feat(quality): GOAT synthesis improvements - hybrid cross-source linking, YouTube synonyms, human-readable xref tags
Ran 15-way blinded comparison (5 topics x 3 versions). CROSS won all 5 topics (4.74/5.0 avg vs HN 4.10, Base 3.73). Then improved CROSS further: - dedupe.py: hybrid similarity (token+trigram Jaccard) at 0.40 threshold, cross-source links went from 3 to 13 items across 5 topics - render.py: [xref: HN5, HN4] -> [also on: HN, Reddit] for human-readable tags - youtube_yt.py: SYNONYMS dict so "hip hop" matches "rap" (0.33 -> 0.71 score) - SKILL.md: instruction #7 tells Claude to lead with cross-platform signals Validation: improved CROSS scores 4.38/5.0 vs original 3.98 (+0.40), wins 4/5 topics. Biggest gains in specificity (+0.8) and format compliance (+1.0). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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Matt Van Horn
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## Research Results: Claude Code skills and MCP servers
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**Date Range:** 2026-01-26 to 2026-02-25
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**Mode:** both
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**OpenAI Model:** gpt-5.2
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**xAI Model:** grok-4-1-fast
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### Reddit Threads
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**R2** (score:76) r/ClaudeCode (2026-02-22)
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We 3x'd our team's Claude Code skill usage in 2 weeks — here's how
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https://www.reddit.com/r/ClaudeCode/comments/1rbr5t7/we_3xd_our_teams_claude_code_skill_usage_in_2/
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*Discussion of Claude Code skills adoption/usage, plus mentions syncing skills/hooks/MCP configs.*
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**R4** (score:75) r/ClaudeCode (2026-02-23)
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ClaudeInOne — a full framework for Claude Code, installed in one command
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https://www.reddit.com/r/ClaudeCode/comments/1rcbria/claudeinone_a_full_framework_for_claude_code/
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*Framework bundling many Claude Code skills/agents/commands; lots of skills-related discussion.*
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**R1** (score:74) r/ClaudeCode (2026-02-18)
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Self-improvement Loop: My favorite Claude Code Skill
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https://www.reddit.com/r/ClaudeCode/comments/1r89084/selfimprovement_loop_my_favorite_claude_code_skill/
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*Directly about a Claude Code Skill (custom skill, how it works, SKILL.md).*
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**R3** (score:66) r/ClaudeCode (2026-02-10)
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I built 12 SEO skills for Claude Code (open source)
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https://www.reddit.com/r/ClaudeCode/comments/1r0l549/i_built_12_seo_skills_for_claude_code_open_source/
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*Concrete example of building and sharing Claude Code skills.*
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### X Posts
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**X6** (score:86) @zeeg (2026-02-25) [4likes, 1rt]
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@adamwathan Codex has been crushing it for me with implicit skill usage to the point I was shocked
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Claude Code I resorted to explicit mentions and I’ve been pleasantly surprised by how well Codex ha...
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https://x.com/zeeg/status/2026745680195367091
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**
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**X4** (score:80) @ihtesham2005 (2026-02-25) [6likes]
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🚨 Anthropic just open-sourced the exact Skills library their own engineers use internally.
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Stop building Claude workflows from scratch.
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These are plug-and-play components that work across Claude Cod...
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https://x.com/ihtesham2005/status/2026752089473314975
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**
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**X9** (score:74) @DevTenta (2026-02-25) [4likes]
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Day 7 building my first B2C app
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Been setting everything up this week. Manually built 5 agents to help me in the early stages and set up the Claude Code skills i'll need for the build.
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Also been test...
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https://x.com/DevTenta/status/2026742028730527786
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**
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**X8** (score:64) @JorgeJaramillo (2026-02-25)
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@Jompiras Claude code + skills. Muy breve....
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https://x.com/JorgeJaramillo/status/2026743135435362649
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**
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**X5** (score:64) @arpan7sarkar (2026-02-25)
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@tom_doerr 135 agents, 35 curated skills, 121 plugins and 6 MCP configs all in one Claude Code toolkit is absolutely insane value 🤯 this is the kind of community effort that makes an AI tool go from g...
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https://x.com/arpan7sarkar/status/2026746479369662551
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**
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**X7** (score:64) @arpan7sarkar (2026-02-25)
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@tom_doerr A curated collection of Claude Skills organized by category is exactly what power users have been waiting for 🤩 document skills, code tools, data analysis all in one repo. this is the Claud...
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https://x.com/arpan7sarkar/status/2026745559986614335
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**
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**X2** (score:64) @yasuky (2026-02-25)
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Claude CodeのSkillsを作成例から徹底理解する https://t.co/vZTseio2Ii...
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https://x.com/yasuky/status/2026754773786226708
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**
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**X1** (score:64) @matgoldsborough (2026-02-25)
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How: I told Claude Code "build me a CRM." Our builder skill generated schemas, skills, server, seed data. I pointed Claude Desktop at it. Contacts, lead scoring, pipeline reviews. All from conversatio...
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https://x.com/matgoldsborough/status/2026755742737510749
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**
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**X10** (score:64) @0x_Kapoor (2026-02-25)
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I can build another open claw, or claude bot, or even a messaging app in a nice prompt and although having engineering skills, I can push the code on the public repo and secure it even completely and ...
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https://x.com/0x_Kapoor/status/2026738663321907214
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**
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**X11** (score:56) @ghumare64 (2026-02-25) [1likes]
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1. I use https://t.co/NtFYJEiFs9 inspired by @bcherny
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2. I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace
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3. I chat with claude code 4-5 times and once I am satisifed...
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https://x.com/ghumare64/status/2026736176695246966
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**
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**X12** (score:56) @hamen (2026-02-25) [1likes]
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The 'vibe coding' revolution is forcing a reckoning.
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Developers with 15+ years experience are either embracing AI to expand their reach or watching their expertise become as valuable as COBOL skills....
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https://x.com/hamen/status/2026734075243790396
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**
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### YouTube Videos
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**X8afcX2s2Mo** (score:74) Grace Leung (2026-02-21) [47,474 views, 1,900 likes]
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Claude Skills: Build Your First AI Marketing Team in 16 Minutes (Claude Code)
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https://www.youtube.com/watch?v=X8afcX2s2Mo
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Transcript: Every marketer I know is stretch themed. Too many channels, too many deliverables, never enough time, whether you're running a team or doing it all yourself. And that's why I'm so obsessed with clock ...
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*YouTube video about claude code skills and mcp servers*
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**0J2_YGuNrDo** (score:61) Grace Leung (2025-12-16) [155,806 views, 4,760 likes]
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Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP)
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https://www.youtube.com/watch?v=0J2_YGuNrDo
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Transcript: I use clot more than any other AI but even I dismiss Clark as just for developers and I was wrong after using myself I am completely so and this is too powerful to ignore if you want to use AI to buil...
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*YouTube video about claude code skills and mcp servers*
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**vIUJ4Hd7be0** (score:59) Leon van Zyl (2026-02-09) [25,538 views, 699 likes]
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Claude Code Skills - The Only Tutorial You Need
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https://www.youtube.com/watch?v=vIUJ4Hd7be0
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*YouTube video about claude code skills and mcp servers*
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**Gqh_KdHP1Xk** (score:56) Robin Ebers (2025-08-21) [90,281 views, 2,719 likes]
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8 MCP Servers That Make Claude Code 10x Better
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https://www.youtube.com/watch?v=Gqh_KdHP1Xk
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Transcript: Over 90% of all MCP servers are complete overhyped garbage. But some of them are not only worth it, they can be complete game changers. And I do not say this lightly. So after testing over 100 of them...
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*YouTube video about claude code skills and mcp servers*
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**901VMcZq8X4** (score:51) Sean Kochel (2025-10-21) [44,602 views, 1,356 likes]
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These 5 Claude Code Skills Are Your New Unfair Advantage
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https://www.youtube.com/watch?v=901VMcZq8X4
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*YouTube video about claude code skills and mcp servers*
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**l7qVtHpctic** (score:47) Kenny Liao (2026-01-17) [21,765 views, 728 likes]
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Claude Code's MCP Problem Just Got Fixed
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https://www.youtube.com/watch?v=l7qVtHpctic
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*YouTube video about claude code skills and mcp servers*
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**M5CsRj6zSCA** (score:41) Eric Tech (2025-12-12) [11,286 views, 266 likes]
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5 MCP Servers That Make Claude Code 10x More Powerful (Full-Stack App Build)
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https://www.youtube.com/watch?v=M5CsRj6zSCA
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*YouTube video about claude code skills and mcp servers*
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**qthyl0GCpDo** (score:35) Postman (2025-11-20) [7,045 views, 105 likes]
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Claude Skills vs MCP: What’s the Difference and When to Use Each?
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https://www.youtube.com/watch?v=qthyl0GCpDo
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*YouTube video about claude code skills and mcp servers*
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**ZroGqu7GyXM** (score:34) Solo Swift Crafter (2025-10-27) [4,880 views, 98 likes]
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Claude Code Skills vs MCP vs Sub Agents: What Works for Solo Devs?
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https://www.youtube.com/watch?v=ZroGqu7GyXM
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*YouTube video about claude code skills and mcp servers*
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**jzf7DQa2CAc** (score:31) Matt Kuda (2026-01-19) [2,547 views, 87 likes]
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How I Use Claude Code With Skills, MCP, Agents & Plugins
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https://www.youtube.com/watch?v=jzf7DQa2CAc
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*YouTube video about claude code skills and mcp servers*
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---
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**Sources:**
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✅ Reddit: 4 threads
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✅ X: 11 posts
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✅ YouTube: 10 videos (3 with transcripts)
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⏭️ HN: 0 stories found
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⚡ Web: assistant will use WebSearch
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