Matt Van Horn
bed0557b65
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>
7.7 KiB
Research Results: Claude Code skills and MCP servers
Date Range: 2026-01-26 to 2026-02-25 Mode: both OpenAI Model: gpt-5.2 xAI Model: grok-4-1-fast
Reddit Threads
R2 (score:76) r/ClaudeCode (2026-02-22) We 3x'd our team's Claude Code skill usage in 2 weeks — here's how https://www.reddit.com/r/ClaudeCode/comments/1rbr5t7/we_3xd_our_teams_claude_code_skill_usage_in_2/ Discussion of Claude Code skills adoption/usage, plus mentions syncing skills/hooks/MCP configs.
R4 (score:75) r/ClaudeCode (2026-02-23) ClaudeInOne — a full framework for Claude Code, installed in one command https://www.reddit.com/r/ClaudeCode/comments/1rcbria/claudeinone_a_full_framework_for_claude_code/ Framework bundling many Claude Code skills/agents/commands; lots of skills-related discussion.
R1 (score:74) r/ClaudeCode (2026-02-18) Self-improvement Loop: My favorite Claude Code Skill https://www.reddit.com/r/ClaudeCode/comments/1r89084/selfimprovement_loop_my_favorite_claude_code_skill/ Directly about a Claude Code Skill (custom skill, how it works, SKILL.md).
R3 (score:66) r/ClaudeCode (2026-02-10) I built 12 SEO skills for Claude Code (open source) https://www.reddit.com/r/ClaudeCode/comments/1r0l549/i_built_12_seo_skills_for_claude_code_open_source/ Concrete example of building and sharing Claude Code skills.
X Posts
X6 (score:86) @zeeg (2026-02-25) [4likes, 1rt] @adamwathan Codex has been crushing it for me with implicit skill usage to the point I was shocked
Claude Code I resorted to explicit mentions and I’ve been pleasantly surprised by how well Codex ha... https://x.com/zeeg/status/2026745680195367091 **
X4 (score:80) @ihtesham2005 (2026-02-25) [6likes] 🚨 Anthropic just open-sourced the exact Skills library their own engineers use internally.
Stop building Claude workflows from scratch.
These are plug-and-play components that work across Claude Cod... https://x.com/ihtesham2005/status/2026752089473314975 **
X9 (score:74) @DevTenta (2026-02-25) [4likes] Day 7 building my first B2C app
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.
Also been test... https://x.com/DevTenta/status/2026742028730527786 **
X8 (score:64) @JorgeJaramillo (2026-02-25) @Jompiras Claude code + skills. Muy breve.... https://x.com/JorgeJaramillo/status/2026743135435362649 **
X5 (score:64) @arpan7sarkar (2026-02-25) @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... https://x.com/arpan7sarkar/status/2026746479369662551 **
X7 (score:64) @arpan7sarkar (2026-02-25) @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... https://x.com/arpan7sarkar/status/2026745559986614335 **
X2 (score:64) @yasuky (2026-02-25) Claude CodeのSkillsを作成例から徹底理解する https://t.co/vZTseio2Ii... https://x.com/yasuky/status/2026754773786226708 **
X1 (score:64) @matgoldsborough (2026-02-25) 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... https://x.com/matgoldsborough/status/2026755742737510749 **
X10 (score:64) @0x_Kapoor (2026-02-25) 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 ... https://x.com/0x_Kapoor/status/2026738663321907214 **
X11 (score:56) @ghumare64 (2026-02-25) [1likes]
- I use https://t.co/NtFYJEiFs9 inspired by @bcherny
- I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace
- I chat with claude code 4-5 times and once I am satisifed... https://x.com/ghumare64/status/2026736176695246966 **
X12 (score:56) @hamen (2026-02-25) [1likes] The 'vibe coding' revolution is forcing a reckoning.
Developers with 15+ years experience are either embracing AI to expand their reach or watching their expertise become as valuable as COBOL skills.... https://x.com/hamen/status/2026734075243790396 **
YouTube Videos
X8afcX2s2Mo (score:74) Grace Leung (2026-02-21) [47,474 views, 1,900 likes] Claude Skills: Build Your First AI Marketing Team in 16 Minutes (Claude Code) https://www.youtube.com/watch?v=X8afcX2s2Mo 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 ... YouTube video about claude code skills and mcp servers
0J2_YGuNrDo (score:61) Grace Leung (2025-12-16) [155,806 views, 4,760 likes] Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP) https://www.youtube.com/watch?v=0J2_YGuNrDo 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... YouTube video about claude code skills and mcp servers
vIUJ4Hd7be0 (score:59) Leon van Zyl (2026-02-09) [25,538 views, 699 likes] Claude Code Skills - The Only Tutorial You Need https://www.youtube.com/watch?v=vIUJ4Hd7be0 YouTube video about claude code skills and mcp servers
Gqh_KdHP1Xk (score:56) Robin Ebers (2025-08-21) [90,281 views, 2,719 likes] 8 MCP Servers That Make Claude Code 10x Better https://www.youtube.com/watch?v=Gqh_KdHP1Xk 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... YouTube video about claude code skills and mcp servers
901VMcZq8X4 (score:51) Sean Kochel (2025-10-21) [44,602 views, 1,356 likes] These 5 Claude Code Skills Are Your New Unfair Advantage https://www.youtube.com/watch?v=901VMcZq8X4 YouTube video about claude code skills and mcp servers
l7qVtHpctic (score:47) Kenny Liao (2026-01-17) [21,765 views, 728 likes] Claude Code's MCP Problem Just Got Fixed https://www.youtube.com/watch?v=l7qVtHpctic YouTube video about claude code skills and mcp servers
M5CsRj6zSCA (score:41) Eric Tech (2025-12-12) [11,286 views, 266 likes] 5 MCP Servers That Make Claude Code 10x More Powerful (Full-Stack App Build) https://www.youtube.com/watch?v=M5CsRj6zSCA YouTube video about claude code skills and mcp servers
qthyl0GCpDo (score:35) Postman (2025-11-20) [7,045 views, 105 likes] Claude Skills vs MCP: What’s the Difference and When to Use Each? https://www.youtube.com/watch?v=qthyl0GCpDo YouTube video about claude code skills and mcp servers
ZroGqu7GyXM (score:34) Solo Swift Crafter (2025-10-27) [4,880 views, 98 likes] Claude Code Skills vs MCP vs Sub Agents: What Works for Solo Devs? https://www.youtube.com/watch?v=ZroGqu7GyXM YouTube video about claude code skills and mcp servers
jzf7DQa2CAc (score:31) Matt Kuda (2026-01-19) [2,547 views, 87 likes] How I Use Claude Code With Skills, MCP, Agents & Plugins https://www.youtube.com/watch?v=jzf7DQa2CAc YouTube video about claude code skills and mcp servers
Sources: ✅ Reddit: 4 threads ✅ X: 11 posts ✅ YouTube: 10 videos (3 with transcripts) ⏭️ HN: 0 stories found ⚡ Web: assistant will use WebSearch