When the user wants open source strategy, OSS commercialization, or open source growth. Also use when the user mentions "open source strategy," "OSS strategy," "open source commercialization," "open source to paid," "open core," "COSS," "commercial open source," "GitHub stars strategy," "DevHunt," "open source marketing," "open source growth," "Llama," "Dify," "Cursor," "open source business model," or "developer tools directory." For GitHub tactics, use github.
日本語の概要は準備中です。原文の説明を表示しています。
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Guides open source as a commercialization path: build community and trust first, monetize later. Many products use open source for early growth (Cursor from VSCode, Llama, Qwen, Dify) and later commercialize via managed services or open core. For GitHub (SEO, GEO, README, Awesome lists), see github. For directory submission (DevHunt, Awesome lists), see directory-submission.
When invoking: On first use, if helpful, open with 1–2 sentences on what this skill covers and why it matters, then provide the main output. On subsequent use or when the user asks to skip, go directly to the main output.
Open source strategy = Use open source for distribution, trust, and community; monetize through enterprise features, managed services, or support. 95% of enterprises use open source; 33% increasing usage. Community becomes your marketing force—users self-host, contribute, and recommend.
| Path | Example |
|---|---|
| Open source → Commercial product | Cursor (VSCode fork); Llama, Qwen (enterprise/cloud) |
| Open core → Managed service | Dify (self-host free + cloud paid); MongoDB Atlas; Confluent |
Core insight: Brand is the moat when code is commoditized. Developers won't pay directly; they become your marketing army through word-of-mouth, content, and recommendations.
| Model | Description | Examples |
|---|---|---|
| Open Core | Core free; enterprise features (SSO, audit, multi-tenancy) paid | GitLab, Elastic, Grafana |
| Managed Services (SaaS) | Self-host free; cloud/hosted paid | MongoDB Atlas, Confluent, Dify |
| Support-First | Free software; enterprise support subscriptions | Red Hat |
| Free + Paid Convenience | 70–80% revenue from cloud; self-host free | Most COSS companies |
Monetization layer: Enterprise users buy risk mitigation—SLAs, indemnification, security patches, support—not just code.
GitHub is the main hub for open source discovery. Optimize for visibility and conversion.
| Element | Purpose | Skill |
|---|---|---|
| README | Landing page; answer-first GEO; installation, usage | github |
| About, Topics | Discovery, keywords; 6–20 topics; 350-char About | github |
| Stars | Trending status; credibility; search visibility | GitHub + coordinated launch |
| Awesome lists | Curated lists; backlinks; discovery | github, directory-submission |
Stars strategy: Stars without strategy are vanity metrics. Coordinate multi-channel launch (HN, Reddit, Dev.to); Tuesday–Wednesday US Pacific morning often outperforms. Quality README and clear value proposition matter more than channel volume.
DevHunt is an open-source platform for developer tools—alternative to Product Hunt, built for developers. Naturally aligned with open source projects.
| Aspect | Detail |
|---|---|
| Audience | Developers, indie makers, open source maintainers |
| Content | Dev tools, APIs, libraries, open source projects |
| Features | GitHub-verified submissions; 50+ categories; free to submit |
| Use when | Open source or developer tool; want dev-focused discovery |
Submission: Prepare product info (name, tagline, description, category, GitHub URL). See directory-submission for submission workflow and asset preparation.
For extensions, actions, integrations. See distribution-channels for marketplace listing strategy.
| Practice | Guideline |
|---|---|
| Build in Public | Share progress, metrics, failures; attracts early adopters |
| Contributing | CONTRIBUTING.md; clear contribution path |
| Transparency | Roadmap, changelog; community involvement in planning |
| Commercialization | Preserve goodwill; communicate early; keep investing in OSS |
Community benefits: Organic word-of-mouth; user-generated content (SEO); free QA via bug reports; contribution activity signals project health.
| License | Use | Trade-off |
|---|---|---|
| MIT, Apache 2.0 | Permissive; max adoption | Cloud giants can fork without contributing |
| AGPL | Prevent cloud fork without contribution | May reduce adoption |
| BSL/SSPL | Source-available; commercial restrictions | Elastic, HashiCorp, Redis Labs shifted to this |
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When the user wants to create, optimize, or audit 404 error pages. Also use when the user mentions "404 page," "404 error," "error page," "page not found," "broken link page," "404 design," "custom 404," "404 redirect," "404 page UX," or "404 recovery." For sitewide page planning, use website-structure.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to create, optimize, or audit About page content. Also use when the user mentions "about page," "about us," "company story," "our team," "about section," "company overview," "brand story," "team page," or "who we are." For sitewide page planning, use website-structure.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to plan, implement, or optimize affiliate marketing strategy. Also use when the user mentions "affiliate marketing," "affiliate program strategy," "CPS model," "affiliate recruitment," "commission structure," "affiliate partners," "affiliate network," "affiliate tracking," "affiliate commission," or "partner marketing." For affiliate page, use affiliate-page-generator.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to create, optimize, or audit affiliate program page content. Also use when the user mentions "affiliate program," "affiliate page," "partner program," "referral program page," "affiliate landing," "partner landing," "commission page," or "affiliate signup." For affiliate program strategy, use affiliate-marketing.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to track AI search traffic in GA4 or GSC. Also use when the user mentions "AI traffic," "ChatGPT referral," "Perplexity traffic," "AI Overviews," "GA4 AI sources," "AI search analytics," "track AI referrals," "AI search traffic," "Claude traffic," or "how to track AI traffic." For AI SEO strategy, use generative-engine-optimization.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to create, optimize, or audit alternatives or comparison content (page or blog article). Also use when the user mentions "alternatives page," "alternatives listicle," "X alternatives," "competitor comparison," "vs page," "compare page," "best alternatives to X," "switch from X," "competitor brand traffic," "brand keyword ads," or "intercept competitor search." For competitor research, use competitor-research.
日本語の概要は準備中です。原文の説明を表示しています。