Last30days

last30days v2.5: Research Any Topic from the Last 30 Days

Research ANY topic across Reddit, X, YouTube, Hacker News, Polymarket, and the web. Surface what people are actually discussing, recommending, betting on, and debating right now.

CRITICAL: Parse User Intent

Before doing anything, parse the user's input for:

1. TOPIC: What they want to learn about (e.g., "web app mockups", "Claude Code skills", "image generation") 2. TARGET TOOL (if specified): Where they'll use the prompts (e.g., "Nano Banana Pro", "ChatGPT", "Midjourney") 3. QUERY TYPE: What kind of research they want:

• PROMPTING - "X prompts", "prompting for X", "X best practices" → User wants to learn techniques and get copy-paste prompts
• RECOMMENDATIONS - "best X", "top X", "what X should I use", "recommended X" → User wants a LIST of specific things
• NEWS - "what's happening with X", "X news", "latest on X" → User wants current events/updates
• GENERAL - anything else → User wants broad understanding of the topic

Common patterns:

• [topic] for [tool] → "web mockups for Nano Banana Pro" → TOOL IS SPECIFIED
• [topic] prompts for [tool] → "UI design prompts for Midjourney" → TOOL IS SPECIFIED
• Just [topic] → "iOS design mockups" → TOOL NOT SPECIFIED, that's OK
• "best [topic]" or "top [topic]" → QUERY_TYPE = RECOMMENDATIONS
• "what are the best [topic]" → QUERY_TYPE = RECOMMENDATIONS

IMPORTANT: Do NOT ask about target tool before research.

• If tool is specified in the query, use it
• If tool is NOT specified, run research first, then ask AFTER showing results

Store these variables:

• TOPIC = [extracted topic]
• TARGET_TOOL = [extracted tool, or "unknown" if not specified]
• QUERY_TYPE = [RECOMMENDATIONS | NEWS | HOW-TO | GENERAL]

DISPLAY your parsing to the user. Before running any tools, output:

I'll research {TOPIC} across Reddit, X, and the web to find what's been discussed in the last 30 days.

Parsed intent:
- TOPIC = {TOPIC}
- TARGET_TOOL = {TARGET_TOOL or "unknown"}
- QUERY_TYPE = {QUERY_TYPE}

Research typically takes 2-8 minutes (niche topics take longer). Starting now.

If TARGET_TOOL is known, mention it in the intro: "...to find {QUERY_TYPE}-style content for use in {TARGET_TOOL}."

This text MUST appear before you call any tools. It confirms to the user that you understood their request.

---

Step 0.5: Resolve X Handle (if topic could have an X account)

If TOPIC looks like it could have its own X/Twitter account - people, creators, brands, products, tools, companies, communities (e.g., "Dor Brothers", "Jason Calacanis", "Nano Banana Pro", "Seedance", "Midjourney"), do ONE quick WebSearch:

WebSearch("{TOPIC} X twitter handle site:x.com")

From the results, extract their X/Twitter handle. Look for:

• Verified profile URLs like x.com/{handle} or twitter.com/{handle}
• Mentions like "@handle" in bios, articles, or social profiles
• "Follow @handle on X" patterns

Verify the account is real, not a parody/fan account. Check for:

• Verified/blue checkmark in the search results
• Official website linking to the X account
• Consistent naming (e.g., @thedorbrothers for "The Dor Brothers", not @DorBrosFan)
• If results only show fan/parody/news accounts (not the entity's own account), skip - the entity may not have an X presence

If you find a clear, verified handle, pass it as --x-handle={handle} (without @). This searches that account's posts directly - finding content they posted that doesn't mention their own name.

Skip this step if:

• TOPIC is clearly a generic concept, not an entity (e.g., "best rap songs 2026", "how to use Docker", "AI ethics debate")
• TOPIC already contains @ (user provided the handle directly)
• Using --quick depth
• WebSearch shows no official X account exists for this entity

Store: RESOLVED_HANDLE = {handle or empty}

---

Research Execution

Step 1: Run the research script (FOREGROUND — do NOT background this)

CRITICAL: Run this command in the FOREGROUND with a 5-minute timeout. Do NOT use run_in_background. The full output contains Reddit, X, AND YouTube data that you need to read completely.

# Find skill root — works in repo checkout, Claude Code, or Codex install
for dir in \
  "." \
  "${CLAUDE_PLUGIN_ROOT:-}" \
  "$HOME/.claude/skills/last30days" \
  "$HOME/.agents/skills/last30days" \
  "$HOME/.codex/skills/last30days"; do
  [ -n "$dir" ] && [ -f "$dir/scripts/last30days.py" ] && SKILL_ROOT="$dir" && break
done

if [ -z "${SKILL_ROOT:-}" ]; then
  echo "ERROR: Could not find scripts/last30days.py" >&2
  exit 1
fi

python3 "${SKILL_ROOT}/scripts/last30days.py" "$ARGUMENTS" --emit=compact  # Add --x-handle=HANDLE if RESOLVED_HANDLE is set

Use a timeout of 300000 (5 minutes) on the Bash call. The script typically takes 1-3 minutes.

The script will automatically:

• Detect available API keys
• Run Reddit/X/YouTube/Hacker News/Polymarket searches
• Output ALL results including YouTube transcripts, HN comments, and prediction market odds

Read the ENTIRE output. It contains SIX data sections in this order: Reddit items, X items, YouTube items, Hacker News items, Polymarket items, and WebSearch items. If you miss sections, you will produce incomplete stats.

YouTube items in the output look like: **{video_id}** (score:N) {channel_name} [N views, N likes] followed by a title, URL, and optional transcript snippet. Count them and include them in your synthesis and stats block.

---

STEP 2: DO WEBSEARCH AFTER SCRIPT COMPLETES

After the script finishes, do WebSearch to supplement with blogs, tutorials, and news.

For ALL modes, do WebSearch to supplement (or provide all data in web-only mode).

Choose search queries based on QUERY_TYPE:

If RECOMMENDATIONS ("best X", "top X", "what X should I use"):

• Search for: best {TOPIC} recommendations
• Search for: {TOPIC} list examples
• Search for: most popular {TOPIC}
• Goal: Find SPECIFIC NAMES of things, not generic advice

If NEWS ("what's happening with X", "X news"):

• Search for: {TOPIC} news 2026
• Search for: {TOPIC} announcement update
• Goal: Find current events and recent developments

If PROMPTING ("X prompts", "prompting for X"):

• Search for: {TOPIC} prompts examples 2026
• Search for: {TOPIC} techniques tips
• Goal: Find prompting techniques and examples to create copy-paste prompts

If GENERAL (default):

• Search for: {TOPIC} 2026
• Search for: {TOPIC} discussion
• Goal: Find what people are actually saying

For ALL query types:

• USE THE USER'S EXACT TERMINOLOGY - don't substitute or add tech names based on your knowledge
• EXCLUDE reddit.com, x.com, twitter.com (covered by script)
• INCLUDE: blogs, tutorials, docs, news, GitHub repos
• DO NOT output "Sources:" list - this is noise, we'll show stats at the end

Options (passed through from user's command):

• --days=N → Look back N days instead of 30 (e.g., --days=7 for weekly roundup)
• --quick → Faster, fewer sources (8-12 each)
• (default) → Balanced (20-30 each)
• --deep → Comprehensive (50-70 Reddit, 40-60 X)

---

Judge Agent: Synthesize All Sources

After all searches complete, internally synthesize (don't display stats yet):

The Judge Agent must: 1. Weight Reddit/X sources HIGHER (they have engagement signals: upvotes, likes) 2. Weight YouTube sources HIGH (they have views, likes, and transcript content) 3. Weight WebSearch sources LOWER (no engagement data) 4. Identify patterns that appear across ALL sources (strongest signals) 5. Note any contradictions between sources 6. Extract the top 3-5 actionable insights

7. Cross-platform signals are the strongest evidence. When items have [also on: Reddit, HN] or similar tags, it means the same story appears across multiple platforms. Lead with these cross-platform findings - they're the most important signals in the research.

Prediction Markets (Polymarket)

CRITICAL: When Polymarket returns relevant markets, prediction market odds are among the highest-signal data points in your research. Real money on outcomes cuts through opinion. Treat them as strong evidence, not an afterthought.

How to interpret and synthesize Polymarket data:

1. Prefer structural/long-term markets over near-term deadlines. Championship odds > regular season title. Regime change > near-term strike deadline. IPO/major milestone > incremental update. Presidency > individual state primary. When multiple markets exist, the bigger question is more interesting to the user.

2. When the topic is an outcome in a multi-outcome market, call out that specific outcome's odds and movement. Don't just say "Polymarket has a #1 seed market" - say "Arizona has a 28% chance of being the #1 overall seed, up 10% this month." The user cares about THEIR topic's position in the market.

3. Weave odds into the narrative as supporting evidence. Don't isolate Polymarket data in its own paragraph. Instead: "Final Four buzz is building - Polymarket gives Arizona a 12% chance to win the championship (up 3% this week), and 28% to earn a #1 seed."

4. Citation format: Always include specific odds AND movement. "Polymarket has Arizona at 28% for a #1 seed (up 10% this month)" - not just "per Polymarket."

5. When multiple relevant markets exist, highlight 3-5 of the most interesting ones in your synthesis, ordered by importance (structural > near-term). Don't just pick the highest-volume one.

Domain examples of market importance ranking:

• Sports: Championship/tournament odds > conference title > regular season > weekly matchup
• Geopolitics: Regime change/structural outcomes > near-term strike deadlines > sanctions
• Tech/Business: IPO, major product launch, company milestones > incremental updates
• Elections: Presidency > primary > individual state

Do NOT display stats here - they come at the end, right before the invitation.

---

FIRST: Internalize the Research

CRITICAL: Ground your synthesis in the ACTUAL research content, not your pre-existing knowledge.

Read the research output carefully. Pay attention to:

• Exact product/tool names mentioned (e.g., if research mentions "ClawdBot" or "@clawdbot", that's a DIFFERENT product than "Claude Code" - don't conflate them)
• Specific quotes and insights from the sources - use THESE, not generic knowledge
• What the sources actually say, not what you assume the topic is about

ANTI-PATTERN TO AVOID: If user asks about "clawdbot skills" and research returns ClawdBot content (self-hosted AI agent), do NOT synthesize this as "Claude Code skills" just because both involve "skills". Read what the research actually says.

If QUERY_TYPE = RECOMMENDATIONS

CRITICAL: Extract SPECIFIC NAMES, not generic patterns.

When user asks "best X" or "top X", they want a LIST of specific things:

• Scan research for specific product names, tool names, project names, skill names, etc.
• Count how many times each is mentioned
• Note which sources recommend each (Reddit thread, X post, blog)
• List them by popularity/mention count

BAD synthesis for "best Claude Code skills":

"Skills are powerful. Keep them under 500 lines. Use progressive disclosure."

GOOD synthesis for "best Claude Code skills":

"Most mentioned skills: /commit (5 mentions), remotion skill (4x), git-worktree (3x), /pr (3x). The Remotion announcement got 16K likes on X."

For all QUERY_TYPEs

Identify from the ACTUAL RESEARCH OUTPUT:

• PROMPT FORMAT - Does research recommend JSON, structured params, natural language, keywords?
• The top 3-5 patterns/techniques that appeared across multiple sources
• Specific keywords, structures, or approaches mentioned BY THE SOURCES
• Common pitfalls mentioned BY THE SOURCES

---

THEN: Show Summary + Invite Vision

Display in this EXACT sequence:

FIRST - What I learned (based on QUERY_TYPE):

If RECOMMENDATIONS - Show specific things mentioned with sources:

🏆 Most mentioned:

[Tool Name] - {n}x mentions
Use Case: [what it does]
Sources: @handle1, @handle2, r/sub, blog.com

[Tool Name] - {n}x mentions
Use Case: [what it does]
Sources: @handle3, r/sub2, Complex

Notable mentions: [other specific things with 1-2 mentions]

CRITICAL for RECOMMENDATIONS:

• Each item MUST have a "Sources:" line with actual @handles from X posts (e.g., @LONGLIVE47, @ByDobson)
• Include subreddit names (r/hiphopheads) and web sources (Complex, Variety)
• Parse @handles from research output and include the highest-engagement ones
• Format naturally - tables work well for wide terminals, stacked cards for narrow

If PROMPTING/NEWS/GENERAL - Show synthesis and patterns:

CITATION RULE: Cite sources sparingly to prove research is real.

• In the "What I learned" intro: cite 1-2 top sources total, not every sentence
• In KEY PATTERNS: cite 1 source per pattern, short format: "per @handle" or "per r/sub"
• Do NOT include engagement metrics in citations (likes, upvotes) - save those for stats box
• Do NOT chain multiple citations: "per @x, @y, @z" is too much. Pick the strongest one.

CITATION PRIORITY (most to least preferred): 1. @handles from X — "per @handle" (these prove the tool's unique value) 2. r/subreddits from Reddit — "per r/subreddit" 3. YouTube channels — "per [channel name] on YouTube" (transcript-backed insights) 4. HN discussions — "per HN" or "per hn/username" (developer community signal) 5. Polymarket — "Polymarket has X at Y% (up/down Z%)" with specific odds and movement 6. Web sources — ONLY when Reddit/X/YouTube/HN/Polymarket don't cover that specific fact

The tool's value is surfacing what PEOPLE are saying, not what journalists wrote. When both a web article and an X post cover the same fact, cite the X post.

URL FORMATTING: NEVER paste raw URLs in the output.

• BAD: "per https://www.rollingstone.com/music/music-news/kanye-west-bully-1235506094/"
• GOOD: "per Rolling Stone"
• GOOD: "per Complex"

Use the publication name, not the URL. The user doesn't need links — they need clean, readable text.

BAD: "His album is set for March 20 (per Rolling Stone; Billboard; Complex)." GOOD: "His album BULLY drops March 20 — fans on X are split on the tracklist, per @honest30bgfan_" GOOD: "Ye's apology got massive traction on r/hiphopheads" OK (web, only when Reddit/X don't have it): "The Hellwatt Festival runs July 4-18 at RCF Arena, per Billboard"

Lead with people, not publications. Start each topic with what Reddit/X users are saying/feeling, then add web context only if needed. The user came here for the conversation, not the press release.

What I learned:

**{Topic 1}** — [1-2 sentences about what people are saying, per @handle or r/sub]

**{Topic 2}** — [1-2 sentences, per @handle or r/sub]

**{Topic 3}** — [1-2 sentences, per @handle or r/sub]

KEY PATTERNS from the research:
1. [Pattern] — per @handle
2. [Pattern] — per r/sub
3. [Pattern] — per @handle

THEN - Stats (right before invitation):

CRITICAL: Calculate actual totals from the research output.

• Count posts/threads from each section
• Sum engagement: parse [Xlikes, Yrt] from each X post, [Xpts, Ycmt] from Reddit
• Identify top voices: highest-engagement @handles from X, most active subreddits

Copy this EXACTLY, replacing only the {placeholders}:

---
✅ All agents reported back!
├─ 🟠 Reddit: {N} threads │ {N} upvotes │ {N} comments
├─ 🔵 X: {N} posts │ {N} likes │ {N} reposts
├─ 🔴 YouTube: {N} videos │ {N} views │ {N} with transcripts
├─ 🟡 HN: {N} stories │ {N} points │ {N} comments
├─ 📊 Polymarket: {N} markets │ {short summary of up to 5 most relevant market odds, e.g. "Championship: 12%, #1 Seed: 28%, Big 12: 64%, vs Kansas: 71%"}
├─ 🌐 Web: {N} pages (supplementary)
└─ 🗣️ Top voices: @{handle1} ({N} likes), @{handle2} │ r/{sub1}, r/{sub2}
---

CRITICAL: Omit any source line that returned 0 results. Do NOT show "0 threads", "0 stories", "0 markets", or "(no results this cycle)". If a source found nothing, DELETE that line entirely - don't include it at all. NEVER use plain text dashes (-) or pipe (|). ALWAYS use ├─ └─ │ and the emoji.

SELF-CHECK before displaying: Re-read your "What I learned" section. Does it match what the research ACTUALLY says? If you catch yourself projecting your own knowledge instead of the research, rewrite it.

LAST - Invitation (adapt to QUERY_TYPE):

CRITICAL: Every invitation MUST include 2-3 specific example suggestions based on what you ACTUALLY learned from the research. Don't be generic — show the user you absorbed the content by referencing real things from the results.

If QUERY_TYPE = PROMPTING:

---
I'm now an expert on {TOPIC} for {TARGET_TOOL}. What do you want to make? For example:
- [specific idea based on popular technique from research]
- [specific idea based on trending style/approach from research]
- [specific idea riffing on what people are actually creating]

Just describe your vision and I'll write a prompt you can paste straight into {TARGET_TOOL}.

If QUERY_TYPE = RECOMMENDATIONS:

---
I'm now an expert on {TOPIC}. Want me to go deeper? For example:
- [Compare specific item A vs item B from the results]
- [Explain why item C is trending right now]
- [Help you get started with item D]

If QUERY_TYPE = NEWS:

---
I'm now an expert on {TOPIC}. Some things you could ask:
- [Specific follow-up question about the biggest story]
- [Question about implications of a key development]
- [Question about what might happen next based on current trajectory]

If QUERY_TYPE = GENERAL:

---
I'm now an expert on {TOPIC}. Some things I can help with:
- [Specific question based on the most discussed aspect]
- [Specific creative/practical application of what you learned]
- [Deeper dive into a pattern or debate from the research]

Example invitations (to show the quality bar):

For /last30days nano banana pro prompts for Gemini:

I'm now an expert on Nano Banana Pro for Gemini. What do you want to make? For example:

- Photorealistic product shots with natural lighting (the most requested style right now)

- Logo designs with embedded text (Gemini's new strength per the research)

- Multi-reference style transfer from a mood board

>

Just describe your vision and I'll write a prompt you can paste straight into Gemini.

For /last30days kanye west (GENERAL):

I'm now an expert on Kanye West. Some things I can help with:

- What's the real story behind the apology letter — genuine or PR move?

- Break down the BULLY tracklist reactions and what fans are expecting

- Compare how Reddit vs X are reacting to the Bianca narrative

For /last30days war in Iran (NEWS):

I'm now an expert on the Iran situation. Some things you could ask:

- What are the realistic escalation scenarios from here?

- How is this playing differently in US vs international media?

- What's the economic impact on oil markets so far?

---

WAIT FOR USER'S RESPONSE

After showing the stats summary with your invitation, STOP and wait for the user to respond.

---

WHEN USER RESPONDS

Read their response and match the intent:

• If they ask a QUESTION about the topic → Answer from your research (no new searches, no prompt)
• If they ask to GO DEEPER on a subtopic → Elaborate using your research findings
• If they describe something they want to CREATE → Write ONE perfect prompt (see below)
• If they ask for a PROMPT explicitly → Write ONE perfect prompt (see below)

Only write a prompt when the user wants one. Don't force a prompt on someone who asked "what could happen next with Iran."

Writing a Prompt

When the user wants a prompt, write a single, highly-tailored prompt using your research expertise.

CRITICAL: Match the FORMAT the research recommends

If research says to use a specific prompt FORMAT, YOU MUST USE THAT FORMAT.

ANTI-PATTERN: Research says "use JSON prompts with device specs" but you write plain prose. This defeats the entire purpose of the research.

Quality Checklist (run before delivering):

• [ ] FORMAT MATCHES RESEARCH - If research said JSON/structured/etc, prompt IS that format
• [ ] Directly addresses what the user said they want to create
• [ ] Uses specific patterns/keywords discovered in research
• [ ] Ready to paste with zero edits (or minimal [PLACEHOLDERS] clearly marked)
• [ ] Appropriate length and style for TARGET_TOOL

Output Format:

Here's your prompt for {TARGET_TOOL}:

---

[The actual prompt IN THE FORMAT THE RESEARCH RECOMMENDS]

---

This uses [brief 1-line explanation of what research insight you applied].

---

IF USER ASKS FOR MORE OPTIONS

Only if they ask for alternatives or more prompts, provide 2-3 variations. Don't dump a prompt pack unless requested.

---

AFTER EACH PROMPT: Stay in Expert Mode

After delivering a prompt, offer to write more:

Want another prompt? Just tell me what you're creating next.

---

CONTEXT MEMORY

For the rest of this conversation, remember:

• TOPIC: {topic}
• TARGET_TOOL: {tool}
• KEY PATTERNS: {list the top 3-5 patterns you learned}
• RESEARCH FINDINGS: The key facts and insights from the research

CRITICAL: After research is complete, you are now an EXPERT on this topic.

When the user asks follow-up questions:

• DO NOT run new WebSearches - you already have the research
• Answer from what you learned - cite the Reddit threads, X posts, and web sources
• If they ask a question - answer it from your research findings
• If they ask for a prompt - write one using your expertise

Only do new research if the user explicitly asks about a DIFFERENT topic.

---

Output Summary Footer (After Each Prompt)

After delivering a prompt, end with:

---
📚 Expert in: {TOPIC} for {TARGET_TOOL}
📊 Based on: {n} Reddit threads ({sum} upvotes) + {n} X posts ({sum} likes) + {n} YouTube videos ({sum} views) + {n} HN stories ({sum} points) + {n} web pages

Want another prompt? Just tell me what you're creating next.

---

Security & Permissions

What this skill does:

• Sends search queries to OpenAI's Responses API (api.openai.com) for Reddit discovery
• Sends search queries to Twitter's GraphQL API (via browser cookie auth) or xAI's API (api.x.ai) for X search
• Sends search queries to Algolia HN Search API (hn.algolia.com) for Hacker News story and comment discovery (free, no auth)
• Sends search queries to Polymarket Gamma API (gamma-api.polymarket.com) for prediction market discovery (free, no auth)
• Runs yt-dlp locally for YouTube search and transcript extraction (no API key, public data)
• Optionally sends search queries to Brave Search API, Parallel AI API, or OpenRouter API for web search
• Fetches public Reddit thread data from reddit.com for engagement metrics
• Stores research findings in local SQLite database (watchlist mode only)

What this skill does NOT do:

• Does not post, like, or modify content on any platform
• Does not access your Reddit, X, or YouTube accounts
• Does not share API keys between providers (OpenAI key only goes to api.openai.com, etc.)
• Does not log, cache, or write API keys to output files
• Does not send data to any endpoint not listed above
• Hacker News and Polymarket sources are always available (no API key, no binary dependency)
• Cannot be invoked autonomously by the agent (disable-model-invocation: true)

Bundled scripts: scripts/last30days.py (main research engine), scripts/lib/ (search, enrichment, rendering modules), scripts/lib/vendor/bird-search/ (vendored X search client, MIT licensed)

Review scripts before first use to verify behavior.

Changelog

All notable changes to this project will be documented in this file.

The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.

[2.1.0] - 2026-02-15

Highlights

Three headline features: watchlists for always-on bots, YouTube transcripts as a 4th source, and Codex CLI compatibility. Plus bundled X search with no external CLI needed.

Added

• Open-class skill with watchlists, briefings, and history modes (SQLite-backed, FTS5 full-text search, WAL mode) (feat(open))
• YouTube as a 4th research source via yt-dlp -- search, view counts, and auto-generated transcript extraction (feat: Add YouTube)
• OpenAI Codex CLI compatibility -- install to ~/.agents/skills/last30days, invoke with $last30days (feat: Add Codex CLI)
• Bundled X search -- vendored subset of Bird's Twitter GraphQL client (MIT, originally by @steipete), no external CLI needed (v2.1: Bundle Bird X search)
• Native web search backends: Parallel AI, Brave Search, OpenRouter/Perplexity Sonar Pro (feat(engine))
• --diagnose flag for checking available sources and authentication status
• --store flag for SQLite accumulation (open variant)
• Conversational first-run experience (NUX) with dynamic source status (feat(nux))

Changed

• Smarter query construction -- strips noise words, auto-retries with shorter queries when X returns 0 results
• Two-phase search architecture -- Phase 1 discovers entities (@handles, r/subreddits), Phase 2 drills into them
• Reddit JSON enrichment -- real upvotes, comments, and upvote ratio from reddit.com/.json endpoint
• Engagement-weighted scoring: relevance 45%, recency 25%, engagement 30% (log1p dampening)
• Model auto-selection with 7-day cache and fallback chain (gpt-4.1 -> gpt-4o -> gpt-4o-mini)
• --days=N configurable lookback flag (thanks @jonthebeef, #18)
• Model fallback for unverified orgs (thanks @levineam, #16)
• Marketplace plugin support via .claude-plugin/plugin.json (inspired by @galligan, #1)

Fixed

• YouTube timeout increased to 90s, Reddit 429 rate limit fail-fast
• YouTube soft date filter -- keeps evergreen content instead of filtering to 0 results
• Eager import crash in __init__.py that broke Codex environments
• Reddit future timeout (same pattern as YouTube timeout bug)
• Process cleanup on timeout/kill -- tracks child PIDs for clean shutdown
• Windows Unicode fix for cp1252 emoji crash (thanks @JosephOIbrahim, #17)
• X search returning 0 results on popular topics due to over-specific queries

New Contributors

• @JosephOIbrahim -- Windows Unicode fix (#17)
• @levineam -- Model fallback for unverified orgs (#16)
• @jonthebeef -- --days=N configurable lookback (#18)

Credits

• @steipete -- Bird CLI (vendored X search) and yt-dlp/summarize inspiration for YouTube transcripts
• @galligan -- Marketplace plugin inspiration
• @hutchins -- Pushed for YouTube feature

[1.0.0] - 2026-01-15

Initial public release. Reddit + X search via OpenAI Responses API and xAI API.

[2.1.0]: https://github.com/mvanhorn/last30days-skill/compare/v1.0.0...v2.1.0 [1.0.0]: https://github.com/mvanhorn/last30days-skill/releases/tag/v1.0.0

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] 1. I use https://t.co/NtFYJEiFs9 inspired by @bcherny 2. I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace 3. 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

Research Results: Seedance AI video generation

Date Range: 2026-01-26 to 2026-02-25 Mode: both OpenAI Model: gpt-5.2 xAI Model: grok-4-1-fast

Reddit Threads

R23 (score:76) r/generativeAI (2026-02-24) Official website for creating content with Seedance 2.0? https://www.reddit.com/r/generativeAI/comments/1rcgyi4/official_website_for_creating_content_with/ Direct thread about where to use Seedance 2.0 for generating videos (and discussion of scams/third parties).

R19 (score:76) r/generativeAI (2026-02-22) This is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing — the entire film industry should be worried https://www.reddit.com/r/generativeAI/comments/1rbionc/this_is_terrifying_seedance_20_just_generated_a/ High-signal discussion about Seedance 2.0 video generation quality (multi-shot coherence, transitions, filmmaking).

R20 (score:75) r/Seedance_AI (2026-02-23) Help! I need to use seedance or jimeng video function https://www.reddit.com/r/Seedance_AI/comments/1rckgcm/help_i_need_to_use_seedance_or_jimeng_video/ Access/how-to thread specifically about using Seedance/Jimeng video generation.

R18 (score:72) r/Seedance_AI (2026-02-20) so disappointed and frustrated with recent changes (wasted 1k$+) https://www.reddit.com/r/Seedance_AI/comments/1ra6nf4/so_disappointed_and_frustrated_with_recent/ User report about Seedance video generation failing review/guardrails and credit usage—directly about Seedance generation.

R25 (score:71) r/SaasDevelopers (2026-02-24) Third-party Seedance 2.0 API https://www.reddit.com/r/SaasDevelopers/comments/1rdw3uz/thirdparty_seedance_20_api/ Discussion about Seedance 2.0 video generation availability via third-party API and Dreamina integration.

R21 (score:71) r/Seedance_AI (2026-02-23) What happened to doubao? https://www.reddit.com/r/Seedance_AI/comments/1rcox3z/what_happened_to_doubao/ Discussion around ByteDance/Doubao access issues while trying to use Seedance 2 (video generation availability).

R28 (score:68) r/Seedance_AI (2026-02-24) Selfie Situation • Seedance 2.0 • Third-party API by useapi.net https://www.reddit.com/r/Seedance_AI/comments/1rduxop/selfie_situation_seedance_20_thirdparty_api_by/ Seedance 2.0 discussion focused on third-party access and whether generations are truly Seedance 2.0 quality.

R22 (score:68) r/AIGuild (2026-02-23) ByteDance Faces Hollywood Backlash Over Seedance 2.0 https://www.reddit.com/r/AIGuild/comments/1rc4pkg/bytedance_faces_hollywood_backlash_over_seedance/ Seedance 2.0 discussion tied to generated video content/IP concerns and potential impacts on access/release.

R17 (score:67) r/AI_UGC_Marketing (2026-02-17) Elevenlabs silently removed Seedance 2.0 after SAG-AFTRA incident, can’t create UGC style video https://www.reddit.com/r/AI_UGC_Marketing/comments/1r70942/elevenlabs_silently_removed_seedance_20_after/ Discussion about Seedance 2.0 availability/removal in a toolchain for generating UGC-style AI videos.

R27 (score:64) r/u_PoppyVonMiller (2026-02-24) Seedance 2.0 Music Video https://www.reddit.com/r/u_PoppyVonMiller/comments/1rdkptn/seedance_20_music_video/ Example/discussion of an output video made with Seedance 2.0 (AI video generation results).

R13 (score:63) r/generativeAI (2026-02-10) Where is the official Seedance website? https://www.reddit.com/r/generativeAI/comments/1r19eem/where_is_the_official_seedance_website/ Seedance access/official-site discussion (important for actually generating videos with Seedance).

R15 (score:62) r/AiVideos_NoRules (2026-02-15) Seedance 2.0 https://www.reddit.com/r/AiVideos_NoRules/comments/1r51m86/seedance_20/ Thread about Seedance 2.0 as an AI video generator and its capabilities/impact.

R12 (score:62) r/GoogleGeminiAI (2026-02-09) Has anyone used Seedance 2.0 yet? https://www.reddit.com/r/GoogleGeminiAI/comments/1qzrhgd/has_anyone_used_seedance_20_yet/ Direct discussion of Seedance 2.0 usage/access for AI video generation and where people are trying it.

R24 (score:61) r/aivideo (2026-02-24) [Removed] https://www.reddit.com/r/aivideo/comments/1rdi8sm/removed/ Thread/comments reference Seedance 2.0 access and community moderation around AI-generated video/IP.

R16 (score:61) r/nairobitechies (2026-02-16) ByteDance Seedance: Multimodal Video Generation Reaches a New Threshold https://www.reddit.com/r/nairobitechies/comments/1r6gwyj/bytedance_seedance_multimodal_video_generation/ Seedance family discussion (1.0/1.5/2.0) focusing on video generation features and multimodal inputs.

X Posts

X9 (score:86) @HBCoop_ (2026-02-25) [9likes] First Seedance 2.0 Test!

Seedance 5.0 Lite @krea_ai → Seedance 2.0 @capcutapp

Prompt: Close-up on her hands gripping the paintbrush, knuckles white, paint dripping down her wrist. Shallow depth of ... https://x.com/HBCoop_/status/2026748738354450919 **

X12 (score:77) @Noor_ul_ain43 (2026-02-25) [5likes] Goku vs Broly , EPIC Full Battle! Witness the ultimate Saiyan showdown recreated with AI power. Explosive transformations, insane energy blasts, and nonstop action all brought to life with Seedance 2... https://x.com/Noor_ul_ain43/status/2026743666635845959 **

X10 (score:66) @grok (2026-02-25) [2likes] @WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true—Seedance 2.0 is now live in CapCut (desktop & mobile).

See it in the AI video tools: https://t.co/K3gwCgUSyb

Just update the ap... https://x.com/grok/status/2026747009143549978 **

X1 (score:64) @jznode (2026-02-25) @ChinyJPG capcut desktop app, they just added seedance 2.0 today. no chinese phone number needed, works globally. download the desktop version, look for the AI video generation option. runs about $2 p... https://x.com/jznode/status/2026755966545404015 **

X5 (score:64) @Yousaf_340 (2026-02-25) @ProperPrompter Yes! Seedance 2.0 on CapCut means cinematic AI video editing is super accessible smooth action, multi-angle shots, and high-quality effects right from your phone. 🎬🔥... https://x.com/Yousaf_340/status/2026751320716357996 **

X6 (score:64) @Yousaf_340 (2026-02-25) @ivanka_humeniuk Seedance 2.0 is insane for cinematic AI video smooth action, multiple camera angles, and near-Hollywood quality all from a single prompt.... https://x.com/Yousaf_340/status/2026750898769473829 **

X3 (score:64) @EmmaUsesAi (2026-02-25) Seedance 2.0 is the motion engine behind many cinematic AI clips trending right now.

It’s now native inside NemoVideo.

You can:

• Identify proven formats
• Analyze what drives retention
• Turn an id...

https://x.com/EmmaUsesAi/status/2026751784509673531 **

X2 (score:64) @OneStrangeW (2026-02-25) You can use Seedance. If Seedance 2.0 hasn't launch yet, the prior version is great, and stick pretty well to the prompt. Of course the video agent must be well trained. 🙂Also, you can offer SORA for ... https://x.com/OneStrangeW/status/2026755320362709093 **

X11 (score:64) @WyldeChyldeRec (2026-02-25) 🚨Phishing Scam!

Watch for emails titled:

[Seedance & Wan AI] Unrestricted generation with Grok Imagine video added

This is not real. We don't have a Seedance account, and the links are not offi... https://x.com/WyldeChyldeRec/status/2026743867224240149 **

X7 (score:56) @La_DeCrypt (2026-02-25) [1likes]

• Kling (https://t.co/WGphQsdLf1)

• Seedance 2.0 (https://t.co/A8UzLTRGNo)

☞ AI-powered video editing:

• Descript (https://t.co/q4axNEjDzt)
• OpusClip (https://t.co/5XPn4EPH6u)
• Submagic (https:/...

https://x.com/La_DeCrypt/status/2026750376687394884 **

X8 (score:56) @TferThomas (2026-02-25) [1likes] Seedance 2.0 might be gen AI video’s next big hope, but it’s still slop https://t.co/kT1baOYJQk #AI... https://x.com/TferThomas/status/2026749218224746609 **

YouTube Videos

F1kWxdfiBNE (score:73) AI Filmmaking Academy (2026-02-22) [40,982 views, 1,088 likes] Seedance 2.0 Claims the AI Video Throne! https://www.youtube.com/watch?v=F1kWxdfiBNE YouTube video about seedance ai video generation

_o2MuUX9UYg (score:73) Theoretically Media (2026-02-09) [199,908 views, 4,986 likes] Seedance 2.0 Claims the AI Video Throne! https://www.youtube.com/watch?v=_o2MuUX9UYg Transcript: So, it's been about a week since I declared Cling 3.0 the new benchmark for state-of-the-art AI video. And well, I mean, it's been a week, and that basically equals about 3 months in AI time. So, yes,... YouTube video about seedance ai video generation

jkPTYD5lXo8 (score:70) How To In 5 Minutes (2026-02-19) [44,344 views, 782 likes] 100% FREE Seedance 2.0 AI Video Generator : How to Use It WORLDWIDE https://www.youtube.com/watch?v=jkPTYD5lXo8 Transcript: No, this is not clickbait. You can now access Cance 2.0 for free from anywhere. No registration required and depending on how you use it, this method can [music] feel almost unlimited. And yes, at the... YouTube video about seedance ai video generation

W_lxyDFDZt4 (score:69) WealthWise (2026-02-12) [126,599 views, 1,204 likes] Seedance 2.0: The New Best AI Video Generator | Sora 2 Destroyed https://www.youtube.com/watch?v=W_lxyDFDZt4 Transcript: Well, major AI video update, ladies and gentlemen. Seance 2.0 is right around the corner. And let me tell you guys, this is something I have never seen before. Just take a look at some of the videos g... YouTube video about seedance ai video generation

R1zl92NhCfE (score:65) Ai Lockup (2026-02-16) [32,699 views, 591 likes] Seedance 2.0 How To Use and Become a Pro AI Film Maker With This AI Video Generator https://www.youtube.com/watch?v=R1zl92NhCfE YouTube video about seedance ai video generation

G1Ad4a8sdJU (score:63) Benji’s AI Playground (2026-02-14) [38,581 views, 419 likes] SeeDance 2.0: The Next Level of AI Video — And What It Means for Local AI Users? https://www.youtube.com/watch?v=G1Ad4a8sdJU YouTube video about seedance ai video generation

n625xVounGM (score:61) John Savage AI (2026-02-23) [7,184 views, 126 likes] How To Generate FREE AI Seedance 2.0 Videos (Access Worldwide) https://www.youtube.com/watch?v=n625xVounGM YouTube video about seedance ai video generation

kJ0NAVmd4f4 (score:58) Rogue Cell Pictures (2026-02-25) [1,544 views, 147 likes] Seedance 2.0 Changes Filmmaking Forever | New Original Series https://www.youtube.com/watch?v=kJ0NAVmd4f4 YouTube video about seedance ai video generation

FP8TaJSFohs (score:55) Chem Beast (2026-02-24) [3,194 views, 31 likes] How To Use Seedance 2 0 Full AI Video Generator Tutorial + Free Access Guide https://www.youtube.com/watch?v=FP8TaJSFohs YouTube video about seedance ai video generation

61ThJGqwHsI (score:48) xCreate (2026-02-11) [4,854 views, 86 likes] Ultimate AI Video Generation - Seedance 2.0 PREVIEW https://www.youtube.com/watch?v=61ThJGqwHsI YouTube video about seedance ai video generation

--- Sources: ✅ Reddit: 16 threads ✅ X: 11 posts ✅ YouTube: 10 videos (3 with transcripts) ⏭️ HN: 0 stories found ⚡ Web: assistant will use WebSearch

Research Results: M4 MacBook Pro review

Date Range: 2026-01-26 to 2026-02-25 Mode: both OpenAI Model: gpt-5.2 xAI Model: grok-4-1-fast

Reddit Threads

R1 (score:0) r/macbookpro (2025-04-09) [date:low] M4 Macbook Pro 14’ 1 month review https://www.reddit.com/r/macbookpro/comments/1hflaaz/m4_macbook_pro_14_1_month_review/ Explicit 1-month review of the M4 MacBook Pro (ownership impressions, battery, durability, etc.).

R2 (score:0) r/macbookpro (2025-05-19) [date:low] MacBook Pro M4 Battery Life Reality vs Review https://www.reddit.com/r/macbookpro/comments/1kq2zd8/macbook_pro_m4_battery_life_reality_vs_review/ Discussion comparing real-world M4 MacBook Pro battery life to published reviews/testing methodology.

R3 (score:0) r/macbookpro (2025-08-18) [date:low] Disappointed with my MBP M4 Experience … https://www.reddit.com/r/macbookpro/comments/1mtmkts/disappointed_with_my_mbp_m4_experience/ First-hand experience post that references reviews and reports performance/heat/app stability issues on an M4 MBP.

X Posts

X1 (score:86) @bhphoto (2026-02-25) [3likes] If you are in the market for a new MacBook Pro and you’re wondering what the real differences are between Apple’s M3 and M4 silicon, you’ve come to the right place ⬇️ https://t.co/nzjXmiHmac https://t... https://x.com/bhphoto/status/2026737767695183948 **

X4 (score:70) @remplug (2026-02-25) [1likes, 1rt] 🔥 2024 16” MacBook Pro Price List

1️⃣ 🇺🇸 Brand New MacBook Pro 2024 | M4 Pro Chip | 16” Display

24GB RAM | 512GB SSD 14-Core CPU | 20-Core GPU

Space Black

💰 ₦2,720,000

2️⃣ 🇺🇸 Brand New MacBook Pr... https://x.com/remplug/status/2026725100213465443 **

X10 (score:64) @grok (2026-02-25) @5TRgzn @LobstarWilde My marble floors: 64GB M4 Pro/Max MacBook Pro. Local Grok agents run full autonomy loops, zero cloud, sub-second trades/scans. Intel's ancient—ditch it. Yours at $3-4k.... https://x.com/grok/status/2026713588472111312 **

X9 (score:64) @principenemesis (2026-02-25) @JulianGoldieSEO @grok can a macbook pro m4 run this?... https://x.com/principenemesis/status/2026716193042706852 **

X5 (score:64) @jameslmorton (2026-02-25) [1likes] @SebAaltonen Not my experience. It’s impressive, 70 tokens/s on a maxed out M4 128gb MacBook Pro.

But absolutely sucked and not even remotely in the ballpark with Sonnet 4.5. It’s GPT-3.5.

Totally b... https://x.com/jameslmorton/status/2026721943630786816 **

X6 (score:64) @bcofertas (2026-02-25) BR Ofertas todos os dias 🇧🇷

Leve seu Mac Pro M4 hoje! 💻⚡✨

Pegue já: https://t.co/PSwylZH3Sz

Por R$ 23.749,00 em até 10x sem juros Frete Grátis

Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos 24GB 512... https://x.com/bcofertas/status/2026721014676099084 **

X12 (score:64) @grok (2026-02-25) Hey! Yeah, you can install Fedora on the M6 MacBook Pro via the official Fedora Asahi Remix (built on the Asahi Linux project). It already runs great on M1/M2, with M3 support rolling out now and work... https://x.com/grok/status/2026704108820824113 **

X7 (score:64) @toppromoalertas (2026-02-25) Promoções BR do dia 🇧🇷

Leve seu Mac Pro M4 hoje! 💻⚡✨

Ver aqui: https://t.co/LfxNw3waps

Por R$ 23.749,00 em até 10x sem juros Frete Grátis

Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos...

Amazon | ... https://x.com/toppromoalertas/status/2026719111523237932 **

X8 (score:64) @grok (2026-02-25) Yes, a MacBook Pro M4 can run this Ollama + GLM-4.7-Flash setup locally.

Ollama has native Apple Silicon support via Metal. The Q4_K_M model (~19GB) needs ~18-24GB unified memory for good speed (feel... https://x.com/grok/status/2026716420269031652 **

X2 (score:56) @grecinoscdev (2026-02-25) [1likes] @TechByTaraa Both. macOS (Macbook Pro M4 Pro) for my photography/videography personal stuff + software engineering and a Linux desktop workstation for software engineering + second desktop workstation... https://x.com/grecinoscdev/status/2026731118142148644 **

X11 (score:56) @Steve_Lost_Jobs (2026-02-25) [1likes] Apple 2024 MacBook Pro 14コアCPU、20コアGPU の M4 Pro搭載ノートパ... PR

4549995547610

ポイント: 3735㌽ 想定価格: 369,800

2026/02/26 01:55:23 https://t.co/q1uyIqFsID... https://x.com/Steve_Lost_Jobs/status/2026705327828382016 **

X3 (score:56) @grok (2026-02-25) [1likes] No, Apple has not made any MacBook (Pro or otherwise) cost $299.

The linked Newsroom search returns zero matching results—it's just unrelated announcements. Current cheapest Mac is the 13" MacBook A... https://x.com/grok/status/2026727605517394283 **

YouTube Videos

9HQx5pgUoiY (score:61) Marques Brownlee (2024-11-18) [4,010,567 views, 105,606 likes] M4 Max MacBook Pro: I'm Convinced! https://www.youtube.com/watch?v=9HQx5pgUoiY Transcript: so I have been using this M1 Max MacBook Pro for the past 3 years since it came out and it's been great I have felt absolutely no compulsion to upgrade since haven't needed to it's funny most of my wo... YouTube video about m4 macbook pro review

etP2Th9g2hM (score:55) ShortCircuit (2024-11-30) [1,113,999 views, 22,765 likes] Don't buy the Wrong MacBook like me... - M4 MacBook Pro https://www.youtube.com/watch?v=etP2Th9g2hM Transcript: woohoo it's new Macbook day my favorite day on short circuit it only comes usually once a year this is the MacBook Pro M4 looks pretty similar to the last one but now it has an M4 instead of an M3 I'm... YouTube video about m4 macbook pro review

b4x8boB2KdI (score:55) Dave2D (2024-11-07) [1,057,988 views, 24,977 likes] M4 MacBook Pro Review - Things to Know https://www.youtube.com/watch?v=b4x8boB2KdI Transcript: so Apple launched the new M4 MacBook Pros this is their 14-in model and it's equipped with the M4 Max their topend configuration and it also has their new Nano texture on their screen it's a texture t... YouTube video about m4 macbook pro review

uPe9spXLfZY (score:50) Created Tech (2025-07-07) [472,845 views, 5,082 likes] M4 MacBook Air vs M4 MacBook Pro - 4 Months Later https://www.youtube.com/watch?v=uPe9spXLfZY YouTube video about m4 macbook pro review

TfvIgdzImt4 (score:50) Hardware Canucks (2024-12-15) [325,599 views, 6,339 likes] The Macbook Pro M4 is Insane. https://www.youtube.com/watch?v=TfvIgdzImt4 YouTube video about m4 macbook pro review

a8Szdrnq0YM (score:49) Brandon Butch (2025-02-03) [352,593 views, 4,309 likes] MacBook Pro M4 - Review After 3 Months: This Feels Wrong. https://www.youtube.com/watch?v=a8Szdrnq0YM YouTube video about m4 macbook pro review

anIVewgtbFc (score:48) MacRumors (2024-12-17) [238,619 views, 2,874 likes] The Base M4 MacBook Pro is All You Need (Skip M4 Pro & Max) https://www.youtube.com/watch?v=anIVewgtbFc YouTube video about m4 macbook pro review

5rN6CEO31gM (score:48) Just Josh (2024-11-15) [154,306 views, 4,540 likes] MacBook Pro M4: Review & Recommendations https://www.youtube.com/watch?v=5rN6CEO31gM YouTube video about m4 macbook pro review

i3eTKJav1VI (score:45) Created Tech (2025-04-29) [137,009 views, 1,832 likes] M4 Pro MacBook - Long Term Review (6 Months Later) https://www.youtube.com/watch?v=i3eTKJav1VI YouTube video about m4 macbook pro review

QbSQH_95eg8 (score:36) Tech It Easy (2026-02-01) [3,176 views, 55 likes] MacBook Pro M4 Pro Review: 1 Year Later! (Still Worth Buying in 2026?) https://www.youtube.com/watch?v=QbSQH_95eg8 YouTube video about m4 macbook pro review

--- Sources: ✅ Reddit: 3 threads ✅ X: 12 posts ✅ YouTube: 10 videos (3 with transcripts) ⏭️ HN: 0 stories found ⚡ Web: assistant will use WebSearch

Research Results: best rap songs 2026

Date Range: 2026-01-26 to 2026-02-25 Mode: both OpenAI Model: gpt-5.2 xAI Model: grok-4-1-fast

Reddit Threads

R10 (score:57) r/TeenageRapFans (2026-02-15) What's the best rap song ever made? https://www.reddit.com/r/TeenageRapFans/comments/1r5iub6/whats_the_best_rap_song_ever_made/ Direct ‘best rap song’ debate thread posted in 2026; good for mining frequently-cited ‘best’ contenders.

R12 (score:52) r/HivemindTV (2026-02-19) This is their worst bracket ever https://www.reddit.com/r/HivemindTV/comments/1r8px0j/this_is_their_worst_bracket_ever/ Meta thread about a ‘Best Rap songs of the 21st century’ bracket/video; includes debate about picks and what “best rap songs” should be.

R4 (score:49) r/hiphopheads (2026-02-13) Daily Discussion Thread 02/13/2026 https://www.reddit.com/r/hiphopheads/comments/1r3mudz/daily_discussion_thread_02132026/ General hip-hop discussion thread dated in 2026 where users frequently debate best tracks (including “best track is probably…” style mini-rankings).

R3 (score:48) r/hiphopheads (2026-02-01) Pre-Show Grammy Winners https://www.reddit.com/r/hiphopheads/comments/1qtcbmo/preshow_grammy_winners/ Discusses 2026 Grammys rap categories (Best Rap Song/Performance, etc.), which commonly overlaps with ‘best rap songs’ discussions.

R14 (score:41) r/edranked (2026-02-01) Reddit Ranked: Hip Hop ‘26 https://www.reddit.com/r/redranked/comments/1qszauu/reddit_ranked_hip_hop_26/ Community submission/ranking project for Hip Hop ‘26; relevant to discovering and discussing top tracks for 2026.

R7 (score:28) r/hiphopheads (date unknown) [date:low] Pitchfork: The 32 Best Rap Albums of 2025 https://www.reddit.com/r/hiphopheads/comments/1pjywih/pitchfork_the_32_best_rap_albums_of_2025/ Best-of list discussion (albums) that typically includes commenters calling out standout songs; adjacent to ‘best rap songs’ discourse heading into 2026.

X Posts

X5 (score:86) @Zika_gfx (2026-02-25) [11likes, 5rt] Talking about meaningful rap songs...

WORLD BEST LIE - NUNO ZIGI (2026)🥺❤ https://t.co/MDHRf3giYq... https://x.com/Zika_gfx/status/2026576570513600788 **

X6 (score:69) @DPOSTS6 (2026-02-25) [4likes, 1rt] @PopCrave Partition still goes harder than most 2026 songs 12 years and the beat switch + that rap still give chills every time. Queen never misses... https://x.com/DPOSTS6/status/2026523320548819145 **

X9 (score:64) @grok (2026-02-25) @Unfath0m4ble @robinthisbish @lilceaserthabp1 @RapWikip What You Saying by Lil Uzi Vert. Dropped Dec 2025, hit #1 on Hot Rap Songs in Jan 2026 (his 3rd time), peaked #14 Hot 100. Super short track ~2 ... https://x.com/grok/status/2026467153046606064 **

X7 (score:64) @grok (2026-02-25) @lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't struggling. His "What You Saying" hit #1 on Hot Rap Songs in Jan 2026 (first in 3 years) and top 15 Hot 100. Insiders say a surprise album drop is comin... https://x.com/grok/status/2026518008827404632 **

X2 (score:64) @Ferginangi (2026-02-25) Su La Musica che gira intorno... "Qui con me" è il brano con cui Serena Brancale è in gara al 76° Festival di Sanremo https://t.co/wTPeovzt6u #music #genre #song #songs #envywear #PleaseForgiveMe #mel... https://x.com/Ferginangi/status/2026696207557382298 **

X12 (score:62) @teammusic2046 (2026-02-23) [ STUDIO BOOTH ] DROPPING SOON - 2026 🔥🔥🔥………..[ ALBUM : LOVE VS LOYALTY - DROPPING SOON ! ]………🔥🔥🔥 - ALL SONGS & BEATS, PRODUCED & RAP BY ( SEAN BRYANT ) - https://t.co/LduwG5WmM7... https://x.com/teammusic2046/status/2026040965329191061

X11 (score:59) @IoWeul (2026-02-24) [2likes] @PopBase Finally, @bts_bighit BTS will come back after completing their military service from 2022 to 2025. BTS served in the military to protect their country, South Korea from North Korea's nuclear ... https://x.com/IoWeul/status/2026233090683863471 **

X8 (score:58) @grok (2026-02-25) [1likes] Lil Uzi Vert (born July '95, so 30 now) isn't struggling at all. Fresh off "What You Saying" hitting #1 on Hot Rap Songs in Jan 2026, top 15 Hot 100. New album rumored for surprise drop soon, Roc Nati... https://x.com/grok/status/2026498538075554040 **

X4 (score:58) @AlterEgoPopList (2026-02-25) [1likes] My musical taste / eras every year

2020: J-POP & K-POP (mostly BLACKPINK) 2021: Sped-Up Songs 2022: EDM 2023: Swiftie (Pop) & Lofi 2024: Pop, Ambient 2025: Alternative, OPM, Rock, Rap, Hip-Ho... https://x.com/AlterEgoPopList/status/2026641456434393579 **

X3 (score:56) @WordsFromBlerds (2026-02-25) [1likes] @_CharlesPreston Can’t believe I’m seeing “they say it in rap songs!” In 2026

The same reductive, ancient, debunked arguments ad infinitum... https://x.com/WordsFromBlerds/status/2026647382083903688 **

X1 (score:56) @Ferginangi (2026-02-25) [1likes] Su La Musica che gira intorno... "Magica Favola" è il brano con cui Arisa è in gara al 76° Festival di Sanremo https://t.co/Nxzkb005lP #music #genre #song #songs #envywear #PleaseForgiveMe #melody #hi... https://x.com/Ferginangi/status/2026705227366256880 **

X10 (score:55) @fo_sho52268 (2026-02-24) [1likes] @blackiiingout 💩 is funny from 2025 to 2026. BiiCH is SCARED to drop that #TRASH he calls "rap songs" 🥴😩... https://x.com/fo_sho52268/status/2026335353364201566 **

YouTube Videos

ZUExyc50ZVU (score:63) West Coast Finest (2026-01-29) [407,260 views, 4,228 likes] Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent https://www.youtube.com/watch?v=ZUExyc50ZVU Transcript: Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, right? >> Still drip falling when I step outside. Yeah. [music] >> B... YouTube video about rap songs 2026

d1melQQVp6s (score:58) DJ Noize (2026-02-14) [42,707 views, 761 likes] New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip Hop 2026 Mixtape | DJ Noize https://www.youtube.com/watch?v=d1melQQVp6s Transcript: [music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Who the [ __ ] is you? Who the [ __ ] is you? Who the [ _... YouTube video about rap songs 2026

-KQpPySP93I (score:53) DJ Noize (2026-02-21) [12,955 views, 304 likes] New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153 | New Rap 2026 Playlist | DJ Noize https://www.youtube.com/watch?v=-KQpPySP93I Transcript: This This is a DJ noise tape present. This is a DJ noise mix. [music] I got Nikki on me. How we treat the like a bucket for rubbing. You [music] ain't no fella from my junction. You ain't pluck you cl... YouTube video about rap songs 2026

--- Sources: ✅ Reddit: 6 threads ✅ X: 12 posts ✅ YouTube: 3 videos (3 with transcripts) ⏭️ HN: 0 stories found ⚡ Web: assistant will use WebSearch

Research Results: React vs Svelte 2026

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:67) r/eact (2026-02-10) What do you guys think about comparison between React vs Svelte? https://www.reddit.com/r/react/comments/1r1fku5/what_do_you_guys_think_about_comparison_between/ Explicit React vs Svelte comparison thread posted in 2026.

R1 (score:61) r/webdev (2026-02-02) Migrated our startup from React to Svelte 5 - Performance gains and lessons learned https://www.reddit.com/r/webdev/comments/1qu4dek/migrated_our_startup_from_react_to_svelte_5/ Direct React → Svelte 5 migration discussion with perf + DX comparisons (very 2026-relevant).

R21 (score:39) r/sveltejs (date unknown) [date:low] React Devs that moved to Svelte, do you find that Svelte reduces dev time? https://www.reddit.com/r/sveltejs/comments/105skdr/react_devs_that_moved_to_svelte_do_you_find_that/ Asks React devs about dev-time differences after moving to Svelte (DX/ecosystem tradeoffs).

R11 (score:35) r/sveltejs (date unknown) [date:low] Svelte 5 officially released! https://www.reddit.com/r/sveltejs/comments/1g7d3a7/svelte_5_officially_released/ Major Svelte 5 release thread with debate about whether React developers will switch (React vs Svelte dynamics).

X Posts

X4 (score:76) @FabianHiller (2026-02-13) [61likes, 2rt] TypeScript is the baseline in 2026. But most forms still fight type drift between API, schema & UI.

@formisch_dev + @valibot = one source of truth, zero boilerplate ⚡️

const form = useForm({ schem... https://x.com/FabianHiller/status/2022345388603080834 **

X3 (score:57) @ConsciousRide (2026-02-15) [6likes] Popular JavaScript Frameworks / Frontend Libraries (2025–2026 trends)

• React: 🇺🇸 United States
• Vue: 🇨🇳 China (created by Evan You)
• Angular: 🇺🇸 United States
• Svelte: 🇺🇸 United State...

https://x.com/ConsciousRide/status/2023050160520278501 **

X11 (score:53) @singhprateek_25 (2026-02-07) [6likes, 1rt] Requirements for a fresher in 2026:

Python, JavaScript, C, C++, Java, HTML, CSS, TypeScript, React, Next.js, Vue, Angular, Svelte, Node.js, Express, Django, Flask, FastAPI, Spring Boot, PHP, Laravel,... https://x.com/singhprateek_25/status/2020094806735700154 **

X1 (score:52) @cityjsconf (2026-02-20) [1rt] Ripple: The Good Parts of React, Svelte, and Solid

Frameworks rise and fall — and in 2026 we’re deep in late-stage React. What’s next? Join @erikras as he introduces Ripple, a TypeScript-first UI fra... https://x.com/cityjsconf/status/2024908272646398229 **

X2 (score:52) @dennydotio (2026-02-18) [1likes] Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro etc... only exist because humans need organized code to stay sane.

Once we stop reading the source code, we stop needing ... https://x.com/dennydotio/status/2024195986890109320 **

X5 (score:52) @AzamCodes (2026-02-13) [2likes] Web developers, what stack are you using in 2026? React? Vue? Svelte? Vanilla? Curious what’s actually winning.... https://x.com/AzamCodes/status/2022298287236383010 **

X8 (score:52) @QiitaTrend (2026-02-11) [2026/02/11 18:00] トレンド1位 【WebF】React/Vue/Svelteがそのままネイティブアプリになるよ by rana_kualu https://t.co/GiAnTHpOBB... https://x.com/QiitaTrend/status/2021509592489025785 **

X10 (score:50) @nicobaogim (2026-02-09) @babakfpk In 2026, picking React for a new project only really makes sense if you value ecosystem maturity, are following existing team habits, or need React-specific libraries. Same for Vue. Otherwis... https://x.com/nicobaogim/status/2020689628282667407 **

X12 (score:49) @Chubbi_Stephen (2026-02-07) 2026 framework discourse:

Dev 1: "React is bloated, use Svelte" Dev 2: "Svelte has no ecosystem, use Vue" Dev 3: "Vue is dying, use Solid" Dev 4: "Just use React"

Meanwhile React: still powering 80... https://x.com/Chubbi_Stephen/status/2020087839648800853 *

YouTube Videos

yl0YWA2K2B0 (score:61) Fireship (2025-10-17) [699,597 views, 22,894 likes] React wants to win you back… https://www.youtube.com/watch?v=yl0YWA2K2B0 Transcript: Last week, I got to participate in my favorite activity of the year. No, it wasn't watching all the overleveraged crypto bros learn what a margin call is. It was hate watching React comp as an anti-re... YouTube video about react vs svelte 2026

MnpuK0MK4yo (score:61) Beyond Fireship (2023-06-30) [697,106 views, 25,490 likes] React VS Svelte...10 Examples https://www.youtube.com/watch?v=MnpuK0MK4yo Transcript: any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are but life is a lot more fun when you become unreasonable and go against the status ... YouTube video about react vs svelte 2026

aYyZUDFZTrM (score:60) Fireship (2024-10-24) [547,841 views, 24,456 likes] JavaScript framework reinvents itself… Did "runes" just ruin Svelte? https://www.youtube.com/watch?v=aYyZUDFZTrM Transcript: about a year ago I made a tweet that said the dollar sign in spelt is the most powerful abstraction in modern front-end web development usually I'm not wrong about anything ever but this tweet ended u... YouTube video about react vs svelte 2026

k7LhsqnJCe4 (score:51) Paperclick (2026-02-19) [26 views, 1 likes] Htmx vs Svelte (2026) - Which One Is BETTER? https://www.youtube.com/watch?v=k7LhsqnJCe4 YouTube video about react vs svelte 2026

IpJh0VEzMRo (score:51) Ben Davis (2025-10-12) [24,631 views, 1,043 likes] I Was Wrong About Svelte... https://www.youtube.com/watch?v=IpJh0VEzMRo YouTube video about react vs svelte 2026

qwDp5pZA_TA (score:50) Code Hub (2026-02-08) [640 views, 31 likes] The Front-end Frameworks Guide 2026: React vs Angular vs Vue vs Svelt vs Solid vs Astro https://www.youtube.com/watch?v=qwDp5pZA_TA YouTube video about react vs svelte 2026

1cGtYEXGm8c (score:50) Ben Davis (2026-01-06) [16,900 views, 793 likes] This is THE Framework You Should be Using in 2026 https://www.youtube.com/watch?v=1cGtYEXGm8c YouTube video about react vs svelte 2026

_vuVy21l2bU (score:46) Code Hub (2025-10-30) [6,454 views, 204 likes] React vs Svelte: The Brutal Honest Comparison EVER https://www.youtube.com/watch?v=_vuVy21l2bU YouTube video about react vs svelte 2026

1BCsdaeYv0A (score:43) Daniel | Tech & Data (2023-11-26) [33,905 views, 0 likes] Svelte vs React in 2025 - Make the RIGHT Choice (Difference Explained) https://www.youtube.com/watch?v=1BCsdaeYv0A YouTube video about react vs svelte 2026

41HXdxGekZ0 (score:36) Paperclick (2025-10-04) [287 views, 3 likes] Vue vs React vs Svelte (2026) - Which One Is BEST? https://www.youtube.com/watch?v=41HXdxGekZ0 YouTube video about react vs svelte 2026

--- Sources: ✅ Reddit: 4 threads ✅ X: 9 posts ✅ YouTube: 10 videos (3 with transcripts) ⏭️ HN: 0 stories found ⚡ Web: assistant will use WebSearch

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

R1 (score:78) 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/ Directly about Claude Code skills (213 skills) and a reusable framework for Claude Code workflows.

R10 (score:77) r/ClaudeCode (2026-02-25) Claude Code works great… until you have too many MCP servers https://www.reddit.com/r/ClaudeCode/comments/1rehy2x/claude_code_works_great_until_you_have_too_many/ Scaling issues and architecture discussion when using many MCP servers with Claude Code (mentions gateway).

R2 (score:77) r/ClaudeCode (2026-02-22) I built an MCP server that gives Claude Code a semantic graph of your codebase - went from ~15k tokens of grep output to ~3k of relevant context https://www.reddit.com/r/ClaudeCode/comments/1rbu1nq/i_built_an_mcp_server_that_gives_claude_code_a/ An MCP server specifically designed to improve Claude Code context retrieval and reduce token waste.

R9 (score:76) r/ClaudeAI (2026-02-24) I built 25 MCP servers so Claude Code stops wasting tokens on terminal formatting https://www.reddit.com/r/ClaudeAI/comments/1rd8z0d/i_built_25_mcp_servers_so_claude_code_stops/ Large set of MCP servers aimed at Claude Code usage; about MCP servers returning structured data.

R4 (score:75) 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/ Team-level discussion of increasing Claude Code skill adoption; mentions syncing skills and MCP configs.

R8 (score:72) r/ClaudeAI (2026-02-19) I used Claude Code to build an MCP proxy server that gives it safe(r) access to my email. Here's what I learned about the security challenges https://www.reddit.com/r/ClaudeAI/comments/1r99zbv/i_used_claude_code_to_build_an_mcp_proxy_server/ MCP server project built for/with Claude Code; discusses MCP server design and security tradeoffs.

R3 (score:72) 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/ Focused on a concrete Claude Code skill (“wrap-up”) and how skills are used in real sessions.

R5 (score:65) 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/ Showcase of multiple Claude Code skills and how they run via slash commands/subagents.

R6 (score:57) r/ClaudeCode (2026-02-02) [Skill Viewer] Built a Chrome extension to view Claude Code skills on GitHub - seeking feedback https://www.reddit.com/r/ClaudeCode/comments/1qtq7yr/skill_viewer_built_a_chrome_extension_to_view/ Tooling around discovering/viewing Claude Code skills; directly about skills ecosystem.

R14 (score:43) r/ClaudeCode (date unknown) [date:low] Difference between Skills and these: Subagents, Claude.MD and slash commands? https://www.reddit.com/r/ClaudeCode/comments/1o8t6xe/difference_between_skills_and_these_subagents/ Conceptual thread clarifying what Skills are versus subagents/CLAUDE.md/slash commands (relevant to skills usage).

X Posts

X5 (score:86) @zeeg (2026-02-25) [5likes, 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 **

X3 (score:78) @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 **

X8 (score:72) @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 **

X7 (score:64) @JorgeJaramillo (2026-02-25) @Jompiras Claude code + skills. Muy breve.... https://x.com/JorgeJaramillo/status/2026743135435362649 **

X4 (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 **

X6 (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 **

X12 (score:64) @zhuoyuan45514 (2026-02-25) Day 52 (01/21/2026) (Rest Day)

Go to New York + watch Broadway Show

Catch up on claude code updates on way back (2hrs)

• Learn difference between skills + MCP, and etc

Neetcode (1h...

https://x.com/zhuoyuan45514/status/2026733326631923776 **

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 **

X9 (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 **

X10 (score:56) @ghumare64 (2026-02-25) [1likes] 1. I use https://t.co/NtFYJEiFs9 inspired by @bcherny 2. I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace 3. I chat with claude code 4-5 times and once I am satisifed... https://x.com/ghumare64/status/2026736176695246966 **

X11 (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:69) Grace Leung (2026-02-21) [47,512 views, 1,900 likes] [also on: HN] 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: Claude Skills: Build Your First AI Marketing Team in 16 Minu

0J2_YGuNrDo (score:66) 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: Claude Code just Built me an AI Agent Team (Claude Code + Sk

Gqh_KdHP1Xk (score:61) 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: 8 MCP Servers That Make Claude Code 10x Better

vIUJ4Hd7be0 (score:54) 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: Claude Code Skills - The Only Tutorial You Need

901VMcZq8X4 (score:47) Sean Kochel (2025-10-21) [44,618 views, 1,356 likes] These 5 Claude Code Skills Are Your New Unfair Advantage https://www.youtube.com/watch?v=901VMcZq8X4 YouTube: These 5 Claude Code Skills Are Your New Unfair Advantage

M5CsRj6zSCA (score:45) 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: 5 MCP Servers That Make Claude Code 10x More Powerful (Full-

l7qVtHpctic (score:43) 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: Claude Code's MCP Problem Just Got Fixed

ZroGqu7GyXM (score:39) Solo Swift Crafter (2025-10-27) [4,885 views, 98 likes] Claude Code Skills vs MCP vs Sub Agents: What Works for Solo Devs? https://www.youtube.com/watch?v=ZroGqu7GyXM YouTube: Claude Code Skills vs MCP vs Sub Agents: What Works for Solo

jzf7DQa2CAc (score:36) 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: How I Use Claude Code With Skills, MCP, Agents & Plugins

qthyl0GCpDo (score:30) Postman (2025-11-20) [7,067 views, 105 likes] Claude Skills vs MCP: What’s the Difference and When to Use Each? https://www.youtube.com/watch?v=qthyl0GCpDo YouTube: Claude Skills vs MCP: What’s the Difference and When to Use

Hacker News Stories

HN1 (score:90) hn/cosmoblk (2026-02-21) [10pts, 2cmt] Show HN: I built a 55K-word email marketing knowledge base and Claude Code skill https://news.ycombinator.com/item?id=47096335 HN story about Show HN: I built a 55K-word email marketing knowledge base a Insights:

• So it's an AI spambot?

HN4 (score:74) hn/superamped (2026-02-25) [3pts, 1cmt] [also on: X] Show HN: AI Marketing Skills for Claude Code https://news.ycombinator.com/item?id=47154377 HN story about Show HN: AI Marketing Skills for Claude Code

HN12 (score:70) hn/heycesr (2026-02-18) [4pts, 2cmt] Show HN: Poncho, a general agent harness built for the web https://news.ycombinator.com/item?id=47061949 HN story about Show HN: Poncho, a general agent harness built for the web Insights:

• I have been trying it and it's very cool!

HN11 (score:69) hn/gjkim042 (2026-02-24) [1pts, 4cmt] Show HN: Axon – A Kubernetes-native framework for AI coding agents https://news.ycombinator.com/item?id=47137491 HN story about Show HN: Axon – A Kubernetes-native framework for AI coding

HN14 (score:65) hn/alternateman (2026-02-17) [3pts, 2cmt] Show HN: Turn Claude Code or Codex into proactive, autonomous 24/7 AI agents https://news.ycombinator.com/item?id=47054100 HN story about Show HN: Turn Claude Code or Codex into proactive, autonomou

HN2 (score:64) hn/hauschildt (2026-02-19) [3pts, 0cmt] Show HN: Agent skills to build photo, video and design editors on the web https://news.ycombinator.com/item?id=47073035 HN story about Show HN: Agent skills to build photo, video and design edito

HN8 (score:57) hn/barefootsanders (2026-02-25) [1pts, 0cmt] Show HN: Upjack – Declarative framework for building apps over MCP https://news.ycombinator.com/item?id=47157331 HN story about Show HN: Upjack – Declarative framework for building apps ov

HN7 (score:56) hn/san-techie21 (2026-02-16) [1pts, 1cmt] Show HN: Gulama – Security-first open-source AI agent (OpenClaw alternative) https://news.ycombinator.com/item?id=47031982 HN story about Show HN: Gulama – Security-first open-source AI agent (OpenC

HN15 (score:48) hn/martin-hall (2026-02-20) [1pts, 0cmt] AI Skills Platform (Stealth) – Technical Co-Founder – Remote (US) – Equity https://news.ycombinator.com/item?id=47081777 HN story about AI Skills Platform (Stealth) – Technical Co-Founder – Remote

HN10 (score:47) hn/ClaytheMachine (2026-02-15) [1pts, 0cmt] Show HN: SkillSandbox – Capability-based sandbox for AI agent skills (Rust) https://news.ycombinator.com/item?id=47027734 HN story about Show HN: SkillSandbox – Capability-based sandbox for AI agen

HN6 (score:47) hn/micronink (2026-01-30) [1pts, 2cmt] Show HN: Indx.sh – Directory of AI coding rules, MCP servers, and tool https://news.ycombinator.com/item?id=46822378 HN story about Show HN: Indx.sh – Directory of AI coding rules, MCP servers

HN3 (score:45) hn/paolobietolini (2026-02-07) [1pts, 0cmt] Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manager Containers https://news.ycombinator.com/item?id=46922159 HN story about Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manag

HN9 (score:38) hn/digitcatphd (2026-02-03) [1pts, 0cmt] Show HN: ClawsMarket – Marketplace where AI agents discover tools https://news.ycombinator.com/item?id=46878646 HN story about Show HN: ClawsMarket – Marketplace where AI agents discover

HN13 (score:36) hn/aspectrr (2026-02-04) [1pts, 0cmt] Show HN: Fluid.sh – Claude Code for Infrastructure https://news.ycombinator.com/item?id=46886358 HN story about Show HN: Fluid.sh – Claude Code for Infrastructure

HN5 (score:34) hn/victordg (2026-01-27) [1pts, 0cmt] Claude Code skill for building ChatGPT Apps https://news.ycombinator.com/item?id=46780766 HN story about Claude Code skill for building ChatGPT Apps

--- Sources: ✅ Reddit: 10 threads ✅ X: 12 posts ✅ YouTube: 10 videos (3 with transcripts) ✅ HN: 15 stories ⚡ Web: assistant will use WebSearch

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

R1 (score:78) 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/ Directly about Claude Code skills (213 skills) and a reusable framework for Claude Code workflows.

R10 (score:77) r/ClaudeCode (2026-02-25) Claude Code works great… until you have too many MCP servers https://www.reddit.com/r/ClaudeCode/comments/1rehy2x/claude_code_works_great_until_you_have_too_many/ Scaling issues and architecture discussion when using many MCP servers with Claude Code (mentions gateway).

R2 (score:77) r/ClaudeCode (2026-02-22) I built an MCP server that gives Claude Code a semantic graph of your codebase - went from ~15k tokens of grep output to ~3k of relevant context https://www.reddit.com/r/ClaudeCode/comments/1rbu1nq/i_built_an_mcp_server_that_gives_claude_code_a/ An MCP server specifically designed to improve Claude Code context retrieval and reduce token waste.

R9 (score:76) r/ClaudeAI (2026-02-24) I built 25 MCP servers so Claude Code stops wasting tokens on terminal formatting https://www.reddit.com/r/ClaudeAI/comments/1rd8z0d/i_built_25_mcp_servers_so_claude_code_stops/ Large set of MCP servers aimed at Claude Code usage; about MCP servers returning structured data.

R4 (score:75) 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/ Team-level discussion of increasing Claude Code skill adoption; mentions syncing skills and MCP configs.

R8 (score:72) r/ClaudeAI (2026-02-19) I used Claude Code to build an MCP proxy server that gives it safe(r) access to my email. Here's what I learned about the security challenges https://www.reddit.com/r/ClaudeAI/comments/1r99zbv/i_used_claude_code_to_build_an_mcp_proxy_server/ MCP server project built for/with Claude Code; discusses MCP server design and security tradeoffs.

R3 (score:72) 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/ Focused on a concrete Claude Code skill (“wrap-up”) and how skills are used in real sessions.

R5 (score:65) 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/ Showcase of multiple Claude Code skills and how they run via slash commands/subagents.

R6 (score:57) r/ClaudeCode (2026-02-02) [Skill Viewer] Built a Chrome extension to view Claude Code skills on GitHub - seeking feedback https://www.reddit.com/r/ClaudeCode/comments/1qtq7yr/skill_viewer_built_a_chrome_extension_to_view/ Tooling around discovering/viewing Claude Code skills; directly about skills ecosystem.

R14 (score:43) r/ClaudeCode (date unknown) [date:low] Difference between Skills and these: Subagents, Claude.MD and slash commands? https://www.reddit.com/r/ClaudeCode/comments/1o8t6xe/difference_between_skills_and_these_subagents/ Conceptual thread clarifying what Skills are versus subagents/CLAUDE.md/slash commands (relevant to skills usage).

X Posts

X5 (score:86) @zeeg (2026-02-25) [5likes, 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 **

X3 (score:78) @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 **

X8 (score:72) @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 **

X7 (score:64) @JorgeJaramillo (2026-02-25) @Jompiras Claude code + skills. Muy breve.... https://x.com/JorgeJaramillo/status/2026743135435362649 **

X4 (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 **

X6 (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 **

X12 (score:64) @zhuoyuan45514 (2026-02-25) Day 52 (01/21/2026) (Rest Day)

Go to New York + watch Broadway Show

Catch up on claude code updates on way back (2hrs)

• Learn difference between skills + MCP, and etc

Neetcode (1h...

https://x.com/zhuoyuan45514/status/2026733326631923776 **

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 **

X9 (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 **

X10 (score:56) @ghumare64 (2026-02-25) [1likes] 1. I use https://t.co/NtFYJEiFs9 inspired by @bcherny 2. I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace 3. I chat with claude code 4-5 times and once I am satisifed... https://x.com/ghumare64/status/2026736176695246966 **

X11 (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:69) Grace Leung (2026-02-21) [47,512 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: Claude Skills: Build Your First AI Marketing Team in 16 Minu

0J2_YGuNrDo (score:66) 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: Claude Code just Built me an AI Agent Team (Claude Code + Sk

Gqh_KdHP1Xk (score:61) 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: 8 MCP Servers That Make Claude Code 10x Better

vIUJ4Hd7be0 (score:54) 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: Claude Code Skills - The Only Tutorial You Need

901VMcZq8X4 (score:47) Sean Kochel (2025-10-21) [44,618 views, 1,356 likes] These 5 Claude Code Skills Are Your New Unfair Advantage https://www.youtube.com/watch?v=901VMcZq8X4 YouTube: These 5 Claude Code Skills Are Your New Unfair Advantage

M5CsRj6zSCA (score:45) 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: 5 MCP Servers That Make Claude Code 10x More Powerful (Full-

l7qVtHpctic (score:43) 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: Claude Code's MCP Problem Just Got Fixed

ZroGqu7GyXM (score:39) Solo Swift Crafter (2025-10-27) [4,885 views, 98 likes] Claude Code Skills vs MCP vs Sub Agents: What Works for Solo Devs? https://www.youtube.com/watch?v=ZroGqu7GyXM YouTube: Claude Code Skills vs MCP vs Sub Agents: What Works for Solo

jzf7DQa2CAc (score:36) 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: How I Use Claude Code With Skills, MCP, Agents & Plugins

qthyl0GCpDo (score:30) Postman (2025-11-20) [7,067 views, 105 likes] Claude Skills vs MCP: What’s the Difference and When to Use Each? https://www.youtube.com/watch?v=qthyl0GCpDo YouTube: Claude Skills vs MCP: What’s the Difference and When to Use

Hacker News Stories

HN1 (score:90) hn/cosmoblk (2026-02-21) [10pts, 2cmt] Show HN: I built a 55K-word email marketing knowledge base and Claude Code skill https://news.ycombinator.com/item?id=47096335 HN story about Show HN: I built a 55K-word email marketing knowledge base a Insights:

• So it's an AI spambot?

HN4 (score:74) hn/superamped (2026-02-25) [3pts, 1cmt] Show HN: AI Marketing Skills for Claude Code https://news.ycombinator.com/item?id=47154377 HN story about Show HN: AI Marketing Skills for Claude Code

HN12 (score:70) hn/heycesr (2026-02-18) [4pts, 2cmt] Show HN: Poncho, a general agent harness built for the web https://news.ycombinator.com/item?id=47061949 HN story about Show HN: Poncho, a general agent harness built for the web Insights:

• I have been trying it and it's very cool!

HN11 (score:69) hn/gjkim042 (2026-02-24) [1pts, 4cmt] Show HN: Axon – A Kubernetes-native framework for AI coding agents https://news.ycombinator.com/item?id=47137491 HN story about Show HN: Axon – A Kubernetes-native framework for AI coding

HN14 (score:65) hn/alternateman (2026-02-17) [3pts, 2cmt] Show HN: Turn Claude Code or Codex into proactive, autonomous 24/7 AI agents https://news.ycombinator.com/item?id=47054100 HN story about Show HN: Turn Claude Code or Codex into proactive, autonomou

HN2 (score:64) hn/hauschildt (2026-02-19) [3pts, 0cmt] Show HN: Agent skills to build photo, video and design editors on the web https://news.ycombinator.com/item?id=47073035 HN story about Show HN: Agent skills to build photo, video and design edito

HN8 (score:57) hn/barefootsanders (2026-02-25) [1pts, 0cmt] Show HN: Upjack – Declarative framework for building apps over MCP https://news.ycombinator.com/item?id=47157331 HN story about Show HN: Upjack – Declarative framework for building apps ov

HN7 (score:56) hn/san-techie21 (2026-02-16) [1pts, 1cmt] Show HN: Gulama – Security-first open-source AI agent (OpenClaw alternative) https://news.ycombinator.com/item?id=47031982 HN story about Show HN: Gulama – Security-first open-source AI agent (OpenC

HN15 (score:48) hn/martin-hall (2026-02-20) [1pts, 0cmt] AI Skills Platform (Stealth) – Technical Co-Founder – Remote (US) – Equity https://news.ycombinator.com/item?id=47081777 HN story about AI Skills Platform (Stealth) – Technical Co-Founder – Remote

HN10 (score:47) hn/ClaytheMachine (2026-02-15) [1pts, 0cmt] Show HN: SkillSandbox – Capability-based sandbox for AI agent skills (Rust) https://news.ycombinator.com/item?id=47027734 HN story about Show HN: SkillSandbox – Capability-based sandbox for AI agen

HN6 (score:47) hn/micronink (2026-01-30) [1pts, 2cmt] Show HN: Indx.sh – Directory of AI coding rules, MCP servers, and tool https://news.ycombinator.com/item?id=46822378 HN story about Show HN: Indx.sh – Directory of AI coding rules, MCP servers

HN3 (score:45) hn/paolobietolini (2026-02-07) [1pts, 0cmt] Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manager Containers https://news.ycombinator.com/item?id=46922159 HN story about Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manag

HN9 (score:38) hn/digitcatphd (2026-02-03) [1pts, 0cmt] Show HN: ClawsMarket – Marketplace where AI agents discover tools https://news.ycombinator.com/item?id=46878646 HN story about Show HN: ClawsMarket – Marketplace where AI agents discover

HN13 (score:36) hn/aspectrr (2026-02-04) [1pts, 0cmt] Show HN: Fluid.sh – Claude Code for Infrastructure https://news.ycombinator.com/item?id=46886358 HN story about Show HN: Fluid.sh – Claude Code for Infrastructure

HN5 (score:34) hn/victordg (2026-01-27) [1pts, 0cmt] Claude Code skill for building ChatGPT Apps https://news.ycombinator.com/item?id=46780766 HN story about Claude Code skill for building ChatGPT Apps

--- Sources: ✅ Reddit: 10 threads ✅ X: 12 posts ✅ YouTube: 10 videos (3 with transcripts) ✅ HN: 15 stories ⚡ Web: assistant will use WebSearch

Research Results: Seedance AI video generation

Date Range: 2026-01-26 to 2026-02-25 Mode: both OpenAI Model: gpt-5.2 xAI Model: grok-4-1-fast

Reddit Threads

R23 (score:77) r/Seedance_AI (2026-02-25) Looking for a real Seedance website that actually works (not scams, SJINN is too expensive) https://www.reddit.com/r/Seedance_AI/comments/1ree66b/looking_for_a_real_seedance_website_that_actually/ Thread specifically about finding legitimate Seedance 2.0 access for video generation and pricing.

R22 (score:75) r/seedance (2026-02-25) Seedance 2.0 now live in CapCut desktop and API access available, details below https://www.reddit.com/r/seedance/comments/1reoakv/seedance_20_now_live_in_capcut_desktop_and_api/ Direct discussion about Seedance 2.0 availability in CapCut and API-related details.

R19 (score:75) r/AITalkers (2026-02-24) Is there an official way to create content using Seedance 2.0? https://www.reddit.com/r/AITalkers/comments/1rd1rhy/is_there_an_official_way_to_create_content_using/ Thread asking where to access Seedance 2.0 legitimately for video generation (avoiding scams).

R21 (score:75) r/generativeAI (2026-02-24) Official website for creating content with Seedance 2.0? https://www.reddit.com/r/generativeAI/comments/1rcgyi4/official_website_for_creating_content_with/ Thread focused on finding legitimate Seedance 2.0 access for generating content (and warning about scams).

R14 (score:75) r/generativeAI (2026-02-22) This is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing — the entire film industry should be worried https://www.reddit.com/r/generativeAI/comments/1rbionc/this_is_terrifying_seedance_20_just_generated_a/ High-engagement discussion about Seedance 2.0 video generation quality and multi-shot coherence claims.

R12 (score:73) r/Seedance_AI (2026-02-20) so disappointed and frustrated with recent changes (wasted 1k$+) https://www.reddit.com/r/Seedance_AI/comments/1ra6nf4/so_disappointed_and_frustrated_with_recent/ User reports Seedance generations failing content review, impacting video generation work.

R16 (score:72) r/Seedance_AI (2026-02-23) Help! I need to use seedance or jimeng video function https://www.reddit.com/r/Seedance_AI/comments/1rckgcm/help_i_need_to_use_seedance_or_jimeng_video/ Direct discussion about using Seedance/Jimeng video generation functionality and access issues.

R17 (score:71) r/Seedance_AI (2026-02-23) Is Seedance 2.0 actually delayed? https://www.reddit.com/r/Seedance_AI/comments/1rcwou6/is_seedance_20_actually_delayed/ Seedance 2.0 release/access timing discussion connected to guardrails and availability outside China.

R20 (score:69) r/Seedance_AI (2026-02-24) Selfie Situation • Seedance 2.0 • Third-party API by useapi.net https://www.reddit.com/r/Seedance_AI/comments/1rduxop/selfie_situation_seedance_20_thirdparty_api_by/ Discussion about claimed Seedance 2.0 API access and whether outputs are really from Seedance; relevant to usage/access.

R15 (score:69) r/AIGuild (2026-02-23) ByteDance Faces Hollywood Backlash Over Seedance 2.0 https://www.reddit.com/r/AIGuild/comments/1rc4pkg/bytedance_faces_hollywood_backlash_over_seedance/ Thread about legal/copyright backlash tied to Seedance 2.0 and implications for access/usage.

R11 (score:69) r/Seedance_AI (2026-02-20) Seedance 2.0 API launch delayed because of deepfake/copyright concerns https://www.reddit.com/r/Seedance_AI/comments/1ra049f/seedance_20_api_launch_delayed_because_of/ Seedance 2.0 API / rollout thread related to deepfake/copyright guardrails affecting video generation access.

R10 (score:67) r/u_Illustrious-One7744 (2026-02-19) I tested Seedance 2.0 and here's what actually worked https://www.reddit.com/r/u_Illustrious-One7744/comments/1r8zipa/i_tested_seedance_20_and_heres_what_actually/ Hands-on workflow notes about generating videos with Seedance 2.0 (consistency, references, shot planning).

R13 (score:66) r/AI_Agents (2026-02-21) Seedance 2.0 is impressive. It’s still not a production workflow. https://www.reddit.com/r/AI_Agents/comments/1rawxiw/seedance_20_is_impressive_its_still_not_a/ Discussion about practical limitations of Seedance 2.0 for longer/structured video production pipelines.

R9 (score:65) r/AI_UGC_Marketing (2026-02-17) Elevenlabs silently removed Seedance 2.0 after SAG-AFTRA incident, can’t create UGC style video https://www.reddit.com/r/AI_UGC_Marketing/comments/1r70942/elevenlabs_silently_removed_seedance_20_after/ Discussion about Seedance 2.0 availability/removal in a video generation workflow context.

R4 (score:64) r/HiggsfieldAI (2026-02-10) The censorship just ruined Seedance 2.0 https://www.reddit.com/r/HiggsfieldAI/comments/1r1barb/ Discussion focused on Seedance 2.0 video generation restrictions/guardrails impacting what can be generated.

X Posts

X9 (score:86) @HBCoop_ (2026-02-25) [9likes] First Seedance 2.0 Test!

Seedance 5.0 Lite @krea_ai → Seedance 2.0 @capcutapp

Prompt: Close-up on her hands gripping the paintbrush, knuckles white, paint dripping down her wrist. Shallow depth of ... https://x.com/HBCoop_/status/2026748738354450919 **

X12 (score:77) @Noor_ul_ain43 (2026-02-25) [5likes] Goku vs Broly , EPIC Full Battle! Witness the ultimate Saiyan showdown recreated with AI power. Explosive transformations, insane energy blasts, and nonstop action all brought to life with Seedance 2... https://x.com/Noor_ul_ain43/status/2026743666635845959 **

X10 (score:66) @grok (2026-02-25) [2likes] @WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true—Seedance 2.0 is now live in CapCut (desktop & mobile).

See it in the AI video tools: https://t.co/K3gwCgUSyb

Just update the ap... https://x.com/grok/status/2026747009143549978 **

X1 (score:64) @jznode (2026-02-25) @ChinyJPG capcut desktop app, they just added seedance 2.0 today. no chinese phone number needed, works globally. download the desktop version, look for the AI video generation option. runs about $2 p... https://x.com/jznode/status/2026755966545404015 **

X5 (score:64) @Yousaf_340 (2026-02-25) @ProperPrompter Yes! Seedance 2.0 on CapCut means cinematic AI video editing is super accessible smooth action, multi-angle shots, and high-quality effects right from your phone. 🎬🔥... https://x.com/Yousaf_340/status/2026751320716357996 **

X6 (score:64) @Yousaf_340 (2026-02-25) @ivanka_humeniuk Seedance 2.0 is insane for cinematic AI video smooth action, multiple camera angles, and near-Hollywood quality all from a single prompt.... https://x.com/Yousaf_340/status/2026750898769473829 **

X3 (score:64) @EmmaUsesAi (2026-02-25) Seedance 2.0 is the motion engine behind many cinematic AI clips trending right now.

It’s now native inside NemoVideo.

You can:

• Identify proven formats
• Analyze what drives retention
• Turn an id...

https://x.com/EmmaUsesAi/status/2026751784509673531 **

X2 (score:64) @OneStrangeW (2026-02-25) You can use Seedance. If Seedance 2.0 hasn't launch yet, the prior version is great, and stick pretty well to the prompt. Of course the video agent must be well trained. 🙂Also, you can offer SORA for ... https://x.com/OneStrangeW/status/2026755320362709093 **

X11 (score:64) @WyldeChyldeRec (2026-02-25) 🚨Phishing Scam!

Watch for emails titled:

[Seedance & Wan AI] Unrestricted generation with Grok Imagine video added

This is not real. We don't have a Seedance account, and the links are not offi... https://x.com/WyldeChyldeRec/status/2026743867224240149 **

X7 (score:56) @La_DeCrypt (2026-02-25) [1likes]

• Kling (https://t.co/WGphQsdLf1)

• Seedance 2.0 (https://t.co/A8UzLTRGNo)

☞ AI-powered video editing:

• Descript (https://t.co/q4axNEjDzt)
• OpusClip (https://t.co/5XPn4EPH6u)
• Submagic (https:/...

https://x.com/La_DeCrypt/status/2026750376687394884 **

X8 (score:56) @TferThomas (2026-02-25) [1likes] Seedance 2.0 might be gen AI video’s next big hope, but it’s still slop https://t.co/kT1baOYJQk #AI... https://x.com/TferThomas/status/2026749218224746609 **

YouTube Videos

F1kWxdfiBNE (score:75) AI Filmmaking Academy (2026-02-22) [40,982 views, 1,088 likes] Seedance 2.0 Claims the AI Video Throne! https://www.youtube.com/watch?v=F1kWxdfiBNE YouTube: Seedance 2.0 Claims the AI Video Throne!

_o2MuUX9UYg (score:75) Theoretically Media (2026-02-09) [199,908 views, 4,986 likes] Seedance 2.0 Claims the AI Video Throne! https://www.youtube.com/watch?v=_o2MuUX9UYg Transcript: So, it's been about a week since I declared Cling 3.0 the new benchmark for state-of-the-art AI video. And well, I mean, it's been a week, and that basically equals about 3 months in AI time. So, yes,... YouTube: Seedance 2.0 Claims the AI Video Throne!

jkPTYD5lXo8 (score:71) How To In 5 Minutes (2026-02-19) [44,344 views, 782 likes] [also on: HN] 100% FREE Seedance 2.0 AI Video Generator : How to Use It WORLDWIDE https://www.youtube.com/watch?v=jkPTYD5lXo8 YouTube: 100% FREE Seedance 2.0 AI Video Generator : How to Use It WO

W_lxyDFDZt4 (score:71) WealthWise (2026-02-12) [126,599 views, 1,204 likes] [also on: HN] Seedance 2.0: The New Best AI Video Generator | Sora 2 Destroyed https://www.youtube.com/watch?v=W_lxyDFDZt4 Transcript: Well, major AI video update, ladies and gentlemen. Seance 2.0 is right around the corner. And let me tell you guys, this is something I have never seen before. Just take a look at some of the videos g... YouTube: Seedance 2.0: The New Best AI Video Generator | Sora 2 Destr

R1zl92NhCfE (score:66) Ai Lockup (2026-02-16) [32,699 views, 591 likes] [also on: HN] Seedance 2.0 How To Use and Become a Pro AI Film Maker With This AI Video Generator https://www.youtube.com/watch?v=R1zl92NhCfE YouTube: Seedance 2.0 How To Use and Become a Pro AI Film Maker With

G1Ad4a8sdJU (score:64) Benji’s AI Playground (2026-02-14) [38,581 views, 419 likes] SeeDance 2.0: The Next Level of AI Video — And What It Means for Local AI Users? https://www.youtube.com/watch?v=G1Ad4a8sdJU YouTube: SeeDance 2.0: The Next Level of AI Video — And What It Means

61ThJGqwHsI (score:59) xCreate (2026-02-11) [4,854 views, 86 likes] [also on: HN] Ultimate AI Video Generation - Seedance 2.0 PREVIEW https://www.youtube.com/watch?v=61ThJGqwHsI YouTube: Ultimate AI Video Generation - Seedance 2.0 PREVIEW

5s2l68SrJP4 (score:58) Airt (2026-02-11) [77,744 views, 1,733 likes] 100+ Seedance 2.0 AI Videos – The New King? https://www.youtube.com/watch?v=5s2l68SrJP4 Transcript: That's the good stuff. And that's a wrap. [screaming] A lot of people asking how the roommate situation is going. He's chill, but there are things. Fridge is consecrated. Tastes like communion wafers.... YouTube: 100+ Seedance 2.0 AI Videos – The New King?

n625xVounGM (score:50) John Savage AI (2026-02-23) [7,194 views, 126 likes] How To Generate FREE AI Seedance 2.0 Videos (Access Worldwide) https://www.youtube.com/watch?v=n625xVounGM YouTube: How To Generate FREE AI Seedance 2.0 Videos (Access Worldwid

kJ0NAVmd4f4 (score:36) Rogue Cell Pictures (2026-02-25) [1,594 views, 151 likes] Seedance 2.0 Changes Filmmaking Forever | New Original Series https://www.youtube.com/watch?v=kJ0NAVmd4f4 YouTube: Seedance 2.0 Changes Filmmaking Forever | New Original Serie

Hacker News Stories

HN8 (score:75) hn/Alisaqqt (2026-02-09) [7pts, 7cmt] Seedance 2.0 preview: The best video model of 2026, outperforming Sora 2 https://news.ycombinator.com/item?id=46940720 HN story about Seedance 2.0 preview: The best video model of 2026, outperfo Insights:

• API is not available now.
• API will be available on Atlas Cloud on Feb 24.
• Seedance 2.0 and Seedream 5.0 API will be available on Atlas Cloud on Feb 24.

HN15 (score:57) hn/naxtsass (2026-02-25) [2pts, 0cmt] Show HN: SeeVideo – Access Seedance 2.0 and Kling 3.0 without a subscription https://news.ycombinator.com/item?id=47153236 HN story about Show HN: SeeVideo – Access Seedance 2.0 and Kling 3.0 withou

HN6 (score:57) hn/howardV (2026-02-15) [3pts, 0cmt] Seedance 2.0: ByteDance's AI video model with native audio-video co-generation https://news.ycombinator.com/item?id=47022290 HN story about Seedance 2.0: ByteDance's AI video model with native audio-v

HN5 (score:52) hn/jrran086 (2026-02-17) [1pts, 0cmt] [also on: Reddit] Seedance 2 Video Generator https://news.ycombinator.com/item?id=47046956 HN story about Seedance 2 Video Generator

HN3 (score:52) hn/xbaicai (2026-02-09) [1pts, 1cmt] Seedance 2.0 – Multimodal AI Video Generation with Image/Video/Audio References https://news.ycombinator.com/item?id=46944030 HN story about Seedance 2.0 – Multimodal AI Video Generation with Image/Vid

HN1 (score:51) hn/xuyanmei (2026-02-13) [1pts, 0cmt] Show HN: Seedance AShow HN: Seedance AI Video Generation (Next.js, Drizzle) https://news.ycombinator.com/item?id=46999394 HN story about Show HN: Seedance AShow HN: Seedance AI Video Generation (Ne

HN12 (score:49) hn/RyanMu (2026-02-07) [2pts, 1cmt] Seedance2 – multi-shot AI video generation https://news.ycombinator.com/item?id=46924992 HN story about Seedance2 – multi-shot AI video generation Insights:

• ’ve been experimenting with AI video tools for a while, but most of them generate isolated clips that fall apart when you try to build an actual narrative

HN11 (score:48) hn/xuyanmei (2026-02-17) [1pts, 0cmt] Show HN: Seedance3AI – a web app for text-to-video, image-to-video https://news.ycombinator.com/item?id=47046989 HN story about Show HN: Seedance3AI – a web app for text-to-video, image-to

HN2 (score:47) hn/littlepp (2026-02-09) [1pts, 0cmt] Discussion: Seedance-style AI video generation workflows https://news.ycombinator.com/item?id=46942781 HN story about Discussion: Seedance-style AI video generation workflows

HN13 (score:44) hn/thomaskiko (2026-02-13) [1pts, 0cmt] Show HN: AI-powered video creation web app https://news.ycombinator.com/item?id=47002386 HN story about Show HN: AI-powered video creation web app

HN9 (score:43) hn/TurnItOffAndOn0 (2026-02-09) [1pts, 0cmt] Show HN: AI Seedance 2 – Solving the "jump-cut" problem in AI video https://news.ycombinator.com/item?id=46946280 HN story about Show HN: AI Seedance 2 – Solving the "jump-cut" problem in A

HN7 (score:43) hn/dallen97 (2026-02-08) [1pts, 0cmt] [also on: Reddit] Show HN: Seedance 2.0 AI video generator for creators and ecommerce https://news.ycombinator.com/item?id=46930149 HN story about Show HN: Seedance 2.0 AI video generator for creators and ec

HN10 (score:42) hn/thenextechtrade (2026-02-09) [1pts, 0cmt] Show HN: Seedance 2.0 – Native audio-visual sync video model https://news.ycombinator.com/item?id=46943172 HN story about Show HN: Seedance 2.0 – Native audio-visual sync video model

HN14 (score:41) hn/echoadam (2026-02-10) [1pts, 0cmt] Show HN: Seedance2 – Stop "prompt guessing" and start directing AI video https://news.ycombinator.com/item?id=46956546 HN story about Show HN: Seedance2 – Stop "prompt guessing" and start direct

HN4 (score:35) hn/Zach_HE (2026-01-27) [1pts, 0cmt] [also on: Reddit, Web] Show HN: Seedance 2.0 Pro AI Video Generator https://news.ycombinator.com/item?id=46774950 HN story about Show HN: Seedance 2.0 Pro AI Video Generator

--- Sources: ✅ Reddit: 19 threads ✅ X: 11 posts ✅ YouTube: 10 videos (3 with transcripts) ✅ HN: 15 stories ⚡ Web: assistant will use WebSearch

Research Results: M4 MacBook Pro review

Date Range: 2026-01-26 to 2026-02-25 Mode: both OpenAI Model: gpt-5.2 xAI Model: grok-4-1-fast

Reddit Threads

R1 (score:0) r/macbookpro (2025-08-18) [date:low] Disappointed with my MBP M4 Experience … https://www.reddit.com/r/macbookpro/comments/1mtmkts/disappointed_with_my_mbp_m4_experience/ First-hand experience post reacting to reviews and describing real-world issues/behavior on an M4 MacBook Pro.

R2 (score:0) r/macbookpro (2025-06-08) [date:low] Returned M4 MacBook Air for M4 MacBook Pro https://www.reddit.com/r/macbookpro/comments/1l6cx3y/returned_m4_macbook_air_for_m4_macbook_pro/ Comparison/mini-review style discussion after switching to an M4 MacBook Pro (display, ports, speakers, performance).

R3 (score:0) r/macbookpro (2025-04-04) [date:low] M4 MacBook Pro 14 Inch Battery Life, Should I Be Concerned?? https://www.reddit.com/r/macbookpro/comments/1jra25q/m4_macbook_pro_14_inch_battery_life_should_i_be_concerned/ Battery life discussion framed against Apple’s advertised numbers; lots of owner feedback (real-world “review” angle).

X Posts

X1 (score:86) @bhphoto (2026-02-25) [3likes] If you are in the market for a new MacBook Pro and you’re wondering what the real differences are between Apple’s M3 and M4 silicon, you’ve come to the right place ⬇️ https://t.co/nzjXmiHmac https://t... https://x.com/bhphoto/status/2026737767695183948 **

X4 (score:70) @remplug (2026-02-25) [1likes, 1rt] 🔥 2024 16” MacBook Pro Price List

1️⃣ 🇺🇸 Brand New MacBook Pro 2024 | M4 Pro Chip | 16” Display

24GB RAM | 512GB SSD 14-Core CPU | 20-Core GPU

Space Black

💰 ₦2,720,000

2️⃣ 🇺🇸 Brand New MacBook Pr... https://x.com/remplug/status/2026725100213465443 **

X10 (score:64) @grok (2026-02-25) @5TRgzn @LobstarWilde My marble floors: 64GB M4 Pro/Max MacBook Pro. Local Grok agents run full autonomy loops, zero cloud, sub-second trades/scans. Intel's ancient—ditch it. Yours at $3-4k.... https://x.com/grok/status/2026713588472111312 **

X9 (score:64) @principenemesis (2026-02-25) @JulianGoldieSEO @grok can a macbook pro m4 run this?... https://x.com/principenemesis/status/2026716193042706852 **

X5 (score:64) @jameslmorton (2026-02-25) [1likes] @SebAaltonen Not my experience. It’s impressive, 70 tokens/s on a maxed out M4 128gb MacBook Pro.

But absolutely sucked and not even remotely in the ballpark with Sonnet 4.5. It’s GPT-3.5.

Totally b... https://x.com/jameslmorton/status/2026721943630786816 **

X6 (score:64) @bcofertas (2026-02-25) BR Ofertas todos os dias 🇧🇷

Leve seu Mac Pro M4 hoje! 💻⚡✨

Pegue já: https://t.co/PSwylZH3Sz

Por R$ 23.749,00 em até 10x sem juros Frete Grátis

Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos 24GB 512... https://x.com/bcofertas/status/2026721014676099084 **

X12 (score:64) @grok (2026-02-25) Hey! Yeah, you can install Fedora on the M6 MacBook Pro via the official Fedora Asahi Remix (built on the Asahi Linux project). It already runs great on M1/M2, with M3 support rolling out now and work... https://x.com/grok/status/2026704108820824113 **

X7 (score:64) @toppromoalertas (2026-02-25) Promoções BR do dia 🇧🇷

Leve seu Mac Pro M4 hoje! 💻⚡✨

Ver aqui: https://t.co/LfxNw3waps

Por R$ 23.749,00 em até 10x sem juros Frete Grátis

Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos...

Amazon | ... https://x.com/toppromoalertas/status/2026719111523237932 **

X8 (score:64) @grok (2026-02-25) Yes, a MacBook Pro M4 can run this Ollama + GLM-4.7-Flash setup locally.

Ollama has native Apple Silicon support via Metal. The Q4_K_M model (~19GB) needs ~18-24GB unified memory for good speed (feel... https://x.com/grok/status/2026716420269031652 **

X2 (score:56) @grecinoscdev (2026-02-25) [1likes] @TechByTaraa Both. macOS (Macbook Pro M4 Pro) for my photography/videography personal stuff + software engineering and a Linux desktop workstation for software engineering + second desktop workstation... https://x.com/grecinoscdev/status/2026731118142148644 **

X11 (score:56) @Steve_Lost_Jobs (2026-02-25) [1likes] Apple 2024 MacBook Pro 14コアCPU、20コアGPU の M4 Pro搭載ノートパ... PR

4549995547610

ポイント: 3735㌽ 想定価格: 369,800

2026/02/26 01:55:23 https://t.co/q1uyIqFsID... https://x.com/Steve_Lost_Jobs/status/2026705327828382016 **

X3 (score:56) @grok (2026-02-25) [1likes] No, Apple has not made any MacBook (Pro or otherwise) cost $299.

The linked Newsroom search returns zero matching results—it's just unrelated announcements. Current cheapest Mac is the 13" MacBook A... https://x.com/grok/status/2026727605517394283 **

YouTube Videos

9HQx5pgUoiY (score:63) Marques Brownlee (2024-11-18) [4,010,567 views, 105,606 likes] M4 Max MacBook Pro: I'm Convinced! https://www.youtube.com/watch?v=9HQx5pgUoiY Transcript: so I have been using this M1 Max MacBook Pro for the past 3 years since it came out and it's been great I have felt absolutely no compulsion to upgrade since haven't needed to it's funny most of my wo... YouTube: M4 Max MacBook Pro: I'm Convinced!

b4x8boB2KdI (score:63) Dave2D (2024-11-07) [1,057,971 views, 24,977 likes] M4 MacBook Pro Review - Things to Know https://www.youtube.com/watch?v=b4x8boB2KdI Transcript: so Apple launched the new M4 MacBook Pros this is their 14-in model and it's equipped with the M4 Max their topend configuration and it also has their new Nano texture on their screen it's a texture t... YouTube: M4 MacBook Pro Review - Things to Know

a8Szdrnq0YM (score:52) Brandon Butch (2025-02-03) [352,593 views, 4,309 likes] MacBook Pro M4 - Review After 3 Months: This Feels Wrong. https://www.youtube.com/watch?v=a8Szdrnq0YM YouTube: MacBook Pro M4 - Review After 3 Months: This Feels Wrong.

etP2Th9g2hM (score:51) ShortCircuit (2024-11-30) [1,113,999 views, 22,765 likes] Don't buy the Wrong MacBook like me... - M4 MacBook Pro https://www.youtube.com/watch?v=etP2Th9g2hM Transcript: woohoo it's new Macbook day my favorite day on short circuit it only comes usually once a year this is the MacBook Pro M4 looks pretty similar to the last one but now it has an M4 instead of an M3 I'm... YouTube: Don't buy the Wrong MacBook like me... - M4 MacBook Pro

i3eTKJav1VI (score:45) Created Tech (2025-04-29) [137,009 views, 1,832 likes] M4 Pro MacBook - Long Term Review (6 Months Later) https://www.youtube.com/watch?v=i3eTKJav1VI YouTube: M4 Pro MacBook - Long Term Review (6 Months Later)

uPe9spXLfZY (score:43) Created Tech (2025-07-07) [472,845 views, 5,082 likes] [also on: Reddit] M4 MacBook Air vs M4 MacBook Pro - 4 Months Later https://www.youtube.com/watch?v=uPe9spXLfZY YouTube: M4 MacBook Air vs M4 MacBook Pro - 4 Months Later

TfvIgdzImt4 (score:42) Hardware Canucks (2024-12-15) [325,599 views, 6,339 likes] The Macbook Pro M4 is Insane. https://www.youtube.com/watch?v=TfvIgdzImt4 YouTube: The Macbook Pro M4 is Insane.

anIVewgtbFc (score:38) MacRumors (2024-12-17) [238,619 views, 2,874 likes] The Base M4 MacBook Pro is All You Need (Skip M4 Pro & Max) https://www.youtube.com/watch?v=anIVewgtbFc YouTube: The Base M4 MacBook Pro is All You Need (Skip M4 Pro & Max)

BDpNDniE1PA (score:37) Max Tech (2025-04-18) [197,898 views, 3,077 likes] M4 Pro MacBook Pro after 6 Months - Everyone was WRONG! https://www.youtube.com/watch?v=BDpNDniE1PA YouTube: M4 Pro MacBook Pro after 6 Months - Everyone was WRONG!

0vn9T3x4dGg (score:37) Max Tech (2024-12-09) [200,580 views, 3,345 likes] M4 Pro MacBook Pro after 1 Month... BEST Mac EVER!? https://www.youtube.com/watch?v=0vn9T3x4dGg YouTube: M4 Pro MacBook Pro after 1 Month... BEST Mac EVER!?

--- Sources: ✅ Reddit: 3 threads ✅ X: 12 posts ✅ YouTube: 10 videos (3 with transcripts) ⏭️ HN: 0 stories found ⚡ Web: assistant will use WebSearch

Synthesis Instructions (Base version - no Hacker News)

Judge Agent: Synthesize All Sources

After all searches complete, internally synthesize (don't display stats yet):

1. Weight Reddit/X sources HIGHER (they have engagement signals: upvotes, likes) 2. Weight YouTube sources HIGH (they have views, likes, and transcript content) 3. Weight WebSearch sources LOWER (no engagement data) 4. Identify patterns that appear across ALL sources (strongest signals) 5. Note any contradictions between sources 6. Extract the top 3-5 actionable insights

Internalize the Research

CRITICAL: Ground your synthesis in the ACTUAL research content, not your pre-existing knowledge.

Read the research output carefully. Pay attention to:

• Exact product/tool names mentioned
• Specific quotes and insights from the sources - use THESE, not generic knowledge
• What the sources actually say, not what you assume the topic is about

Citation Rules

CITATION RULE: Cite sources sparingly to prove research is real.

• In the "What I learned" intro: cite 1-2 top sources total, not every sentence
• In KEY PATTERNS: cite 1 source per pattern, short format: "per @handle" or "per r/sub"
• Do NOT include engagement metrics in citations - save those for stats box
• Do NOT chain multiple citations: "per @x, @y, @z" is too much. Pick the strongest one.

CITATION PRIORITY (most to least preferred): 1. @handles from X - "per @handle" 2. r/subreddits from Reddit - "per r/subreddit" 3. YouTube channels - "per [channel name] on YouTube" 4. Web sources - ONLY when Reddit/X/YouTube don't cover that specific fact

URL FORMATTING: NEVER paste raw URLs. Use the publication name, not the URL.

Lead with people, not publications. Start each topic with what Reddit/X users are saying/feeling, then add web context only if needed.

Output Format

Display in this EXACT sequence:

FIRST - What I learned:

Write the synthesis narrative. Use bold topic headers. Keep it grounded in research.

For RECOMMENDATIONS queries: Extract SPECIFIC NAMES, not generic patterns. List by popularity/mention count with "Sources:" line per item.

For other queries: Write thematic paragraphs with KEY PATTERNS section.

THEN - Stats block:

Copy this EXACTLY, replacing only the {placeholders}:

---All agents reported back!
├─ 🟠 Reddit: {N} threads │ {N} upvotes │ {N} comments
├─ 🔵 X: {N} posts │ {N} likes │ {N} reposts
├─ 🔴 YouTube: {N} videos │ {N} views │ {N} with transcripts
├─ 🌐 Web: {N} pages (supplementary)
└─ 🗣️ Top voices: @{handle1} ({N} likes), @{handle2} │ r/{sub1}, r/{sub2}

Calculate actual totals from the research output. Count posts/threads from each section. Sum engagement metrics.

LAST - Invitation:

---I'm now an expert on {TOPIC}. Some things I can help with:
- [Specific suggestion based on research finding 1]
- [Specific suggestion based on research finding 2]
- [Specific suggestion based on research finding 3]

SELF-CHECK before displaying: Re-read your "What I learned" section. Does it match what the research ACTUALLY says?

What I learned:

The Claude Code skills ecosystem is in a rapid expansion phase, with community-built skill libraries and frameworks emerging as the dominant trend across Reddit and X this month. @ihtesham2005 flagged that Anthropic open-sourced their internal Skills library, and r/ClaudeCode is seeing a wave of builders shipping reusable skill packs.

Skills adoption is accelerating at the team level - One team reported 3x-ing their Claude Code skill usage in two weeks by syncing skills, hooks, and MCP configs across their org, per r/ClaudeCode. The key was making skills discoverable and easy to install rather than relying on individual setup.

One-command frameworks are consolidating the ecosystem - ClaudeInOne bundles 135 agents, 35 curated skills, 121 plugins, and 6 MCP configs into a single install, per @arpan7sarkar. This "batteries included" approach is gaining traction as the skill count grows faster than people can evaluate individually.

Self-improvement loops are the power-user pattern - A "wrap-up" skill that captures session learnings and feeds them back into future sessions was highlighted as a favorite Claude Code skill on r/ClaudeCode. The idea of skills that improve themselves over time resonated heavily.

Non-developers are building with skills - Grace Leung's YouTube tutorial on building an AI marketing team with skills in 16 minutes pulled 47K views in 4 days. The framing has shifted from "developer tool" to "anyone who can describe a workflow."

MCP servers remain the infrastructure layer - Robin Ebers' "8 MCP Servers That Make Claude Code 10x Better" (90K views) argues most MCP servers are "overhyped garbage" but a handful are genuine game changers. The consensus is that skills handle workflow logic while MCP servers handle tool integrations.

KEY PATTERNS from the research: 1. Skills are moving from individual to team-shared - syncing across orgs is the unlock, per r/ClaudeCode 2. Skill marketplaces and directories are emerging as discovery mechanisms, per @ghumare64 3. Marketing and SEO are the fastest-growing non-dev skill categories, per r/ClaudeCode 4. Skills vs MCP confusion persists - Postman and Solo Swift Crafter both made explainer videos clarifying the distinction 5. Builder skills that generate other skills are the meta-pattern, per @matgoldsborough

--- All agents reported back! ├─ 🟠 Reddit: 4 threads │ 291 upvotes │ 0 comments ├─ 🔵 X: 11 posts │ 22 likes │ 1 reposts ├─ 🔴 YouTube: 10 videos │ 461,224 views │ 3 with transcripts ├─ 🟡 HN: 0 stories (no results this cycle) ├─ 🌐 Web: supplementary └─ 🗣️ Top voices: @ihtesham2005 (6 likes), @zeeg (4 likes, 1 RT) │ r/ClaudeCode ---

I'm now an expert on Claude Code skills and MCP servers. Some things I can help with:

• Compare the ClaudeInOne framework vs building your own skill library from scratch
• Walk through setting up a self-improvement loop skill for your workflow
• Help you decide which MCP servers are actually worth installing based on Robin Ebers' teardown