analyzes the PR diff to find the few user actions genuinely worth tracking, detects the codebase's SDK and tracking patterns, and adds instrumentation that matches both. Optionally (opt-in) stages new events and properties on an Amplitude tracking-plan branch for data-governance review. Use when asked to "instrument this PR", "add analytics to this change", "add tracking", "add Amplitude events", "instrument this feature", or "what should I track here".

amplitude/builder-skills

Diagnoses product health by cross-referencing Amplitude analytics (dashboards, charts, funnels, feedback, AI agent analytics), optionally Datadog (errors, latency, stack traces), and optionally Slack (qualitative feedback, bug reports, feature requests). Identifies what's broken, what's working, and what to do about it — with root causes, not just symptoms. Use when asked to "diagnose my product", "what's going on", "product health check", "what's broken", "where are users struggling", "give me a product diagnosis", or "what should I focus on".

amplitude/builder-skills

Summarizes B2B account health by analyzing usage patterns, engagement trends, risk signals, and expansion opportunities. Use for customer success reviews, renewal preparation, QBRs, or account prioritization.

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