Generated: 2026-05-22 (night-shift R2 enrichment, 2 sub-agents)
Status: Public Claude Code plugin (github.com/benskamps/seo-superpower), v0.3.0 shipping v3 roadmap. This KB grounds v3 launch + post-launch direction. Depth in docs/enrichment-2026-05-22/.
| Shard | Subdomain | Sources |
|---|---|---|
| geo-landscape.md | GEO landscape 2026 — AI search citation, AIO/AI Mode state, agentic search, llms.txt verdict | 33 sources, Princeton paper A-tier |
| plugin-ecosystem.md | CC plugin distribution, marketplace dynamics, competitor positioning, release mechanics | 10 sources |
GEO landscape (these reshape v3's substance):
- 🚨 Reddit overtook Wikipedia as #1 AI citation source (40.1% vs 26.3% per Jun 2025 cross-platform study; Reddit citation share grew 73% Oct 2025 → Jan 2026). The "47.9% Wikipedia" framing in existing
SOURCES.mdis stale. - Google launched "Community Perspectives" in AI Overviews on 2026-05-07 — pulls Reddit/forum quotes inline. Plus 4 other AIO/AI-Mode updates the same week. This is fresh material the April enrichment missed.
- 🔑 Agentic search is the May 2026 doctrine shift. Mike King's patent analysis + iPullRank essays argue every major engine now does query fan-out (6-8 synthetic queries per user query). Implication: optimize for the planner's follow-ups, not just the surface query. Recommended new skill/MCP:
query-fan-outsimulator (Gemini-API-backed, free tier; Qforia is iPullRank's reference). - llms.txt verdict tightened to "skip unless you're a docs site." SERanking 300k-domain study: no measurable citation lift. 500M AI-bot-visit analysis: only 408 requested llms.txt. Don't ship an llms.txt generator skill.
- AIO CTR rebounded (Seer: 1.76% → 0.61% → 2.4% by Feb 2026) and AI-referred conversion is 14.2% vs 2.8% organic (5.1× advantage). The "AIO killed organic" panic was transient.
- Entity graph (Wikidata QID + Crunchbase + Schema sameAs chain) is the prerequisite layer for citation likelihood — 3-6 month establishment timeline. Recommended new skill:
establishing-entity-presence. - LinkedIn became ChatGPT's 5th-most-cited source Dec 2025 → Feb 2026. Sweet spot: 500-2000 word articles. Missing B2B track.
Plugin ecosystem (these reshape v3's launch):
- 🚨 Version coherence is broken right now:
plugin.jsonsays0.3.1,VISION.mdsays "v3 SHIPPED ✅". Marketplace users see the literal version field. Either bump to1.0.0(since v3-the-roadmap shipped) or rename internal phases. Highest-leverage cleanup before v3 launch. - Two real competitors:
claude-seo(AgriciDaniel, 25 skills + 18 agents, requires paid DataForSEO) andSearchFit SEO(11 skills + 3 agents, 6,096 installs, SaaS). seo-superpower's wedge is real and defensible: free-tier + open-source + dev-first kickoff. - Official marketplace UI now shows context-cost + last-updated + "will install" preview (CC v2.1.143+). 13 skills × ~100 tokens of frontmatter = ~1,300 always-on. Audit descriptions; lazy-load in skill bodies.
- No
seo/marketing/contentcategory exists in the official enum. Best fit isproductivity. - Install counts ARE publicly visible (
feature-dev: 89,000+; SearchFit: 6,096). Track it as a competitive metric. - Three official Anthropic marketplaces:
claude-plugins-official(editorial),claude-plugins-community(automated validation, in-app submission form),claude-code-plugins(demo). Target: community marketplace. - Free distribution surfaces: add
claude-code-pluginGitHub topic; PR toComposioHQ/awesome-claude-plugins; PR toquemsah/awesome-claude-plugins(automated indexer). SessionStarthook printing a kickoff message is the single highest-ROI plugin addition for v3 onboarding.
Pre-release hygiene:
- Reconcile
plugin.jsonversion with VISION.md. Pick: bump to1.0.0OR rename phases internally. - Audit all 13 skill descriptions — slim frontmatter, push detail into bodies.
- Category: set to
productivity(until SEO/marketing enum exists).
Discoverability:
- Add
claude-code-pluginGitHub topic. - PR to
awesome-claude-pluginsindexes. - Submit to
claude-plugins-communitymarketplace.
Onboarding:
- Add
SessionStarthook with kickoff message. - README: "smallest first win" demo above the fold.
- Demo GIF or short video.
Content / GEO substance:
- Update
SOURCES.mdwith the Reddit-overtook-Wikipedia number. - Add
query-fan-outsimulator skill/MCP (or document as v3.1). - Add
establishing-entity-presenceskill (Wikidata + Crunchbase + sameAs chain). - Drop or deprecate any
llms.txtskill — net-negative recommendation. - Add LinkedIn B2B track (500-2000 word articles, ChatGPT #5 source).
Skill audit (from shard §10 of geo-landscape):
- For each of the 13 existing skills, mark: keep / edit / deprecate. Rationale per skill is in the shard.
Land before v3 ships:
- Fix the version coherence (
plugin.jsonvs VISION.md). Single highest-impact cleanup. - Audit
SOURCES.mdand refresh with the Reddit + Community Perspectives + agentic-search facts. - Add the
SessionStartkickoff hook.
Land with v3:
4. Two new skills: query-fan-out and establishing-entity-presence.
5. Deprecate any llms.txt generator skill (or mark as docs-sites-only).
6. Add LinkedIn B2B skill.
Post-launch: 7. Discoverability blast: GitHub topic + awesome-list PRs + community-marketplace submission. 8. Track install count + AI citations to scarecares.com / vibecrafting.ai (Ben's preferred public examples).
- Free vs paid wedge: claude-seo and SearchFit both lean on paid API tiers (DataForSEO, etc.). seo-superpower's free-tier + open-source posture IS the moat. Resist any "v3 requires API key" creep.
- Comprehensive vs focused: 13 skills is already in the heavy zone. Adding 2-3 (fan-out, entity, LinkedIn) is fine; adding 8 more is bloat.
- Trend-chasing vs canonical: GEO is fluid. v3 should encode the May 2026 doctrine; v3.x should reserve room for the next pivot (agentic-everything seems inevitable).
Night-shift R2 enrichment 2026-05-22. Sub-agents: 2 × general-purpose. 43 unique sources between them, including the Princeton GEO paper, iPullRank, Profound, Mike King, Aleyda Solis. IN-USE.md in place; skills/, agents/, MCP server code, .claude-plugin/ untouched.