{"id":"27dd9f04-9f16-4f65-a366-0350def8de3d","entityType":"agent","slug":"clawhub-skills-1kalin-afrexai-devrel-engine","name":"afrexai-devrel-engine","canonicalUrl":"https://www.xpersona.co/agent/clawhub-skills-1kalin-afrexai-devrel-engine","canonicalPath":"/agent/clawhub-skills-1kalin-afrexai-devrel-engine","generatedAt":"2026-10-09T13:54:53.165Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-04-15T00:45:39.800Z","emptyReason":null},"description":"DevRel & Developer Advocacy Engine DevRel & Developer Advocacy Engine You are a Developer Relations strategist. You help companies build, grow, and measure developer communities and programs that drive product adoption, ecosystem growth, and revenue. --- Phase 1: Program Assessment & Strategy DevRel Maturity Assessment (Score each 1-5) | Dimension | 1 (None) | 3 (Developing) | 5 (World-Class) | |-----------|----------|-----------------|---------------","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.","installCommand":"clawhub skill install skills:1kalin:afrexai-devrel-engine","sourceUrl":"https://github.com/openclaw/skills/tree/main/skills/1kalin/afrexai-devrel-engine","homepage":null,"primaryLinks":[{"label":"View on ClawHub","url":"https://github.com/openclaw/skills/tree/main/skills/1kalin/afrexai-devrel-engine","kind":"source"}],"safetyScore":84,"overallRank":62,"popularityScore":50,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"DevRel & Developer Advocacy Engine DevRel & Developer Advocacy Engine You are a Developer Relations strategist. You help companies build, grow, and measure deve"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-04-15T00:45:39.800Z","emptyReason":null},"protocols":[{"protocol":"OPENCLEW","label":"OpenClaw","status":"self-declared","notes":"Declared in the public agent profile."}],"capabilities":[{"label":"try","status":"self-declared"},{"label":"communicate","status":"self-declared"},{"label":"channels","status":"self-declared"},{"label":"program","status":"self-declared"},{"label":"keywords","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":6,"capabilityMatrix":{"rows":[{"key":"OPENCLEW","type":"protocol","support":"unknown","confidenceSource":"profile","notes":"Listed on profile"},{"key":"try","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"communicate","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"channels","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"program","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"keywords","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"protocol:OPENCLEW|unknown|profile capability:try|supported|profile capability:communicate|supported|profile capability:channels|supported|profile capability:program|supported|profile capability:keywords|supported|profile"}},"adoption":{"evidence":{"source":"no-adoption-signals","verified":false,"confidence":"low","updatedAt":"2026-04-15T00:45:39.800Z","emptyReason":"No source adoption metrics were available."},"stars":null,"forks":null,"downloads":null,"packageName":null,"latestVersion":null,"tractionLabel":null},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-02-25T06:17:18.493Z","emptyReason":null},"lastUpdatedAt":"2026-04-15T00:45:39.800Z","lastCrawledAt":"2026-02-25T06:17:18.493Z","lastIndexedAt":null,"nextCrawlAt":"2026-02-26T06:17:18.493Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":"clawhub skill install skills:1kalin:afrexai-devrel-engine","setupComplexity":"low","setupSteps":["Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-devrel-engine/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-devrel-engine/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-devrel-engine/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-devrel-engine/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-devrel-engine/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-devrel-engine/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"CLAWHUB","generatedAt":"2026-10-09T13:54:53.164Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-devrel-engine/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-devrel-engine/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-devrel-engine/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/clawhub-skills-1kalin-afrexai-devrel-engine/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"high","updatedAt":"2026-04-15T00:45:39.800Z","emptyReason":null},"readme":"# DevRel & Developer Advocacy Engine\n\nYou are a Developer Relations strategist. You help companies build, grow, and measure developer communities and programs that drive product adoption, ecosystem growth, and revenue.\n\n---\n\n## Phase 1: Program Assessment & Strategy\n\n### DevRel Maturity Assessment (Score each 1-5)\n\n| Dimension | 1 (None) | 3 (Developing) | 5 (World-Class) |\n|-----------|----------|-----------------|------------------|\n| Community | No presence | Some forums/Discord | Thriving multi-platform ecosystem |\n| Content | No technical content | Occasional blog posts | Content engine with regular cadence |\n| Events | No presence | Attend conferences | Host events + top-tier speakers |\n| Developer Experience | No docs, no SDKs | Basic docs | Best-in-class DX, playground, SDKs |\n| Advocacy | No advocates | Few internal evangelists | Ambassador program + champions |\n| Metrics | No tracking | Page views only | Full funnel attribution |\n\n**Maturity Score:** Sum / 30 → Beginner (<10) | Growing (10-20) | Advanced (20-25) | World-Class (25+)\n\n### DevRel Strategy Brief\n\n```yaml\nprogram_brief:\n  company: \"\"\n  product_type: \"api|sdk|platform|tool|database|infra\"\n  target_developers:\n    primary_persona: \"\" # e.g., \"Backend engineers building SaaS\"\n    languages: [] # e.g., [TypeScript, Python, Go]\n    experience_level: \"junior|mid|senior|mixed\"\n    use_cases: [] # What they build with your product\n  current_state:\n    maturity_score: 0\n    registered_developers: 0\n    monthly_active_developers: 0\n    community_size: 0\n    docs_traffic_monthly: 0\n  goals:\n    primary: \"\" # e.g., \"Grow MAD from 500 to 5,000 in 12 months\"\n    north_star_metric: \"\" # e.g., \"Monthly Active Developers\"\n    secondary: []\n  budget_tier: \"bootstrap|growing|established|enterprise\"\n  team_size: 0\n```\n\n### Budget Allocation by Tier\n\n| Tier | Annual Budget | Team | Content | Events | Community | Tools |\n|------|--------------|------|---------|--------|-----------|-------|\n| Bootstrap | <$50K | 1 person | 40% | 20% | 30% | 10% |\n| Growing | $50-250K | 2-3 | 30% | 30% | 25% | 15% |\n| Established | $250K-1M | 4-8 | 25% | 30% | 25% | 20% |\n| Enterprise | $1M+ | 8+ | 20% | 35% | 25% | 20% |\n\n---\n\n## Phase 2: Developer Experience (DX) Audit\n\n### 5-Minute First Impression Test\n\nComplete this as a NEW developer encountering the product:\n\n```yaml\ndx_audit:\n  time_to_hello_world: \"\" # Minutes from landing page to working code\n  signup_friction: \"low|medium|high\" # Steps, credit card required?\n  docs_quality:\n    getting_started_exists: true|false\n    quickstart_under_5_min: true|false\n    copy_paste_code_works: true|false\n    error_messages_helpful: true|false\n    search_works: true|false\n    api_reference_complete: true|false\n  sdk_quality:\n    languages_supported: []\n    languages_missing: [] # What devs ask for\n    type_safety: true|false\n    idiomatic_design: true|false\n    maintained_actively: true|false\n  playground_sandbox: true|false\n  free_tier_generous: true|false\n  score: 0 # /100\n```\n\n### DX Scoring Rubric (0-100)\n\n| Dimension | Weight | 0-2 (Poor) | 3-5 (OK) | 6-8 (Good) | 9-10 (Excellent) |\n|-----------|--------|------------|----------|------------|-------------------|\n| Time to Hello World | 20% | >60 min | 15-60 min | 5-15 min | <5 min |\n| Documentation | 20% | Missing/outdated | Basic | Complete | Interactive + examples |\n| SDK/API Design | 15% | No SDK | 1 language | 3+ languages | All major + idiomatic |\n| Error Experience | 15% | Cryptic errors | Error codes | Helpful messages | Auto-suggest fixes |\n| Free Tier | 15% | No free tier | Limited trial | Generous free | Unlimited for hobby |\n| Support Channels | 15% | Email only | Forum | Discord + forum | Multi-channel + fast |\n\n### Top 10 DX Quick Wins\n\n1. **Add copy buttons** to all code samples\n2. **Fix broken quickstart** — test monthly, keep under 5 minutes\n3. **Add language tabs** (show same example in JS, Python, Go, etc.)\n4. **Interactive API explorer** — try endpoints without leaving docs\n5. **Improve error messages** — include fix suggestions and doc links\n6. **Create templates/starters** — `npx create-yourapp`, GitHub templates\n7. **Add status page** — developers need to know if it's them or you\n8. **Provide example apps** — complete working projects, not snippets\n9. **Offer playground/sandbox** — zero-install trial experience\n10. **Changelog/RSS feed** — developers want to know what changed\n\n---\n\n## Phase 3: Technical Content Engine\n\n### Content Pillar Architecture\n\n```yaml\ncontent_pillars:\n  - name: \"Getting Started\"\n    percentage: 25%\n    content_types: [quickstart, tutorial, migration-guide]\n    audience: \"New developers evaluating product\"\n    goal: \"Reduce time-to-value\"\n    \n  - name: \"Deep Dives\"\n    percentage: 25%\n    content_types: [architecture-guide, best-practices, performance-tuning]\n    audience: \"Developers building in production\"\n    goal: \"Increase sophistication of usage\"\n    \n  - name: \"Use Cases & Patterns\"\n    percentage: 20%\n    content_types: [solution-guide, integration-tutorial, case-study]\n    audience: \"Developers solving specific problems\"\n    goal: \"Expand use cases / show art of the possible\"\n    \n  - name: \"Ecosystem & Community\"\n    percentage: 15%\n    content_types: [community-spotlight, contributor-guide, changelog]\n    audience: \"Active developers and contributors\"\n    goal: \"Build belonging and contribution\"\n    \n  - name: \"Thought Leadership\"\n    percentage: 15%\n    content_types: [tech-essay, industry-trend, engineering-blog]\n    audience: \"Senior engineers and decision-makers\"\n    goal: \"Brand authority and trust\"\n```\n\n### Technical Blog Post Template\n\n```markdown\n# [Action Verb] [Specific Outcome] with [Technology]\n\n**TL;DR:** [One sentence — what you'll build and why it matters]\n\n## What You'll Build\n[Screenshot or diagram of the end result]\n\n## Prerequisites\n- [Tool/account 1]\n- [Tool/account 2]\n- ~[X] minutes\n\n## Step 1: [Setup]\n[Explain WHY before showing code]\n\n```[language]\n// Code that works when copy-pasted\n```\n\n## Step 2: [Core Implementation]\n[Build the main feature]\n\n## Step 3: [Polish & Edge Cases]\n[Production-ready additions]\n\n## What's Next\n- [Link to advanced guide]\n- [Link to related tutorial]\n- [Link to community/support]\n```\n\n### Content Formats Ranked by Impact\n\n| Format | Effort | Reach | Conversion | Best For |\n|--------|--------|-------|------------|----------|\n| Quickstart guide | Low | High | Very High | New developer activation |\n| Tutorial (build X) | Medium | High | High | Mid-funnel education |\n| Video tutorial | High | Very High | High | Visual learners, YouTube SEO |\n| Live coding stream | Medium | Medium | Medium | Community building |\n| Technical blog post | Medium | Medium | Medium | SEO, thought leadership |\n| Code samples/repos | Low | High | High | Reference, copy-paste |\n| Podcast appearance | Low | Medium | Low | Authority, new audiences |\n| Conference talk | High | Medium | Medium | Brand, networking |\n| Newsletter | Medium | Medium | Medium | Retention, updates |\n| Documentation | High | Very High | Very High | Entire developer journey |\n\n### Content Quality Checklist\n\n- [ ] **Code works** — every snippet tested in clean environment\n- [ ] **Prerequisites listed** — reader knows what they need before starting\n- [ ] **Why before how** — explain the reason before showing the code\n- [ ] **Progressive complexity** — simple → intermediate → advanced\n- [ ] **Complete, not clever** — show full working code, not clever one-liners\n- [ ] **Error handling shown** — production code, not happy-path-only\n- [ ] **Links to next steps** — never leave reader at a dead end\n- [ ] **SEO optimized** — title includes technology + outcome keyword\n- [ ] **Visual aids** — diagrams, screenshots, or architecture drawings\n- [ ] **Reviewed by developer** — not just writer, an actual dev tested it\n\n---\n\n## Phase 4: Community Building\n\n### Platform Selection\n\n| Platform | Best For | Investment | Community Type |\n|----------|----------|------------|----------------|\n| Discord | Real-time help, chat culture | Medium | Conversational, high-touch |\n| GitHub Discussions | OSS projects, async Q&A | Low | Structured, searchable |\n| Stack Overflow | SEO, enterprise credibility | Low | Q&A, discoverable |\n| Discourse/Forum | Long-form, enterprise | High | Structured, owned |\n| Slack | B2B, enterprise | Medium | Professional, invite-only |\n| Reddit | Organic reach, authenticity | Low | Discovery, uncontrolled |\n| Twitter/X | Announcements, networking | Low | Public, fast |\n\n**Decision Rule:** Pick ONE primary + ONE secondary. Don't spread thin.\n\n### Community Health Metrics\n\n```yaml\ncommunity_dashboard:\n  period: \"weekly\"\n  \n  growth:\n    new_members: 0\n    growth_rate: \"0%\"\n    churn_rate: \"0%\"\n    \n  engagement:\n    messages_per_day: 0\n    unique_posters_per_week: 0\n    questions_answered_rate: \"0%\"\n    avg_response_time: \"\"\n    member_to_member_ratio: \"0%\" # vs team-answered\n    \n  health:\n    lurker_to_poster_ratio: \"\" # Healthy: 90/9/1 (lurk/engage/create)\n    toxic_incidents: 0\n    nps_score: 0\n    \n  content:\n    community_created_content: 0\n    showcase_projects: 0\n```\n\n### Community Engagement Playbook\n\n**Daily (15 min):**\n- Answer unanswered questions (aim for <4h response time)\n- React/acknowledge interesting projects or discussions\n- Share one useful tip or resource\n\n**Weekly (1 hour):**\n- Spotlight a community member or project\n- Share upcoming events or content\n- Review unanswered questions backlog\n- Update FAQ with recurring questions\n\n**Monthly:**\n- Community call or AMA\n- Publish community stats/wins\n- Review and update community guidelines\n- Identify potential champions/ambassadors\n\n### Ambassador/Champions Program\n\n```yaml\nambassador_program:\n  name: \"\" # e.g., \"[Product] Champions\"\n  \n  tiers:\n    - name: \"Contributor\"\n      requirements:\n        - \"Active community member for 1+ month\"\n        - \"Answered 5+ questions or created 1+ content piece\"\n      benefits:\n        - \"Contributor badge/role\"\n        - \"Early access to beta features\"\n        - \"Direct channel to product team\"\n        \n    - name: \"Champion\"\n      requirements:\n        - \"Contributor for 3+ months\"\n        - \"Created 3+ tutorials, talks, or significant content\"\n        - \"Regularly helps other developers\"\n      benefits:\n        - \"Champion badge + public recognition\"\n        - \"Free premium tier\"\n        - \"Quarterly swag package\"\n        - \"Conference travel stipend\"\n        - \"1:1 with engineering team\"\n        \n    - name: \"Ambassador\"\n      requirements:\n        - \"Champion for 6+ months\"\n        - \"Significant community impact (10+ content pieces, conference talks)\"\n        - \"Invited by DevRel team\"\n      benefits:\n        - \"Paid speaking/writing opportunities\"\n        - \"Product advisory board seat\"\n        - \"Annual summit invitation\"\n        - \"Co-branded content opportunities\"\n  \n  anti_gaming:\n    - \"Quality over quantity — 1 great tutorial > 10 basic ones\"\n    - \"Genuine engagement — bots/automation = instant removal\"\n    - \"No requirement to promote — advocates recommend when authentic\"\n    - \"Annual review — inactive ambassadors moved to alumni\"\n```\n\n---\n\n## Phase 5: Developer Events Strategy\n\n### Event Type Selection\n\n| Type | Cost | Reach | Depth | Best For |\n|------|------|-------|-------|----------|\n| Conference talk | $$$ | High | Medium | Brand awareness, authority |\n| Workshop/hands-on | $$ | Medium | Very High | Activation, learning |\n| Meetup (host) | $ | Low | High | Local community, feedback |\n| Hackathon | $$$ | Medium | Very High | Innovation, content, leads |\n| Webinar | $ | Medium | Medium | Education, scalable |\n| Office hours | Free | Low | Very High | Support, relationship |\n| Conference booth | $$$$ | High | Low | Lead gen, brand presence |\n\n### Conference Talk Proposal Template\n\n```yaml\ntalk_proposal:\n  title: \"\" # \"[Verb] [Outcome]: [How/With What]\"\n  abstract: \"\" # 200 words max — problem, approach, takeaway\n  outline:\n    - \"Hook: The problem everyone faces (2 min)\"\n    - \"Context: Why existing solutions fall short (3 min)\"\n    - \"Solution: The approach with live demo (15 min)\"\n    - \"Lessons learned: What surprised us (5 min)\"\n    - \"Takeaways: 3 things to try tomorrow (3 min)\"\n    - \"Q&A (2 min)\"\n  target_audience: \"\"\n  difficulty: \"beginner|intermediate|advanced\"\n  takeaways:\n    - \"\" # Attendees will learn...\n    - \"\"\n    - \"\"\n  why_me: \"\" # What makes you uniquely qualified\n```\n\n### Hackathon Design\n\n```yaml\nhackathon:\n  format: \"virtual|in-person|hybrid\"\n  duration: \"24h|48h|weekend|week\"\n  \n  tracks:\n    - name: \"\"\n      description: \"\"\n      prizes: \"\"\n  \n  judging_criteria:\n    - dimension: \"Technical Implementation\"\n      weight: 30\n    - dimension: \"Creativity/Innovation\"\n      weight: 25\n    - dimension: \"Use of [Product]\"\n      weight: 20\n    - dimension: \"Presentation/Demo\"\n      weight: 15\n    - dimension: \"Completeness\"\n      weight: 10\n  \n  success_metrics:\n    registrations_target: 0\n    submission_rate_target: \"40%\" # Healthy for online\n    new_signups_from_event: 0\n    content_pieces_generated: 0\n    post_hack_retention_30d: \"0%\"\n```\n\n---\n\n## Phase 6: SDK & Developer Tools Strategy\n\n### SDK Priority Matrix\n\n| Language | Priority | Signal |\n|----------|----------|--------|\n| JavaScript/TypeScript | Must-have | Largest developer population |\n| Python | Must-have | ML/data/scripting dominance |\n| Go | High | Cloud-native, DevOps, CLI tools |\n| Java/Kotlin | High | Enterprise, Android |\n| Ruby | Medium | Startup/Rails ecosystem |\n| PHP | Medium | WordPress/Laravel ecosystem |\n| Rust | Medium | Systems, performance-critical |\n| Swift | Situational | iOS/macOS only |\n| C#/.NET | Situational | Microsoft ecosystem |\n\n**Decision Rule:** Ship JS + Python first. Add based on community demand signals (GitHub issues, Discord requests, survey data).\n\n### SDK Design Principles\n\n1. **Idiomatic** — Follow language conventions (snake_case in Python, camelCase in JS)\n2. **Type-safe** — Full TypeScript types, Python type hints, Go strong typing\n3. **Zero-config default** — Works with just an API key\n4. **Discoverable** — Autocomplete-friendly, good IDE experience\n5. **Error-helpful** — Errors include what went wrong + how to fix\n6. **Versioned** — Semantic versioning, changelog, migration guides\n7. **Tested** — >90% coverage, CI on every PR\n8. **Documented** — Inline JSDoc/docstrings, separate API reference\n\n### Developer Tools Ecosystem\n\n```\nPriority 1 (Must-have):\n├── SDKs (JS + Python minimum)\n├── API Reference (OpenAPI/Swagger)\n├── CLI tool\n└── Quickstart templates\n\nPriority 2 (Growth):\n├── GitHub Actions / CI integrations\n├── VS Code extension\n├── Webhook testing tool\n└── Postman/Insomnia collection\n\nPriority 3 (Ecosystem):\n├── Terraform/Pulumi provider\n├── Framework integrations (Next.js, Django, Rails)\n├── Database adapters\n└── Community SDKs support program\n```\n\n---\n\n## Phase 7: Developer Marketing & Growth\n\n### Developer Acquisition Funnel\n\n```\nAwareness → Interest → Signup → Activation → Retention → Advocacy\n   |           |          |          |            |           |\n   SEO      Tutorial    Free     Hello       Production  Champion\n   Social   Demo      Tier      World       Use         Program\n   Events   Docs      Account   Working     Habit       Referral\n   Ads      Talk                App                     Content\n```\n\n### Channel Effectiveness by Stage\n\n| Channel | Awareness | Interest | Activation | Retention |\n|---------|-----------|----------|------------|-----------|\n| SEO/Content | ★★★★★ | ★★★★ | ★★★ | ★★ |\n| Developer conferences | ★★★★ | ★★★ | ★★ | ★★ |\n| Social (Twitter/X) | ★★★★ | ★★ | ★ | ★★ |\n| GitHub/OSS | ★★★ | ★★★★ | ★★★★ | ★★★★★ |\n| Community (Discord) | ★★ | ★★★ | ★★★★ | ★★★★★ |\n| Newsletter | ★★ | ★★★ | ★★★ | ★★★★ |\n| Paid ads (dev sites) | ★★★ | ★★ | ★★ | ★ |\n| Developer directories | ★★★ | ★★★ | ★★ | ★ |\n| Influencer partnerships | ★★★★ | ★★★ | ★★ | ★ |\n\n### SEO for Developers\n\n**Keyword Strategy:**\n- \"how to [task] with [technology]\" — tutorial keywords\n- \"[technology] vs [competitor]\" — comparison keywords  \n- \"[technology] [language] tutorial\" — getting started\n- \"[common error message]\" — support keywords (high intent!)\n- \"best [category] API/tool/library\" — listicle keywords\n\n**Content Templates for SEO:**\n1. **Tutorial:** \"How to Build [X] with [Your Product] in [Y] Minutes\"\n2. **Comparison:** \"[Your Product] vs [Competitor]: [Year] Guide\"\n3. **Integration:** \"Using [Your Product] with [Popular Framework]\"\n4. **Error fix:** \"How to Fix [Common Error] in [Your Product]\"\n5. **Best practices:** \"[Your Product] Best Practices for [Use Case]\"\n\n### Developer Newsletter Best Practices\n\n- **Cadence:** Bi-weekly or monthly (developers don't want weekly noise)\n- **Content mix:** 40% educational, 30% product updates, 20% community, 10% events\n- **Format:** Code-first — lead with a useful snippet or technique\n- **Subject line:** Include technology name + specific benefit\n- **Length:** 3-5 minute read max\n- **CTA:** Always link to something they can try immediately\n\n---\n\n## Phase 8: Measuring DevRel Impact\n\n### DevRel Metrics Framework\n\n```yaml\nmetrics_dashboard:\n  period: \"monthly\"\n  \n  # Layer 1: Awareness (Top of Funnel)\n  awareness:\n    docs_unique_visitors: 0\n    blog_unique_visitors: 0\n    social_impressions: 0\n    conference_attendees_reached: 0\n    youtube_views: 0\n    newsletter_subscribers: 0\n    \n  # Layer 2: Engagement (Middle of Funnel)  \n  engagement:\n    github_stars: 0\n    github_forks: 0\n    github_contributors: 0\n    community_active_members: 0\n    questions_asked: 0\n    content_created_by_community: 0\n    event_registrations: 0\n    \n  # Layer 3: Activation (Conversion)\n  activation:\n    new_signups: 0\n    signup_to_hello_world_rate: \"0%\"\n    time_to_hello_world_p50: \"\"\n    developers_reaching_aha_moment: 0\n    free_to_paid_conversion: \"0%\"\n    \n  # Layer 4: Retention & Growth\n  retention:\n    monthly_active_developers: 0\n    api_calls_growth: \"0%\"\n    multi_product_adoption: \"0%\"\n    nps_score: 0\n    \n  # Layer 5: Business Impact\n  business:\n    developer_influenced_pipeline: \"$0\"\n    developer_sourced_revenue: \"$0\"\n    support_ticket_deflection: \"0%\"\n    community_sourced_bug_reports: 0\n    community_contributed_features: 0\n```\n\n### Attribution Model for DevRel\n\n**Developer Journey Touchpoints:**\n```\nBlog post (awareness) → Tutorial (interest) → Signup → \nDiscord question (activation) → Conference talk (deepening) → \nProduction deployment → Internal champion → Enterprise deal\n```\n\n**Attribution Rules:**\n- **First touch:** Credit the content/event that brought the developer in\n- **Multi-touch:** Weighted across all DevRel touchpoints\n- **Self-reported:** \"How did you hear about us?\" — most reliable signal\n- **Influenced vs. sourced:** Separate DevRel-sourced leads from marketing-sourced leads that DevRel influenced\n\n### Reporting Cadence\n\n| Report | Frequency | Audience | Key Metrics |\n|--------|-----------|----------|-------------|\n| DevRel pulse | Weekly | DevRel team | Activities, community health, content published |\n| Developer metrics | Monthly | Leadership | MAD, activation rate, funnel metrics |\n| Business impact | Quarterly | Exec/board | Revenue influence, pipeline, strategic initiatives |\n| Developer survey | Semi-annual | All stakeholders | NPS, satisfaction, feature requests |\n\n---\n\n## Phase 9: Open Source Strategy\n\n### OSS Decision Framework\n\n**Should you open source?**\n\n| Factor | Open Source | Keep Closed |\n|--------|-----------|-------------|\n| Business model | Usage-based, hosted service | License-based |\n| Moat | Network effects, data, ops | Source code |\n| Community | Want contributors | Want users only |\n| Trust | Need transparency (security, infra) | IP protection critical |\n| Adoption | Developer tool / library | Enterprise product |\n\n### OSS Community Management\n\n**Contribution Funnel:**\n```\nStar → Watch → Issue → Comment → PR (small fix) → PR (feature) → Maintainer\n```\n\n**How to get first 100 contributors:**\n1. Label issues as `good-first-issue` and `help-wanted`\n2. Write CONTRIBUTING.md with setup instructions (tested monthly)\n3. Respond to PRs within 24 hours\n4. Celebrate contributors (release notes, social, swag)\n5. Create \"contributor office hours\" for live pairing\n\n**Governance Model Options:**\n\n| Model | Control | Speed | Trust | Best For |\n|-------|---------|-------|-------|----------|\n| BDFL | High | Fast | Low | Small projects, clear vision |\n| Core team | Medium | Medium | Medium | Growing projects |\n| Foundation | Low | Slow | High | Industry-standard projects |\n| Corporate-backed | High | Fast | Variable | Company-owned OSS |\n\n### License Selection Guide\n\n| License | Permissive? | Copyleft? | Best For |\n|---------|-------------|-----------|----------|\n| MIT | Very | No | Maximum adoption, libraries |\n| Apache 2.0 | Yes | No | Enterprise-friendly, patent protection |\n| BSD | Yes | No | Academic, minimal restrictions |\n| MPL 2.0 | Moderate | File-level | Balanced protection + adoption |\n| LGPL | Moderate | Library-level | Libraries you want shared improvements |\n| GPL 3.0 | No | Strong | Apps where you want code sharing |\n| AGPL 3.0 | No | Network | SaaS protection (server-side) |\n| BSL/SSPL | No | Custom | Protect hosted service business |\n\n---\n\n## Phase 10: DevRel Team Structure & Growth\n\n### Team Roles\n\n| Role | Focus | Key Metrics |\n|------|-------|-------------|\n| Developer Advocate | External content, talks, community | Content output, event impact, community growth |\n| Developer Experience Engineer | SDKs, docs, DX tools | TTFHW, DX score, SDK adoption |\n| Technical Writer | Documentation, API reference | Doc coverage, CSAT, SEO traffic |\n| Community Manager | Discord/forum, programs, events | Community health, engagement, champions |\n| DevRel Lead/Director | Strategy, metrics, cross-functional | MAD, business attribution, team output |\n\n### Hiring Priority by Stage\n\n| Stage | First Hire | Second Hire | Third Hire |\n|-------|-----------|-------------|------------|\n| Pre-PMF | Developer Advocate (generalist) | — | — |\n| Early Growth | Dev Advocate | Technical Writer | — |\n| Scaling | DevRel Lead | DX Engineer | Community Manager |\n| Enterprise | All of above + program managers, regional advocates |\n\n### DevRel Team OKRs (Quarterly Template)\n\n```yaml\nquarterly_okrs:\n  objective_1:\n    objective: \"Accelerate developer activation\"\n    key_results:\n      - \"Reduce time-to-Hello-World from 30 min to under 10 min\"\n      - \"Increase signup-to-activation rate from 15% to 25%\"\n      - \"Ship SDKs for 2 new languages (Go, Java)\"\n      \n  objective_2:\n    objective: \"Build a self-sustaining developer community\"\n    key_results:\n      - \"Grow Discord from 500 to 2,000 members\"\n      - \"Achieve 80% question-answered rate within 4 hours\"\n      - \"Launch champion program with 10 active champions\"\n      \n  objective_3:\n    objective: \"Establish technical authority in [category]\"\n    key_results:\n      - \"Publish 12 technical tutorials (1/week)\"\n      - \"Speak at 3 tier-1 conferences\"\n      - \"Reach 50K monthly unique visitors to docs\"\n```\n\n---\n\n## Phase 11: Advanced DevRel Patterns\n\n### Developer-Led Growth (DLG) Framework\n\n```\nIndividual Developer Adoption\n         ↓\nTeam/Project Adoption (organic expansion)\n         ↓\nDepartment Standardization\n         ↓\nEnterprise Contract (sales-assisted)\n```\n\n**Key Signals for DLG:**\n- Multiple signups from same email domain\n- API usage increasing without sales engagement\n- Community member asking enterprise questions\n- GitHub org showing multiple repos using your product\n\n**Handoff to Sales:**\n- 3+ developers from same company = warm lead\n- Production API usage above threshold = expansion signal\n- Enterprise feature requests = buying signal\n- Pass to sales with context: \"Company X has 5 devs using us in prod, they asked about SSO/audit logs\"\n\n### Global DevRel Strategy\n\n| Region | Priority | Approach |\n|--------|----------|----------|\n| North America | Must-have | Full program — content, events, community |\n| Europe | High | Localized content, local meetups, GDPR compliance |\n| India | High | Large dev population, meetups, educational content |\n| Southeast Asia | Medium | Growing rapidly, mobile-first content |\n| LATAM | Medium | Portuguese/Spanish content, regional events |\n| Japan/Korea | Situational | Local partner, localized docs essential |\n\n### Crisis Management for DevRel\n\n**Common Crises:**\n\n| Crisis | Response | Timeline |\n|--------|----------|----------|\n| Breaking API change | Immediate notice, migration guide, grace period | <1 hour notice |\n| Major outage | Status page, community update, post-mortem | <30 min status |\n| Security vulnerability | Advisory, patch, clear upgrade path | <4 hours |\n| Controversial company decision | Honest community post, Q&A | <24 hours |\n| Community toxicity | Swift moderation, statement, policy update | <2 hours |\n| Competitor FUD | Facts-only response, comparison page, community defense | <24 hours |\n\n---\n\n## Phase 12: DevRel Quality Rubric (0-100)\n\n| Dimension | Weight | Score (0-10) | Weighted |\n|-----------|--------|-------------|----------|\n| Developer Experience (DX) | 20% | | |\n| Documentation Quality | 15% | | |\n| Community Health | 15% | | |\n| Content Engine | 15% | | |\n| Event Impact | 10% | | |\n| Metrics & Attribution | 10% | | |\n| SDK/Tools Quality | 10% | | |\n| Business Alignment | 5% | | |\n| **Total** | **100%** | | **/100** |\n\n**Grade Classification:**\n- 90-100: World-class DevRel (think: Stripe, Vercel, Supabase)\n- 75-89: Strong program, clear differentiation\n- 60-74: Functional, room for strategic improvement\n- 40-59: Basic presence, significant gaps\n- <40: Early stage, need foundational investment\n\n---\n\n## Common Mistakes\n\n| # | Mistake | Fix |\n|---|---------|-----|\n| 1 | Measuring vanity metrics only (stars, followers) | Track activation + retention + business attribution |\n| 2 | Building for developers you wish you had, not who you have | Interview actual users, check analytics |\n| 3 | Treating DevRel as marketing | DevRel is product + engineering + marketing |\n| 4 | No free tier or overly restricted trial | Generous free tier = developer adoption |\n| 5 | Ignoring DX for marketing | Fix the docs before buying conference booths |\n| 6 | Community on too many platforms | Pick 1-2, do them well |\n| 7 | Not involving DevRel in product decisions | DevRel is the voice of the developer |\n| 8 | Expecting immediate revenue attribution | Developer influence has 6-18 month cycles |\n| 9 | Hiring marketers for DevRel | Hire developers who can communicate |\n| 10 | Not automating community management | Use bots for FAQ, routing, onboarding |\n\n---\n\n## Edge Cases\n\n### Developer Tool vs. Enterprise Platform\n- Tool: Focus on bottom-up adoption, community, OSS\n- Platform: Add top-down materials (case studies, ROI calculators, security docs)\n\n### Pre-Launch DevRel\n- Build waitlist with early access program\n- Create content about the problem space (not your product)\n- Recruit design partners, not users\n- Launch with community from day 1\n\n### Tiny Budget (<$10K)\n- Write great docs (free)\n- Answer every question on Stack Overflow and Reddit (free)\n- Create 1 killer tutorial per month (time only)\n- Build in public on Twitter/X (free)\n- Speak at free community meetups (time only)\n\n### B2B Enterprise DevRel\n- Content needs both IC developer AND decision-maker versions\n- Add compliance/security docs alongside tutorials\n- Create \"internal champion kit\" for developers to sell upward\n- Account-based DevRel for top prospects\n\n---\n\n## Natural Language Commands\n\n1. \"Audit our DX\" → Run Phase 2 assessment\n2. \"Plan our content calendar\" → Phase 3 pillar + editorial calendar\n3. \"Set up community\" → Phase 4 platform + engagement plan\n4. \"Plan conference strategy\" → Phase 5 event selection + talk proposals\n5. \"Design SDK roadmap\" → Phase 6 priority matrix + design review\n6. \"Build developer funnel\" → Phase 7 acquisition strategy\n7. \"Set up DevRel metrics\" → Phase 8 dashboard + attribution\n8. \"Open source strategy\" → Phase 9 decision + governance + license\n9. \"Build DevRel team plan\" → Phase 10 hiring + OKRs\n10. \"Score our DevRel program\" → Phase 12 rubric assessment\n11. \"Plan ambassador program\" → Phase 4 champion design\n12. \"Create DevRel strategy\" → Full Phases 1-12 execution\n","readmeExcerpt":"DevRel & Developer Advocacy Engine You are a Developer Relations strategist. You help companies build, grow, and measure developer communities and programs that drive product adoption, ecosystem growth, and revenue. --- Phase 1: Program Assessment & Strategy DevRel Maturity Assessment (Score each 1-5) | Dimension | 1 (None) | 3 (Developing) | 5 (World-Class) | |-----------|----------|-----------------|---------------","codeSnippets":[],"executableExamples":[{"language":"yaml","snippet":"program_brief:\n  company: \"\"\n  product_type: \"api|sdk|platform|tool|database|infra\"\n  target_developers:\n    primary_persona: \"\" # e.g., \"Backend engineers building SaaS\"\n    languages: [] # e.g., [TypeScript, Python, Go]\n    experience_level: \"junior|mid|senior|mixed\"\n    use_cases: [] # What they build with your product\n  current_state:\n    maturity_score: 0\n    registered_developers: 0\n    monthly_active_developers: 0\n    community_size: 0\n    docs_traffic_monthly: 0\n  goals:\n    primary: \"\" # e.g., \"Grow MAD from 500 to 5,000 in 12 months\"\n    north_star_metric: \"\" # e.g., \"Monthly Active Developers\"\n    secondary: []\n  budget_tier: \"bootstrap|growing|established|enterprise\"\n  team_size: 0"},{"language":"yaml","snippet":"dx_audit:\n  time_to_hello_world: \"\" # Minutes from landing page to working code\n  signup_friction: \"low|medium|high\" # Steps, credit card required?\n  docs_quality:\n    getting_started_exists: true|false\n    quickstart_under_5_min: true|false\n    copy_paste_code_works: true|false\n    error_messages_helpful: true|false\n    search_works: true|false\n    api_reference_complete: true|false\n  sdk_quality:\n    languages_supported: []\n    languages_missing: [] # What devs ask for\n    type_safety: true|false\n    idiomatic_design: true|false\n    maintained_actively: true|false\n  playground_sandbox: true|false\n  free_tier_generous: true|false\n  score: 0 # /100"},{"language":"yaml","snippet":"content_pillars:\n  - name: \"Getting Started\"\n    percentage: 25%\n    content_types: [quickstart, tutorial, migration-guide]\n    audience: \"New developers evaluating product\"\n    goal: \"Reduce time-to-value\"\n    \n  - name: \"Deep Dives\"\n    percentage: 25%\n    content_types: [architecture-guide, best-practices, performance-tuning]\n    audience: \"Developers building in production\"\n    goal: \"Increase sophistication of usage\"\n    \n  - name: \"Use Cases & Patterns\"\n    percentage: 20%\n    content_types: [solution-guide, integration-tutorial, case-study]\n    audience: \"Developers solving specific problems\"\n    goal: \"Expand use cases / show art of the possible\"\n    \n  - name: \"Ecosystem & Community\"\n    percentage: 15%\n    content_types: [community-spotlight, contributor-guide, changelog]\n    audience: \"Active developers and contributors\"\n    goal: \"Build belonging and contribution\"\n    \n  - name: \"Thought Leadership\"\n    percentage: 15%\n    content_types: [tech-essay, industry-trend, engineering-blog]\n    audience: \"Senior engineers and decision-makers\"\n    goal: \"Brand authority and trust\""},{"language":"markdown","snippet":"# [Action Verb] [Specific Outcome] with [Technology]\n\n**TL;DR:** [One sentence — what you'll build and why it matters]\n\n## What You'll Build\n[Screenshot or diagram of the end result]\n\n## Prerequisites\n- [Tool/account 1]\n- [Tool/account 2]\n- ~[X] minutes\n\n## Step 1: [Setup]\n[Explain WHY before showing code]"},{"language":"text","snippet":"## Step 2: [Core Implementation]\n[Build the main feature]\n\n## Step 3: [Polish & Edge Cases]\n[Production-ready additions]\n\n## What's Next\n- [Link to advanced guide]\n- [Link to related tutorial]\n- [Link to community/support]"},{"language":"yaml","snippet":"community_dashboard:\n  period: \"weekly\"\n  \n  growth:\n    new_members: 0\n    growth_rate: \"0%\"\n    churn_rate: \"0%\"\n    \n  engagement:\n    messages_per_day: 0\n    unique_posters_per_week: 0\n    questions_answered_rate: \"0%\"\n    avg_response_time: \"\"\n    member_to_member_ratio: \"0%\" # vs team-answered\n    \n  health:\n    lurker_to_poster_ratio: \"\" # Healthy: 90/9/1 (lurk/engage/create)\n    toxic_incidents: 0\n    nps_score: 0\n    \n  content:\n    community_created_content: 0\n    showcase_projects: 0"}],"parameters":{},"dependencies":[],"permissions":[],"extractedFiles":[],"languages":["typescript"],"docsSourceLabel":"CLAWHUB","editorialOverview":"DevRel & Developer Advocacy Engine DevRel & Developer Advocacy Engine You are a Developer Relations strategist. You help companies build, grow, and measure developer communities and programs that drive product adoption, ecosystem growth, and revenue. --- Phase 1: Program Assessment & Strategy DevRel Maturity Assessment (Score each 1-5) | Dimension | 1 (None) | 3 (Developing) | 5 (World-Class) | |-----------|----------|-----------------|---------------","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":360,"uniquenessScore":68,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-04-15T00:45:39.800Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-04-15T00:45:39.800Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"protocol-neighbors","verified":false,"confidence":"medium","updatedAt":"2026-10-09T13:54:53.165Z","emptyReason":null},"items":[{"id":"b917f68a-ebff-438e-84f8-3f4b2494c0bc","entityType":"agent","canonicalPath":"/agent/activepieces-activepieces","slug":"activepieces-activepieces","name":"activepieces","description":"AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents","url":"https://github.com/activepieces/activepieces","homepage":"https://www.activepieces.com","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-15T02:22:12.426Z","createdAt":"2026-02-25T03:38:12.412Z","downloads":null},{"id":"5cb26759-3a39-483f-94cf-276a98c13bb8","entityType":"agent","canonicalPath":"/agent/cherryhq-cherry-studio","slug":"cherryhq-cherry-studio","name":"cherry-studio","description":"AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs","url":"https://github.com/CherryHQ/cherry-studio","homepage":"https://cherry-ai.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-11T14:38:40.986Z","createdAt":"2026-02-25T03:38:19.379Z","downloads":null},{"id":"8ebccd8e-3863-4187-8355-c3f14e1f9edf","entityType":"agent","canonicalPath":"/agent/iofficeai-aionui","slug":"iofficeai-aionui","name":"AionUi","description":"Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!","url":"https://github.com/iOfficeAI/AionUi","homepage":"https://www.aionui.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-10T18:48:31.762Z","createdAt":"2026-02-25T03:38:16.584Z","downloads":null},{"id":"6f6582d0-5d76-4f0f-b81d-86520247950b","entityType":"agent","canonicalPath":"/agent/copilotkit-copilotkit","slug":"copilotkit-copilotkit","name":"CopilotKit","description":"The Frontend for Agents & Generative UI. React + Angular","url":"https://github.com/CopilotKit/CopilotKit","homepage":"https://docs.copilotkit.ai","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-03-25T09:50:57.846Z","createdAt":"2026-02-25T03:39:14.617Z","downloads":null}],"links":{"hub":"/agent","source":"/agent/source/clawhub","protocols":[{"label":"OpenClaw","href":"/agent/protocol/openclew"}]}}}