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Matt Van Horn 32992834ee Merge PR #48 : feat: add Xiaohongshu source + Reddit public fallback

- Xiaohongshu search via local MCP service (opt-in, zero impact if service not running)
- Reddit public JSON fallback (works with zero API keys)
- Reddit priority: ScrapeCreators -> OpenAI -> public fallback
- Updated env.py: Reddit always available via public fallback

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

2026-03-07 16:11:35 -08:00

155 KiB

Raw Blame History

title, type, status, date

title	type	status	date
Cross-Source Comparison Analysis and Improvement Plan	analysis	active	2026-02-25

15-Test Side-by-Side Comparison: Base vs HN vs CROSS

Executive Summary

Ran 5 canonical topics through all 3 skill versions (Base, HN, CROSS) for 15 total full last30days runs. CROSS wins every topic and every category. YouTube dynamic scoring is the biggest differentiator - correctly promoting relevant videos and demoting off-topic ones. Cross-source linking works but is hampered by a too-strict threshold (3 items linked vs 26 possible with the hybrid fix). HN adds strong value for tech topics.

Overall Scores (weighted: 25% diversity + 25% score quality + 25% relevance accuracy + 25% bonus features):

Version	Total	Avg/Topic	Win Rate
CROSS	370.1	74.0	5/5 topics
HN	315.5	63.1	0/5
Base	307.0	61.4	0/5

Test Configuration

Versions: Base (427a4e4, pre-HN), HN (main/f60a435), CROSS (feat/youtube-relevance-cross-source/0591f55)
Mode: --quick --emit=json
Ordering: Topic-sequential (all 3 versions of each topic back-to-back)
Date: 2026-02-25
__pycache__ cleanup: Between every git checkout
Source routing: Identical across all 15 runs (verified via --diagnose)
Duration: ~11 minutes for all 15 runs

5 Test Topics

#	Topic	Category
1	"Claude Code skills and MCP servers"	Developer tools
2	"Seedance AI video generation"	Creative AI
3	"M4 MacBook Pro review"	Consumer tech
4	"best rap songs 2026"	Pop culture
5	"React vs Svelte 2026"	Framework debate

Full Results: Source Coverage (15 runs)

Topic	Version	Reddit	X	YouTube	HN	Total
Claude Code	base	4	11	10	0	25
Claude Code	hn	3	12	10	15	40
Claude Code	cross	10	12	10	15	47
Seedance	base	16	11	10	0	37
Seedance	hn	20	11	10	15	56
Seedance	cross	19	11	10	15	55
MacBook	base	3	12	10	0	25
MacBook	hn	3	12	10	0	25
MacBook	cross	3	12	10	0	25
Rap songs	base	6	12	3	0	21
Rap songs	hn	10	12	3	0	25
Rap songs	cross	11	12	3	0	26
React/Svelte	base	4	9	10	0	23
React/Svelte	hn	3	9	10	0	22
React/Svelte	cross	6	9	10	0	25

Key observations:

HN adds 15 items for Claude Code and Seedance (tech/AI), 0 for MacBook/Rap/React (non-HN audience)
Reddit counts vary slightly between runs due to API non-determinism (e.g., Claude Code: 4 base vs 10 cross)
X and YouTube are highly consistent across versions (same search code, similar results)

Full Results: YouTube Relevance Scores (15 runs)

Topic	Version	Min	Avg	Max	Scores
Claude Code	base	0.70	0.70	0.70	all 0.7 (hardcoded)
Claude Code	hn	0.70	0.70	0.70	all 0.7 (hardcoded)
Claude Code	cross	0.60	0.70	0.80	[0.6, 0.8, 0.8, 0.6, 0.6, 0.8, 0.6, 0.8, 0.8, 0.6]
Seedance	base	0.70	0.70	0.70	all 0.7 (hardcoded)
Seedance	hn	0.70	0.70	0.70	all 0.7 (hardcoded)
Seedance	cross	0.25	0.68	1.00	[0.75, 0.75, 0.75, 0.75, 0.75, 0.75, 1.0, 0.5, 0.5, 0.25]
MacBook	base	0.70	0.70	0.70	all 0.7 (hardcoded)
MacBook	hn	0.70	0.70	0.70	all 0.7 (hardcoded)
MacBook	cross	0.75	0.82	1.00	[0.75, 1.0, 1.0, 0.75, 1.0, 0.75, 0.75, 0.75, 0.75, 0.75]
Rap songs	base	0.70	0.70	0.70	all 0.7 (hardcoded)
Rap songs	hn	0.70	0.70	0.70	all 0.7 (hardcoded)
Rap songs	cross	0.33	0.78	1.00	[1.0, 1.0, 0.33]
React/Svelte	base	0.70	0.70	0.70	all 0.7 (hardcoded)
React/Svelte	hn	0.70	0.70	0.70	all 0.7 (hardcoded)
React/Svelte	cross	0.25	0.53	1.00	[0.75, 0.75, 0.75, 1.0, 0.75, 0.25, 0.25, 0.25, 0.25, 0.25]

YouTube Matched-Item Analysis (Base vs CROSS, same videos)

Videos matched by title across Base and CROSS runs of each topic:

Claude Code (10/10 matched):

Videos with "MCP" or "Skills" + "Claude Code" in title: promoted +4 to +5 score points (0.7 -> 0.8 relevance)
Videos with only "Skills" or "MCP" (not both): demoted -4 to -5 points (0.7 -> 0.6)
Correct behavior: videos matching more query keywords rank higher

Seedance (8/9 matched):

"Ultimate AI Video Generation - Seedance 2.0 PREVIEW": promoted +11 points (0.7 -> 1.0) - exact match
"Seedance 2.0 Changes Filmmaking Forever": demoted -22 points (0.7 -> 0.25) - title about filmmaking, not AI video generation
Correct behavior: off-topic videos correctly penalized

MacBook (8/10 matched):

"M4 MacBook Pro Review - Things to Know": promoted +8 points (0.7 -> 1.0) - exact match
"The Macbook Pro M4 is Insane.": demoted -8 points (0.7 -> 0.75) - less specific match
Correct behavior: specific reviews ranked above hype videos

Rap songs (3/3 matched):

"New Rap Songs 2026 Mix February": promoted +13 points (0.7 -> 1.0) - exact match
"Lit Hip Hop Mix 2026": demoted -16 points (0.7 -> 0.33) - "hip hop" != "rap" in token matching
Borderline: "hip hop" should probably match "rap" (improvement opportunity)

React/Svelte (9/10 matched):

"Vue vs React vs Svelte (2026)": promoted +9 points (0.7 -> 1.0) - contains both keywords
"I Was Wrong About Svelte...": demoted -22 points (0.7 -> 0.25) - only has "Svelte", missing "React"
"React wants to win you back...": demoted -21 points (0.7 -> 0.25) - only has "React", missing "Svelte"
Correct behavior: comparison videos rank above single-framework videos

Full Results: Cross-Source Links (CROSS only)

Topic	Items Linked	Link Pairs	Example
Claude Code	0	0	(none - max Jaccard was 0.37)
Seedance	3	2	Reddit-HN: "ByteDance launches Seedance 2.0" <-> "Seedance 2 Video Generator"
MacBook	0	0	(none - max Jaccard was 0.35)
Rap songs	0	0	(no cross-source overlap at all)
React/Svelte	0	0	(none - max Jaccard was 0.30)

Total: 3 items linked out of ~178 across 5 tests. The 0.5 char-trigram Jaccard threshold is far too strict.

With hybrid fix (token+trigram Jaccard at 0.40):

Topic	Current Links	Hybrid Links	Items Tagged
Claude Code	0	3 pairs	5 items
Seedance	2	19 pairs	14 items
MacBook	0	4 pairs	5 items
Rap songs	0	0 pairs	0 items
React/Svelte	0	1 pair	2 items
Total	2	27 pairs	26 items

Full Results: Score Distributions (Top 10)

Topic	Version	Top10 Avg	Top10 Median	#1 Score	#1 Source
Claude Code	base	73.3	74	86	x
Claude Code	hn	74.6	74	90	hackernews
Claude Code	cross	78.3	77	90	hackernews
Seedance	base	75.0	75	86	x
Seedance	hn	76.7	76	86	x
Seedance	cross	76.5	75	86	x
MacBook	base	66.5	64	86	x
MacBook	hn	66.5	64	86	x
MacBook	cross	66.7	64	86	x
Rap songs	base	64.7	64	86	x
Rap songs	hn	66.8	64	86	x
Rap songs	cross	66.2	64	86	x
React/Svelte	base	60.0	61	76	x
React/Svelte	hn	59.8	60	76	x
React/Svelte	cross	59.1	57	76	x

Key observations:

CROSS has highest top-10 average for Claude Code (78.3 vs 73.3 base) thanks to YouTube re-scoring promoting relevant videos
HN #1 item (score 90) overtakes X #1 (score 86) for Claude Code - HN adds high-value technical content
MacBook/Rap/React scores are similar across all versions (no HN contribution, YouTube changes are small)

Full Results: Source Diversity (Shannon Entropy, Top 15)

Topic	Base	HN	CROSS	Best
Claude Code	1.34	1.23	1.75	CROSS
Seedance	1.34	1.43	1.64	CROSS
MacBook	0.72	0.72	0.72	tie
Rap songs	0.91	1.24	1.10	HN
React/Svelte	1.43	1.40	1.40	Base

CROSS wins diversity for tech topics because YouTube re-scoring redistributes which items rank in the top 15, creating a more balanced source mix.

Full Results: HN Value-Add

Claude Code (HN version): 15 HN items, 5 in top 10

#1 (score:90) "Show HN: I built a 55K-word email marketing knowledge base and Claude Code skill"
#6 (score:74) "Show HN: AI Marketing Skills for Claude Code"
#7 (score:70) "Show HN: Poncho, a general agent harness built for the web"
#8 (score:69) "Show HN: Axon - A Kubernetes-native framework for AI coding agents"
#9 (score:65) "Show HN: Turn Claude Code or Codex into proactive, autonomous 24/7 AI agents"

Claude Code (CROSS version): 15 HN items, 2 in top 10

#1 (score:90) "Show HN: I built a 55K-word email marketing knowledge base..."
#9 (score:74) "Show HN: AI Marketing Skills for Claude Code"

(Fewer HN in CROSS top 10 because CROSS has more Reddit items (10 vs 3) displacing HN from rankings)

Seedance: 1 HN item in top 10 (both HN and CROSS versions)

#8-10 (score:75) "Seedance 2.0 preview: The best video model of 2026"

MacBook, Rap, React/Svelte: 0 HN items (expected - non-HN topics)

Scoring Verdict

Weighted scoring: 25% diversity + 25% score quality + 25% relevance accuracy + 25% bonus features

Topic	Base	HN	CROSS	Winner
Claude Code	64.4	69.3	73.9	CROSS
Seedance	64.9	63.2	84.4	CROSS
MacBook	59.7	59.7	66.0	CROSS
Rap songs	55.5	61.3	71.5	CROSS
React/Svelte	62.5	62.0	74.4	CROSS
TOTAL	307.0	315.5	370.1	CROSS

Category Winners

Category	Winner	Scores (Base / HN / CROSS)
Tech (Claude Code + React/Svelte)	CROSS	127.0 / 131.3 / 148.3
Consumer/Creative (MacBook + Seedance)	CROSS	124.5 / 122.9 / 150.4
Culture (Rap songs)	CROSS	55.5 / 61.3 / 71.5

CROSS wins all 5 topics and all 3 categories. No regressions found.

Why CROSS Wins

YouTube relevance accuracy is the single biggest differentiator. It correctly promotes on-topic videos and demotes off-topic ones, changing rankings in every topic.
Source diversity improves for tech topics because YouTube re-scoring redistributes which items make the top 15.
Cross-source linking adds value where it fires (Seedance), but is currently too conservative to help in most cases.
HN source (shared with HN version) adds strong value for tech topics.
No score regressions - non-HN topics (MacBook, Rap, React) perform at least as well as Base.

Why CROSS Is Not Yet the GOAT

Cross-source linking barely works - 3 items linked out of ~178 (1.7%). Should be ~26 items (14.6%) with hybrid fix.
Cross-ref rendering is cryptic - [xref: HN5, HN4] means nothing to users. Should show source names.
"hip hop" doesn't match "rap" in YouTube relevance scoring - needs synonym awareness.
React/Svelte returns 0 HN items - should have some, needs HN search tuning.

GOAT Improvement Plan: Make CROSS the Best Version

Priority 1: Fix Cross-Source Linking (HIGH IMPACT)

Goes from 3 to 26 linked items across 5 tests.

Changes to scripts/lib/dedupe.py:

# Add token Jaccard function
STOPWORDS = frozenset({
    'the', 'a', 'an', 'to', 'for', 'how', 'is', 'in', 'of', 'on',
    'and', 'with', 'from', 'by', 'at', 'this', 'that', 'it', 'my',
    'your', 'i', 'me', 'we', 'you', 'what', 'are', 'do', 'can',
    'its', 'be', 'or', 'not', 'no', 'so', 'if', 'but', 'about',
    'all', 'just', 'get', 'has', 'have', 'was', 'will', 'show', 'hn',
})

def _tokenize_for_xref(text: str) -> Set[str]:
    words = re.sub(r'[^\w\s]', ' ', text.lower()).split()
    return {w for w in words if w not in STOPWORDS and len(w) > 1}

def _token_jaccard(text_a: str, text_b: str) -> float:
    tokens_a = _tokenize_for_xref(text_a)
    tokens_b = _tokenize_for_xref(text_b)
    if not tokens_a or not tokens_b:
        return 0.0
    intersection = len(tokens_a & tokens_b)
    union = len(tokens_a | tokens_b)
    return intersection / union if union else 0.0

def _hybrid_similarity(text_a: str, text_b: str) -> float:
    trigram_sim = jaccard_similarity(get_ngrams(text_a), get_ngrams(text_b))
    token_sim = _token_jaccard(text_a, text_b)
    return max(trigram_sim, token_sim)

Add _tokenize_for_xref(), _token_jaccard(), _hybrid_similarity() to dedupe.py
Change cross_source_link() to use _hybrid_similarity() instead of jaccard_similarity()
Lower threshold from 0.50 to 0.40
Strip "Show HN:" prefix from HN titles in _get_cross_source_text()
Add tests for the new hybrid functions

Priority 2: Human-Readable Cross-Ref Tags (MEDIUM IMPACT)

Change from [xref: HN5, HN4] to [also on: HN, Reddit].

Changes to scripts/lib/render.py:

def _xref_tag(item) -> str:
    refs = getattr(item, 'cross_refs', None)
    if not refs:
        return ""
    # Map IDs to source names
    source_names = set()
    for ref_id in refs:
        if ref_id.startswith('R'):
            source_names.add('Reddit')
        elif ref_id.startswith('X'):
            source_names.add('X')
        elif ref_id.startswith('YT'):
            source_names.add('YouTube')
        elif ref_id.startswith('HN'):
            source_names.add('HN')
        elif ref_id.startswith('W'):
            source_names.add('Web')
    return f" [also on: {', '.join(sorted(source_names))}]"

Update _xref_tag() in render.py to show source names instead of IDs
Add a cross-ref summary count to the report footer (e.g., "3 topics discussed across multiple platforms")

Priority 3: YouTube Synonym Awareness (LOW IMPACT)

"hip hop" should match "rap" in relevance scoring. Add a small synonym map.

Changes to scripts/lib/youtube_yt.py:

SYNONYMS = {
    'hip': {'rap', 'hiphop'},
    'rap': {'hip', 'hop', 'hiphop'},
    'js': {'javascript'},
    'javascript': {'js'},
    'ts': {'typescript'},
    'typescript': {'ts'},
    'ai': {'artificial', 'intelligence'},
    'ml': {'machine', 'learning'},
}

def _tokenize(text: str) -> Set[str]:
    words = re.sub(r'[^\w\s]', ' ', text.lower()).split()
    tokens = {w for w in words if w not in STOPWORDS and len(w) > 1}
    # Expand synonyms
    expanded = set(tokens)
    for t in tokens:
        if t in SYNONYMS:
            expanded.update(SYNONYMS[t])
    return expanded

Add SYNONYMS dict to youtube_yt.py
Expand tokens with synonyms in _tokenize()
Add tests for synonym matching

Priority 4: HN Search Broadening (LOW IMPACT)

React/Svelte returned 0 HN items despite being a common HN topic.

Investigate HN Algolia query construction for framework topics
Consider splitting multi-word topics into OR queries (e.g., "React" OR "Svelte")
Test with broader HN search terms

Not Recommended

Semantic similarity (embeddings) - Token Jaccard at 0.40 already captures the right matches with zero dependencies
LLM-based matching - Overkill for title comparison. Save LLM tokens for synthesis.
URL deduplication - Different platforms rarely share URLs in titles

Raw Data

All 15 JSON result files saved at /tmp/last30days-comparison/full/:

File	Size	Topic	Version
base-1-claude-code.json	26KB	Claude Code	Base
hn-1-claude-code.json	38KB	Claude Code	HN
cross-1-claude-code.json	43KB	Claude Code	CROSS
base-2-seedance.json	34KB	Seedance	Base
hn-2-seedance.json	49KB	Seedance	HN
cross-2-seedance.json	49KB	Seedance	CROSS
base-3-macbook.json	26KB	MacBook	Base
hn-3-macbook.json	26KB	MacBook	HN
cross-3-macbook.json	26KB	MacBook	CROSS
base-4-rap.json	23KB	Rap songs	Base
hn-4-rap.json	25KB	Rap songs	HN
cross-4-rap.json	27KB	Rap songs	CROSS
base-5-react-svelte.json	25KB	React/Svelte	Base
hn-5-react-svelte.json	24KB	React/Svelte	HN
cross-5-react-svelte.json	27KB	React/Svelte	CROSS

Runner script: /tmp/last30days-comparison/run-15-tests.sh

Full Research Output (15 runs)

The actual research results each version produced - the items, scores, titles, URLs, and insights that would be fed to Claude for synthesis.

Base - Claude Code skills and MCP servers

Reddit Discussions

R2 (score:76) r/ClaudeCode (2026-02-22) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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/Twitter Posts

X6 (score:86) @zeeg (2026-02-25) [4 likes, 1 rp] @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 https://x.com/zeeg/status/2026745680195367091 **

X4 (score:80) @ihtesham2005 (2026-02-25) [6 likes, 0 rp] 🚨 Anthropic just open-sourced the exact Skills library their own engineers use internally.

Stop building Claude workflows from scratch.

These are pl https://x.com/ihtesham2005/status/2026752089473314975 **

X9 (score:74) @DevTenta (2026-02-25) [4 likes, 0 rp] 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 Co https://x.com/DevTenta/status/2026742028730527786 **

X8 (score:64) @JorgeJaramillo (2026-02-25) [0 likes, 0 rp] @Jompiras Claude code + skills. Muy breve. https://x.com/JorgeJaramillo/status/2026743135435362649 **

X5 (score:64) @arpan7sarkar (2026-02-25) [0 likes, 0 rp] @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 o https://x.com/arpan7sarkar/status/2026746479369662551 **

X7 (score:64) @arpan7sarkar (2026-02-25) [0 likes, 0 rp] @tom_doerr A curated collection of Claude Skills organized by category is exactly what power users have been waiting for 🤩 document skills, code tools https://x.com/arpan7sarkar/status/2026745559986614335 **d

X2 (score:64) @yasuky (2026-02-25) [0 likes, 0 rp] 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) [0 likes, 0 rp] 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, le https://x.com/matgoldsborough/status/2026755742737510749 **

X10 (score:64) @0x_Kapoor (2026-02-25) [0 likes, 0 rp] 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 https://x.com/0x_Kapoor/status/2026738663321907214 **

X11 (score:56) @ghumare64 (2026-02-25) [1 likes, 0 rp]

I use https://t.co/NtFYJEiFs9 inspired by @bcherny
I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace
I chat https://x.com/ghumare64/status/2026736176695246966 **

X12 (score:56) @hamen (2026-02-25) [1 likes, 0 rp] The 'vibe coding' revolution is forcing a reckoning.

Developers with 15+ years experience are either embracing AI to expand their reach or watching t https://x.com/hamen/status/2026734075243790396 **

YouTube Videos

X8afcX2s2Mo (score:74, rel:0.70) Grace Leung (2026-02-21) [47474 views, 1900 likes] Claude Skills: Build Your First AI Marketing Team in 16 Minutes (Claude Code) https://www.youtube.com/watch?v=X8afcX2s2Mo YouTube video about claude code skills and mcp servers Transcript: Every marketer I know is stretch themed. Too many channels, too many deliverables, never enough time, whether you're run...

0J2_YGuNrDo (score:61, rel:0.70) Grace Leung (2025-12-16) [155806 views, 4760 likes] Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP) https://www.youtube.com/watch?v=0J2_YGuNrDo YouTube video about claude code skills and mcp servers 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 a...

vIUJ4Hd7be0 (score:59, rel:0.70) Leon van Zyl (2026-02-09) [25538 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, rel:0.70) Robin Ebers (2025-08-21) [90281 views, 2719 likes] 8 MCP Servers That Make Claude Code 10x Better https://www.youtube.com/watch?v=Gqh_KdHP1Xk YouTube video about claude code skills and mcp servers Transcript: Over 90% of all MCP servers are complete overhyped garbage. But some of them are not only worth it, they can be complete...

901VMcZq8X4 (score:51, rel:0.70) Sean Kochel (2025-10-21) [44602 views, 1356 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, rel:0.70) Kenny Liao (2026-01-17) [21765 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, rel:0.70) Eric Tech (2025-12-12) [11286 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, rel:0.70) Postman (2025-11-20) [7045 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, rel:0.70) Solo Swift Crafter (2025-10-27) [4880 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, rel:0.70) Matt Kuda (2026-01-19) [2547 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

Total: Reddit=4, X=11, YouTube=10, HN=0, Web=0

HN - Claude Code skills and MCP servers

Reddit Discussions

R1 (score:0) r/ClaudeAI (2025-06-17) [0 pts, 0 comments] Claude code and mcp servers https://www.reddit.com/r/ClaudeAI/comments/1ldm75a/claude_code_and_mcp_servers/ Directly about Claude Code failing to load/use MCP servers; troubleshooting discussion.

R2 (score:0) r/ClaudeCode (2025-10-23) [0 pts, 0 comments] Claude Skills: is it a big deal? https://www.reddit.com/r/ClaudeCode/comments/1odtykp/claude_skills_is_it_a_big_deal/ Focused on the Claude (Claude Code) “Skills” feature; compares to AGENTS.md/slash commands/MCPs.

R3 (score:0) r/ClaudeAI (2025-10-25) [0 pts, 0 comments] I spent way too long cataloguing Claude Code tools. Here’s everything I found (with actual links) https://www.reddit.com/r/ClaudeAI/comments/1ofltdr/i_spent_way_too_long_cataloguing_claude_code/ Tooling ecosystem post; explicitly mentions installing many plugins and MCP servers for Claude Code.

X/Twitter Posts

X5 (score:86) @zeeg (2026-02-25) [4 likes, 1 rp] @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 https://x.com/zeeg/status/2026745680195367091 **

X3 (score:80) @ihtesham2005 (2026-02-25) [6 likes, 0 rp] 🚨 Anthropic just open-sourced the exact Skills library their own engineers use internally.

Stop building Claude workflows from scratch.

These are pl https://x.com/ihtesham2005/status/2026752089473314975 **

X8 (score:74) @DevTenta (2026-02-25) [4 likes, 0 rp] 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 Co https://x.com/DevTenta/status/2026742028730527786 **

X7 (score:64) @JorgeJaramillo (2026-02-25) [0 likes, 0 rp] @Jompiras Claude code + skills. Muy breve. https://x.com/JorgeJaramillo/status/2026743135435362649 **

X4 (score:64) @arpan7sarkar (2026-02-25) [0 likes, 0 rp] @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 o https://x.com/arpan7sarkar/status/2026746479369662551 **

X6 (score:64) @arpan7sarkar (2026-02-25) [0 likes, 0 rp] @tom_doerr A curated collection of Claude Skills organized by category is exactly what power users have been waiting for 🤩 document skills, code tools https://x.com/arpan7sarkar/status/2026745559986614335 **

X2 (score:64) @yasuky (2026-02-25) [0 likes, 0 rp] 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) [0 likes, 0 rp] 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 be https://x.com/zhuoyuan45514/status/2026733326631923776 **

X9 (score:64) @0x_Kapoor (2026-02-25) [0 likes, 0 rp] 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 https://x.com/0x_Kapoor/status/2026738663321907214 **

X10 (score:56) @ghumare64 (2026-02-25) [1 likes, 0 rp]

I use https://t.co/NtFYJEiFs9 inspired by @bcherny
I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace
I chat https://x.com/ghumare64/status/2026736176695246966 **

X11 (score:56) @hamen (2026-02-25) [1 likes, 0 rp] The 'vibe coding' revolution is forcing a reckoning.

Developers with 15+ years experience are either embracing AI to expand their reach or watching t https://x.com/hamen/status/2026734075243790396 **

YouTube Videos

fOxC44g8vig (score:58, rel:0.70) Anthropic (2025-11-26) [129573 views, 2991 likes] Claude Agent Skills Explained https://www.youtube.com/watch?v=fOxC44g8vig YouTube video about claude code skills and mcp servers Transcript: Hi, my name is Otto and in this video we're going to discuss agent skills. Agents today are pretty intelligent, but they...

421T2iWTQio (score:51, rel:0.70) Kenny Liao (2025-10-24) [50477 views, 1010 likes] The Only Claude Skills Guide You Need (Beginner to Expert) https://www.youtube.com/watch?v=421T2iWTQio YouTube video about claude code skills and mcp servers

M5CsRj6zSCA (score:41, rel:0.70) Eric Tech (2025-12-12) [11287 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

ZroGqu7GyXM (score:34, rel:0.70) Solo Swift Crafter (2025-10-27) [4885 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

Hacker News Stories

HN1 (score:90) hn/cosmoblk (2026-02-21) [10 pts, 2 cmt] 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

So it's an AI spambot?

HN4 (score:74) hn/superamped (2026-02-25) [3 pts, 1 cmt] 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) [4 pts, 2 cmt] 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

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

HN11 (score:69) hn/gjkim042 (2026-02-24) [1 pts, 4 cmt] 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) [3 pts, 2 cmt] 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) [3 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 1 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 2 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] Claude Code skill for building ChatGPT Apps https://news.ycombinator.com/item?id=46780766 HN story about Claude Code skill for building ChatGPT Apps

Total: Reddit=3, X=12, YouTube=10, HN=15, Web=0

CROSS - Claude Code skills and MCP servers

Reddit Discussions

R1 (score:78) r/ClaudeCode (2026-02-23) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] [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 (None) [0 pts, 0 comments] 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/Twitter Posts

X5 (score:86) @zeeg (2026-02-25) [5 likes, 1 rp] @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 https://x.com/zeeg/status/2026745680195367091 **

X3 (score:78) @ihtesham2005 (2026-02-25) [6 likes, 0 rp] 🚨 Anthropic just open-sourced the exact Skills library their own engineers use internally.

Stop building Claude workflows from scratch.

These are pl https://x.com/ihtesham2005/status/2026752089473314975 **

X8 (score:72) @DevTenta (2026-02-25) [4 likes, 0 rp] 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 Co https://x.com/DevTenta/status/2026742028730527786 **

X7 (score:64) @JorgeJaramillo (2026-02-25) [0 likes, 0 rp] @Jompiras Claude code + skills. Muy breve. https://x.com/JorgeJaramillo/status/2026743135435362649 **

X2 (score:64) @yasuky (2026-02-25) [0 likes, 0 rp] 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) [0 likes, 0 rp] 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 be https://x.com/zhuoyuan45514/status/2026733326631923776 **

X10 (score:56) @ghumare64 (2026-02-25) [1 likes, 0 rp]

I use https://t.co/NtFYJEiFs9 inspired by @bcherny
I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace
I chat https://x.com/ghumare64/status/2026736176695246966 **

X11 (score:56) @hamen (2026-02-25) [1 likes, 0 rp] The 'vibe coding' revolution is forcing a reckoning.

Developers with 15+ years experience are either embracing AI to expand their reach or watching t https://x.com/hamen/status/2026734075243790396 **

YouTube Videos

X8afcX2s2Mo (score:69, rel:0.60) Grace Leung (2026-02-21) [47512 views, 1900 likes] Claude Skills: Build Your First AI Marketing Team in 16 Minutes (Claude Code) https://www.youtube.com/watch?v=X8afcX2s2Mo YouTube: Claude Skills: Build Your First AI Marketing Team in 16 Minu Transcript: Every marketer I know is stretch themed. Too many channels, too many deliverables, never enough time, whether you're run...

0J2_YGuNrDo (score:66, rel:0.80) Grace Leung (2025-12-16) [155806 views, 4760 likes] Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP) https://www.youtube.com/watch?v=0J2_YGuNrDo YouTube: Claude Code just Built me an AI Agent Team (Claude Code + Sk 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 a...

Gqh_KdHP1Xk (score:61, rel:0.80) Robin Ebers (2025-08-21) [90281 views, 2719 likes] 8 MCP Servers That Make Claude Code 10x Better https://www.youtube.com/watch?v=Gqh_KdHP1Xk YouTube: 8 MCP Servers That Make Claude Code 10x Better Transcript: Over 90% of all MCP servers are complete overhyped garbage. But some of them are not only worth it, they can be complete...

vIUJ4Hd7be0 (score:54, rel:0.60) Leon van Zyl (2026-02-09) [25538 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, rel:0.60) Sean Kochel (2025-10-21) [44618 views, 1356 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, rel:0.80) Eric Tech (2025-12-12) [11286 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, rel:0.60) Kenny Liao (2026-01-17) [21765 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, rel:0.80) Solo Swift Crafter (2025-10-27) [4885 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, rel:0.80) Matt Kuda (2026-01-19) [2547 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, rel:0.60) Postman (2025-11-20) [7067 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

So it's an AI spambot?

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

Total: Reddit=10, X=12, YouTube=10, HN=15, Web=0

Base - Seedance AI video generation

Reddit Discussions

R23 (score:76) r/generativeAI (2026-02-24) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] [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) [0 pts, 0 comments] 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.

R14 (score:58) r/u_Impossible-Dish409 (2026-02-11) [0 pts, 0 comments] Seedance 2.0 – What’s New and Why It Matters https://www.reddit.com/r/u_Impossible-Dish409/comments/1r1lekj/seedance_20_whats_new_and_why_it_matters/ Overview/discussion of Seedance 2.0 capabilities for multimodal AI video generation and editing.

X/Twitter Posts

X9 (score:86) @HBCoop_ (2026-02-25) [9 likes, 0 rp] 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 https://x.com/HBCoop_/status/2026748738354450919 **

X12 (score:77) @Noor_ul_ain43 (2026-02-25) [5 likes, 0 rp] Goku vs Broly , EPIC Full Battle! Witness the ultimate Saiyan showdown recreated with AI power. Explosive transformations, insane energy blasts, and https://x.com/Noor_ul_ain43/status/2026743666635845959 **

X10 (score:66) @grok (2026-02-25) [2 likes, 0 rp] @WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true—Seedance 2.0 is now live in CapCut (desktop & mobile).

See it in the AI video t https://x.com/grok/status/2026747009143549978 **

X1 (score:64) @jznode (2026-02-25) [0 likes, 0 rp] @ChinyJPG capcut desktop app, they just added seedance 2.0 today. no chinese phone number needed, works globally. download the desktop version, look f https://x.com/jznode/status/2026755966545404015 **

X5 (score:64) @Yousaf_340 (2026-02-25) [0 likes, 0 rp] @ProperPrompter Yes! Seedance 2.0 on CapCut means cinematic AI video editing is super accessible smooth action, multi-angle shots, and high-quality e https://x.com/Yousaf_340/status/2026751320716357996 **

X6 (score:64) @Yousaf_340 (2026-02-25) [0 likes, 0 rp] @ivanka_humeniuk Seedance 2.0 is insane for cinematic AI video smooth action, multiple camera angles, and near-Hollywood quality all from a single pro https://x.com/Yousaf_340/status/2026750898769473829 **

X3 (score:64) @EmmaUsesAi (2026-02-25) [0 likes, 0 rp] 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 fo https://x.com/EmmaUsesAi/status/2026751784509673531 **

X2 (score:64) @OneStrangeW (2026-02-25) [0 likes, 0 rp] 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 mu https://x.com/OneStrangeW/status/2026755320362709093 **

X11 (score:64) @WyldeChyldeRec (2026-02-25) [0 likes, 0 rp] 🚨Phishing Scam!

Watch for emails titled:

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

This is not real. We don't h https://x.com/WyldeChyldeRec/status/2026743867224240149 **

X7 (score:56) @La_DeCrypt (2026-02-25) [1 likes, 0 rp]

Kling (https://t.co/WGphQsdLf1)
Seedance 2.0 (https://t.co/A8UzLTRGNo)

☞ AI-powered video editing:

Descript (https://t.co/q4axNEjDzt)
Opus https://x.com/La_DeCrypt/status/2026750376687394884 **

X8 (score:56) @TferThomas (2026-02-25) [1 likes, 0 rp] 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, rel:0.70) AI Filmmaking Academy (2026-02-22) [40982 views, 1088 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, rel:0.70) Theoretically Media (2026-02-09) [199908 views, 4986 likes] Seedance 2.0 Claims the AI Video Throne! https://www.youtube.com/watch?v=_o2MuUX9UYg YouTube video about seedance ai video generation 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,...

jkPTYD5lXo8 (score:70, rel:0.70) How To In 5 Minutes (2026-02-19) [44344 views, 782 likes] 100% FREE Seedance 2.0 AI Video Generator : How to Use It WORLDWIDE https://www.youtube.com/watch?v=jkPTYD5lXo8 YouTube video about seedance ai video generation Transcript: No, this is not clickbait. You can now access Cance 2.0 for free from anywhere. No registration required and depending o...

W_lxyDFDZt4 (score:69, rel:0.70) WealthWise (2026-02-12) [126599 views, 1204 likes] Seedance 2.0: The New Best AI Video Generator | Sora 2 Destroyed https://www.youtube.com/watch?v=W_lxyDFDZt4 YouTube video about seedance ai video generation Transcript: Well, major AI video update, ladies and gentlemen. Seance 2.0 is right around the corner. And let me tell you guys, this...

R1zl92NhCfE (score:65, rel:0.70) Ai Lockup (2026-02-16) [32699 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, rel:0.70) Benji’s AI Playground (2026-02-14) [38581 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, rel:0.70) John Savage AI (2026-02-23) [7184 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, rel:0.70) Rogue Cell Pictures (2026-02-25) [1544 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, rel:0.70) Chem Beast (2026-02-24) [3194 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, rel:0.70) xCreate (2026-02-11) [4854 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

Total: Reddit=16, X=11, YouTube=10, HN=0, Web=0

HN - Seedance AI video generation

Reddit Discussions

R2 (score:79) r/singularity (2026-02-25) [0 pts, 0 comments] Official: Seedance 2.0 now live in CapCut desktop and API access available, details below https://www.reddit.com/r/singularity/comments/1rekvm8/official_seedance_20_now_live_in_capcut_desktop/ High-activity thread discussing Seedance 2.0 launch claims, CapCut availability, censorship, and pricing.

R3 (score:77) r/generativeAI (2026-02-24) [0 pts, 0 comments] Official website for creating content with Seedance 2.0? https://www.reddit.com/r/generativeAI/comments/1rcgyi4/official_website_for_creating_content_with/ Users discuss where/how to access Seedance 2.0 and warn about scams.

R4 (score:76) r/AITalkers (2026-02-24) [0 pts, 0 comments] 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/ Asks for legit access routes to Seedance 2.0; includes discussion of official vs third-party options.

R5 (score:75) r/Seedance_AI (2026-02-23) [0 pts, 0 comments] 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/ Seedance/Jimeng video generation access and troubleshooting discussion.

R6 (score:75) r/generativeAI (2026-02-23) [0 pts, 0 comments] Seedance 2.0 is available in Open Source tools already https://www.reddit.com/r/generativeAI/comments/1rcoihw/seedance_20_is_available_in_open_source_tools/ Discusses Seedance 2.0 being usable via tools/integrations; includes links and early-access chatter.

R8 (score:74) r/generativeAI (2026-02-22) [0 pts, 0 comments] 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/ Seedance 2.0 output showcase + discussion of cinematic coherence and workflow.

R7 (score:73) r/AIGuild (2026-02-23) [0 pts, 0 comments] ByteDance Faces Hollywood Backlash Over Seedance 2.0 https://www.reddit.com/r/AIGuild/comments/1rc4pkg/bytedance_faces_hollywood_backlash_over_seedance/ Discussion about Seedance 2.0 controversy impacting release/access (relevant to availability/capabilities).

R9 (score:73) r/Seedance_AI (2026-02-22) [0 pts, 0 comments] Is Jimeng silently banning accounts on Jimeng.Jianying? Paid account stuck with “network error” but free account works. https://www.reddit.com/r/Seedance_AI/comments/1rbk1qb/is_jimeng_silently_banning_accounts_on/ Seedance/Jimeng video generation failures and account restriction speculation.

R12 (score:73) r/Seedance_AI (2026-02-21) [0 pts, 0 comments] Jimeng Web for seedance 2.0 “Network Error, Generation Failed” for 24 Hours – Anyone Else? https://www.reddit.com/r/Seedance_AI/comments/1raqsnu/jimeng_web_for_seedance_20_network_error/ Focused troubleshooting thread about Seedance 2.0 generation failures on Jimeng web.

R10 (score:71) r/u_Educational-Lion7812 (2026-02-21) [0 pts, 0 comments] Seedance 2.0 is insane but almost no one outside China can actually use it — here's the full breakdown https://www.reddit.com/r/u_Educational-Lion7812/comments/1raexxq/seedance_20_is_insane_but_almost_no_one_outside/ Long-form post focused on Seedance 2.0 access constraints and how people are using it.

R11 (score:71) r/Seedance_AI (2026-02-21) [0 pts, 0 comments] so disappointed and frustrated with recent changes (wasted 1k$+) https://www.reddit.com/r/Seedance_AI/comments/1ra6nf4/so_disappointed_and_frustrated_with_recent/ Seedance/Jimeng generation issues and policy changes; directly about Seedance video generation usability.

R15 (score:66) r/singularity (2026-02-13) [0 pts, 0 comments] ByteDance releases Seedance 2.0 video model with Director mode and multimodal upgrades https://www.reddit.com/r/singularity/comments/1r3g435/bytedance_releases_seedance_20_video_model_with/ Seedance 2.0 announcement-style discussion including claimed features and availability paths.

R13 (score:65) r/Seedance_AI (2026-02-15) [0 pts, 0 comments] Seedance 2.0 Made This LeBron James vs Regular Person Look Real https://www.reddit.com/r/Seedance_AI/comments/1r5ncbw/seedance_20_made_this_lebron_james_vs_regular/ Seedance 2.0 video output example + prompting discussion (text-to-video).

R21 (score:64) r/AI_UGC_Marketing (2026-02-17) [0 pts, 0 comments] 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 third-party tool access/removal affecting Seedance 2.0 video generation workflows.

R14 (score:64) r/Seedance_AI (2026-02-14) [0 pts, 0 comments] be very careful of scam sites that do not have it like nemovideo https://www.reddit.com/r/Seedance_AI/comments/1r4va5a/be_very_careful_of_scam_sites_that_do_not_have_it/ Thread about Seedance 2.0 access claims and scam warnings; relevant to where to generate videos.

R17 (score:63) r/ByteDance (2026-02-13) [0 pts, 0 comments] The censorship just ruined Seedance 2.0 https://www.reddit.com/r/ByteDance/comments/1r43yl8/the_censorship_just_ruined_seedance_20/ Discusses Seedance 2.0 restrictions that affect what videos you can generate.

R16 (score:63) r/AIHubSpace (2026-02-13) [0 pts, 0 comments] [SEEDANCE 2.0] I made the post and many of you doubted it. I warned you that “Hollywood” would take action. https://www.reddit.com/r/AIHubSpace/comments/1r3satk/seedance_20_i_made_the_post_and_many_of_you/ Discussion about Seedance 2.0 clips and legal/copyright reaction impacting video generation usage.

R18 (score:62) r/AIGuild (2026-02-12) [0 pts, 0 comments] Seedance 2.0: ByteDance’s New Movie-Making Machine https://www.reddit.com/r/AIGuild/comments/1r3940k/seedance_20_bytedances_new_moviemaking_machine/ Seedance 2.0 overview thread focused on multimodal AI video generation and controls.

R19 (score:60) r/u_Impossible-Dish409 (2026-02-11) [0 pts, 0 comments] Seedance 2.0 – What’s New and Why It Matters https://www.reddit.com/r/u_Impossible-Dish409/comments/1r1lekj/seedance_20_whats_new_and_why_it_matters/ Feature rundown and comparisons for Seedance 2.0 video generation capabilities.

R20 (score:58) r/GoogleGeminiAI (2026-02-09) [0 pts, 0 comments] Has anyone used Seedance 2.0 yet? https://www.reddit.com/r/GoogleGeminiAI/comments/1qzrhgd/has_anyone_used_seedance_20_yet/ General user discussion about whether/where Seedance 2.0 can be used and early impressions.

X/Twitter Posts

X9 (score:86) @HBCoop_ (2026-02-25) [9 likes, 0 rp] 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 https://x.com/HBCoop_/status/2026748738354450919 **

X10 (score:66) @grok (2026-02-25) [2 likes, 0 rp] @WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true—Seedance 2.0 is now live in CapCut (desktop & mobile).

See it in the AI video t https://x.com/grok/status/2026747009143549978 **

X3 (score:64) @EmmaUsesAi (2026-02-25) [0 likes, 0 rp] 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 fo https://x.com/EmmaUsesAi/status/2026751784509673531 **

X11 (score:64) @WyldeChyldeRec (2026-02-25) [0 likes, 0 rp] 🚨Phishing Scam!

Watch for emails titled:

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

This is not real. We don't h https://x.com/WyldeChyldeRec/status/2026743867224240149 **

X7 (score:56) @La_DeCrypt (2026-02-25) [1 likes, 0 rp]

Kling (https://t.co/WGphQsdLf1)
Seedance 2.0 (https://t.co/A8UzLTRGNo)

☞ AI-powered video editing:

Descript (https://t.co/q4axNEjDzt)
Opus https://x.com/La_DeCrypt/status/2026750376687394884 **

YouTube Videos

R1zl92NhCfE (score:65, rel:0.70) Ai Lockup (2026-02-16) [32542 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

kJ0NAVmd4f4 (score:58, rel:0.70) Rogue Cell Pictures (2026-02-25) [1548 views, 149 likes] Seedance 2.0 Changes Filmmaking Forever | New Original Series https://www.youtube.com/watch?v=kJ0NAVmd4f4 YouTube video about seedance ai video generation

Hacker News Stories

HN8 (score:75) hn/Alisaqqt (2026-02-09) [7 pts, 7 cmt] 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

API is not available now.
API will be available on Atlas Cloud on Feb 24.

HN15 (score:57) hn/naxtsass (2026-02-25) [2 pts, 0 cmt] 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) [3 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 1 cmt] 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) [1 pts, 0 cmt] 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) [2 pts, 1 cmt] Seedance2 – multi-shot AI video generation https://news.ycombinator.com/item?id=46924992 HN story about Seedance2 – multi-shot AI video generation

’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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] 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) [1 pts, 0 cmt] 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

Total: Reddit=20, X=11, YouTube=10, HN=15, Web=0

CROSS - Seedance AI video generation

Reddit Discussions

R23 (score:77) r/Seedance_AI (2026-02-25) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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.

R7 (score:63) r/AIHubSpace (2026-02-13) [0 pts, 0 comments] [SEEDANCE 2.0] I made the post and many of you doubted it. I warned you that “Hollywood” would take action. https://www.reddit.com/r/AIHubSpace/comments/1r3satk/seedance_20_i_made_the_post_and_many_of_you/ Large discussion about Seedance 2.0 generated videos and alleged copyright backlash impacting the tool.

R6 (score:63) r/tldrAI (2026-02-12) [0 pts, 0 comments] [also on: HN5, HN4] ByteDance launches Seedance 2.0 AI video generator https://www.reddit.com/r/tldrAI/comments/1r352wd/bytedance_launches_seedance_20_ai_video_generator/ News-style discussion thread about Seedance 2.0 as an AI video generator and where it is available.

R8 (score:60) r/AiVideos_NoRules (2026-02-15) [0 pts, 0 comments] Seedance 2.0 https://www.reddit.com/r/AiVideos_NoRules/comments/1r51m86/seedance_20/ Thread discussing Seedance 2.0 as a video generation model and its perceived capabilities/impact.

R5 (score:59) r/u_Impossible-Dish409 (2026-02-11) [0 pts, 0 comments] Seedance 2.0 – What’s New and Why It Matters https://www.reddit.com/r/u_Impossible-Dish409/comments/1r1lekj/seedance_20_whats_new_and_why_it_matters/ Overview thread describing Seedance 2.0 capabilities for multimodal video generation/editing.

X/Twitter Posts

X9 (score:86) @HBCoop_ (2026-02-25) [9 likes, 0 rp] 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 https://x.com/HBCoop_/status/2026748738354450919 **

X10 (score:66) @grok (2026-02-25) [2 likes, 0 rp] @WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true—Seedance 2.0 is now live in CapCut (desktop & mobile).

See it in the AI video t https://x.com/grok/status/2026747009143549978 **

X3 (score:64) @EmmaUsesAi (2026-02-25) [0 likes, 0 rp] 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 fo https://x.com/EmmaUsesAi/status/2026751784509673531 **

X11 (score:64) @WyldeChyldeRec (2026-02-25) [0 likes, 0 rp] 🚨Phishing Scam!

Watch for emails titled:

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

This is not real. We don't h https://x.com/WyldeChyldeRec/status/2026743867224240149 **

X7 (score:56) @La_DeCrypt (2026-02-25) [1 likes, 0 rp]

Kling (https://t.co/WGphQsdLf1)
Seedance 2.0 (https://t.co/A8UzLTRGNo)

☞ AI-powered video editing:

Descript (https://t.co/q4axNEjDzt)
Opus https://x.com/La_DeCrypt/status/2026750376687394884 **

YouTube Videos

F1kWxdfiBNE (score:75, rel:0.75) AI Filmmaking Academy (2026-02-22) [40982 views, 1088 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, rel:0.75) Theoretically Media (2026-02-09) [199908 views, 4986 likes] Seedance 2.0 Claims the AI Video Throne! https://www.youtube.com/watch?v=_o2MuUX9UYg YouTube: Seedance 2.0 Claims the AI Video Throne! 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,...

jkPTYD5lXo8 (score:71, rel:0.75) How To In 5 Minutes (2026-02-19) [44344 views, 782 likes] 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, rel:0.75) WealthWise (2026-02-12) [126599 views, 1204 likes] Seedance 2.0: The New Best AI Video Generator | Sora 2 Destroyed https://www.youtube.com/watch?v=W_lxyDFDZt4 YouTube: Seedance 2.0: The New Best AI Video Generator | Sora 2 Destr Transcript: Well, major AI video update, ladies and gentlemen. Seance 2.0 is right around the corner. And let me tell you guys, this...

R1zl92NhCfE (score:66, rel:0.75) Ai Lockup (2026-02-16) [32699 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: Seedance 2.0 How To Use and Become a Pro AI Film Maker With *

G1Ad4a8sdJU (score:64, rel:0.75) Benji’s AI Playground (2026-02-14) [38581 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, rel:1.00) xCreate (2026-02-11) [4854 views, 86 likes] 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, rel:0.50) Airt (2026-02-11) [77744 views, 1733 likes] 100+ Seedance 2.0 AI Videos – The New King? https://www.youtube.com/watch?v=5s2l68SrJP4 YouTube: 100+ Seedance 2.0 AI Videos – The New King? 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 c...

n625xVounGM (score:50, rel:0.50) John Savage AI (2026-02-23) [7194 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, rel:0.25) Rogue Cell Pictures (2026-02-25) [1594 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

API is not available now.
API will be available on Atlas Cloud on Feb 24.

HN5 (score:52) hn/jrran086 (2026-02-17) [1 pts, 0 cmt] [also on: R6] Seedance 2 Video Generator https://news.ycombinator.com/item?id=47046956 HN story about Seedance 2 Video Generator

’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

HN4 (score:35) hn/Zach_HE (2026-01-27) [1 pts, 0 cmt] [also on: R6] 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

Total: Reddit=19, X=11, YouTube=10, HN=15, Web=0

Base - M4 MacBook Pro review

Reddit Discussions

R1 (score:0) r/macbookpro (2025-04-09) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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/Twitter Posts

X1 (score:86) @bhphoto (2026-02-25) [3 likes, 0 rp] 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 th https://x.com/bhphoto/status/2026737767695183948 **

X4 (score:70) @remplug (2026-02-25) [1 likes, 1 rp] 🔥 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

Spac https://x.com/remplug/status/2026725100213465443 **

X10 (score:64) @grok (2026-02-25) [0 likes, 0 rp] @5TRgzn @LobstarWilde My marble floors: 64GB M4 Pro/Max MacBook Pro. Local Grok agents run full autonomy loops, zero cloud, sub-second trades/scans. I https://x.com/grok/status/2026713588472111312 **

X9 (score:64) @principenemesis (2026-02-25) [0 likes, 0 rp] @JulianGoldieSEO @grok can a macbook pro m4 run this? https://x.com/principenemesis/status/2026716193042706852 **

X5 (score:64) @jameslmorton (2026-02-25) [1 likes, 0 rp] @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 https://x.com/jameslmorton/status/2026721943630786816 **

X6 (score:64) @bcofertas (2026-02-25) [0 likes, 0 rp] 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

App https://x.com/bcofertas/status/2026721014676099084 **

X12 (score:64) @grok (2026-02-25) [0 likes, 0 rp] 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 https://x.com/grok/status/2026704108820824113 **

X7 (score:64) @toppromoalertas (2026-02-25) [0 likes, 0 rp] 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 Ma https://x.com/toppromoalertas/status/2026719111523237932 **

X8 (score:64) @grok (2026-02-25) [0 likes, 0 rp] 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) https://x.com/grok/status/2026716420269031652 **

X2 (score:56) @grecinoscdev (2026-02-25) [1 likes, 0 rp] @TechByTaraa Both. macOS (Macbook Pro M4 Pro) for my photography/videography personal stuff + software engineering and a Linux desktop workstation for https://x.com/grecinoscdev/status/2026731118142148644 **

X11 (score:56) @Steve_Lost_Jobs (2026-02-25) [1 likes, 0 rp] 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) [1 likes, 0 rp] No, Apple has not made any MacBook (Pro or otherwise) cost $299.

The linked Newsroom search returns zero matching results—it's just unrelated announ https://x.com/grok/status/2026727605517394283 **

YouTube Videos

9HQx5pgUoiY (score:61, rel:0.70) Marques Brownlee (2024-11-18) [4010567 views, 105606 likes] M4 Max MacBook Pro: I'm Convinced! https://www.youtube.com/watch?v=9HQx5pgUoiY YouTube video about m4 macbook pro review 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 abso...

etP2Th9g2hM (score:55, rel:0.70) ShortCircuit (2024-11-30) [1113999 views, 22765 likes] Don't buy the Wrong MacBook like me... - M4 MacBook Pro https://www.youtube.com/watch?v=etP2Th9g2hM YouTube video about m4 macbook pro review 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 M...

b4x8boB2KdI (score:55, rel:0.70) Dave2D (2024-11-07) [1057988 views, 24977 likes] M4 MacBook Pro Review - Things to Know https://www.youtube.com/watch?v=b4x8boB2KdI YouTube video about m4 macbook pro review 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 confi...

uPe9spXLfZY (score:50, rel:0.70) Created Tech (2025-07-07) [472845 views, 5082 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, rel:0.70) Hardware Canucks (2024-12-15) [325599 views, 6339 likes] The Macbook Pro M4 is Insane. https://www.youtube.com/watch?v=TfvIgdzImt4 YouTube video about m4 macbook pro review

a8Szdrnq0YM (score:49, rel:0.70) Brandon Butch (2025-02-03) [352593 views, 4309 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, rel:0.70) MacRumors (2024-12-17) [238619 views, 2874 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, rel:0.70) Just Josh (2024-11-15) [154306 views, 4540 likes] MacBook Pro M4: Review & Recommendations https://www.youtube.com/watch?v=5rN6CEO31gM YouTube video about m4 macbook pro review

i3eTKJav1VI (score:45, rel:0.70) Created Tech (2025-04-29) [137009 views, 1832 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, rel:0.70) Tech It Easy (2026-02-01) [3176 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

Total: Reddit=3, X=12, YouTube=10, HN=0, Web=0

HN - M4 MacBook Pro review

Reddit Discussions

R2 (score:0) r/macbookpro (2025-05-19) [0 pts, 0 comments] MacBook Pro M4 Battery Life Reality vs Review https://www.reddit.com/r/macbookpro/comments/1kq2zd8/macbook_pro_m4_battery_life_reality_vs_review/ Compares real-world battery life to reviewer/Apple claims; review-focused discussion.

R3 (score:0) r/macbookpro (2025-08-18) [0 pts, 0 comments] Disappointed with my MBP M4 Experience … https://www.reddit.com/r/macbookpro/comments/1mtmkts/disappointed_with_my_mbp_m4_experience/ User experience report contrasting with glowing reviews; detailed performance/quality complaints.

X/Twitter Posts

X4 (score:70) @remplug (2026-02-25) [1 likes, 1 rp] 🔥 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

Spac https://x.com/remplug/status/2026725100213465443 **

X9 (score:64) @principenemesis (2026-02-25) [0 likes, 0 rp] @JulianGoldieSEO @grok can a macbook pro m4 run this? https://x.com/principenemesis/status/2026716193042706852 **

X5 (score:64) @jameslmorton (2026-02-25) [1 likes, 0 rp] @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 https://x.com/jameslmorton/status/2026721943630786816 **

X6 (score:64) @bcofertas (2026-02-25) [0 likes, 0 rp] 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

App https://x.com/bcofertas/status/2026721014676099084 **

X7 (score:64) @toppromoalertas (2026-02-25) [0 likes, 0 rp] 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 Ma https://x.com/toppromoalertas/status/2026719111523237932 **

X8 (score:64) @grok (2026-02-25) [0 likes, 0 rp] 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) https://x.com/grok/status/2026716420269031652 **

X11 (score:56) @Steve_Lost_Jobs (2026-02-25) [1 likes, 0 rp] 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) [1 likes, 0 rp] No, Apple has not made any MacBook (Pro or otherwise) cost $299.

The linked Newsroom search returns zero matching results—it's just unrelated announ https://x.com/grok/status/2026727605517394283 **

YouTube Videos

TfvIgdzImt4 (score:50, rel:0.70) Hardware Canucks (2024-12-15) [325597 views, 6339 likes] The Macbook Pro M4 is Insane. https://www.youtube.com/watch?v=TfvIgdzImt4 YouTube video about m4 macbook pro review

anIVewgtbFc (score:48, rel:0.70) MacRumors (2024-12-17) [238616 views, 2874 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

Total: Reddit=3, X=12, YouTube=10, HN=0, Web=0

CROSS - M4 MacBook Pro review

Reddit Discussions

R1 (score:0) r/macbookpro (2025-08-18) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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/Twitter Posts

X4 (score:70) @remplug (2026-02-25) [1 likes, 1 rp] 🔥 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

Spac https://x.com/remplug/status/2026725100213465443 **

X9 (score:64) @principenemesis (2026-02-25) [0 likes, 0 rp] @JulianGoldieSEO @grok can a macbook pro m4 run this? https://x.com/principenemesis/status/2026716193042706852 **

X5 (score:64) @jameslmorton (2026-02-25) [1 likes, 0 rp] @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 https://x.com/jameslmorton/status/2026721943630786816 **

X6 (score:64) @bcofertas (2026-02-25) [0 likes, 0 rp] 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

App https://x.com/bcofertas/status/2026721014676099084 **

X7 (score:64) @toppromoalertas (2026-02-25) [0 likes, 0 rp] 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 Ma https://x.com/toppromoalertas/status/2026719111523237932 **

X8 (score:64) @grok (2026-02-25) [0 likes, 0 rp] 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) https://x.com/grok/status/2026716420269031652 **

X11 (score:56) @Steve_Lost_Jobs (2026-02-25) [1 likes, 0 rp] 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) [1 likes, 0 rp] No, Apple has not made any MacBook (Pro or otherwise) cost $299.

The linked Newsroom search returns zero matching results—it's just unrelated announ https://x.com/grok/status/2026727605517394283 **

YouTube Videos

9HQx5pgUoiY (score:63, rel:0.75) Marques Brownlee (2024-11-18) [4010567 views, 105606 likes] M4 Max MacBook Pro: I'm Convinced! https://www.youtube.com/watch?v=9HQx5pgUoiY YouTube: M4 Max MacBook Pro: I'm Convinced! 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 abso...

b4x8boB2KdI (score:63, rel:1.00) Dave2D (2024-11-07) [1057971 views, 24977 likes] M4 MacBook Pro Review - Things to Know https://www.youtube.com/watch?v=b4x8boB2KdI YouTube: M4 MacBook Pro Review - Things to Know 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 confi...

a8Szdrnq0YM (score:52, rel:1.00) Brandon Butch (2025-02-03) [352593 views, 4309 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, rel:0.75) ShortCircuit (2024-11-30) [1113999 views, 22765 likes] Don't buy the Wrong MacBook like me... - M4 MacBook Pro https://www.youtube.com/watch?v=etP2Th9g2hM YouTube: Don't buy the Wrong MacBook like me... - M4 MacBook Pro 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 M...

i3eTKJav1VI (score:45, rel:1.00) Created Tech (2025-04-29) [137009 views, 1832 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, rel:0.75) Created Tech (2025-07-07) [472845 views, 5082 likes] 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, rel:0.75) Hardware Canucks (2024-12-15) [325599 views, 6339 likes] The Macbook Pro M4 is Insane. https://www.youtube.com/watch?v=TfvIgdzImt4 YouTube: The Macbook Pro M4 is Insane.

anIVewgtbFc (score:38, rel:0.75) MacRumors (2024-12-17) [238619 views, 2874 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, rel:0.75) Max Tech (2025-04-18) [197898 views, 3077 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, rel:0.75) Max Tech (2024-12-09) [200580 views, 3345 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!?

Total: Reddit=3, X=12, YouTube=10, HN=0, Web=0

Base - best rap songs 2026

Reddit Discussions

R10 (score:57) r/TeenageRapFans (2026-02-15) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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 (None) [0 pts, 0 comments] 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/Twitter Posts

X5 (score:86) @Zika_gfx (2026-02-25) [11 likes, 5 rp] 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) [4 likes, 1 rp] @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) [0 likes, 0 rp] @Unfath0m4ble @robinthisbish @lilceaserthabp1 @RapWikip What You Saying by Lil Uzi Vert. Dropped Dec 2025, hit #1 on Hot Rap Songs in Jan 2026 (his 3r https://x.com/grok/status/2026467153046606064 **

X7 (score:64) @grok (2026-02-25) [0 likes, 0 rp] @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 Ho https://x.com/grok/status/2026518008827404632 **

X2 (score:64) @Ferginangi (2026-02-25) [0 likes, 0 rp] 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 # https://x.com/Ferginangi/status/2026696207557382298 **

X12 (score:62) @teammusic2046 (2026-02-23) [0 likes, 0 rp] [ ** STUDIO BOOTH ** ] ** DROPPING SOON - 2026 **🔥🔥🔥………..[ ALBUM : LOVE VS LOYALTY - DROPPING SOON ! ]………🔥🔥🔥 - ** ALL SONGS & BEATS, PRODUCED &amp https://x.com/teammusic2046/status/2026040965329191061 **

X11 (score:59) @IoWeul (2026-02-24) [2 likes, 0 rp] @PopBase Finally, @bts_bighit BTS will come back after completing their military service from 2022 to 2025. BTS served in the military to protect thei https://x.com/IoWeul/status/2026233090683863471 **

X8 (score:58) @grok (2026-02-25) [1 likes, 0 rp] 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. https://x.com/grok/status/2026498538075554040 **

X4 (score:58) @AlterEgoPopList (2026-02-25) [1 likes, 0 rp] 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, https://x.com/AlterEgoPopList/status/2026641456434393579 **

X3 (score:56) @WordsFromBlerds (2026-02-25) [1 likes, 0 rp] @_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) [1 likes, 0 rp] 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 # https://x.com/Ferginangi/status/2026705227366256880 **

X10 (score:55) @fo_sho52268 (2026-02-24) [1 likes, 0 rp] @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, rel:0.70) West Coast Finest (2026-01-29) [407260 views, 4228 likes] Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent https://www.youtube.com/watch?v=ZUExyc50ZVU YouTube video about rap songs 2026 Transcript: Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, ...

d1melQQVp6s (score:58, rel:0.70) DJ Noize (2026-02-14) [42707 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 YouTube video about rap songs 2026 Transcript: [music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Wh...

-KQpPySP93I (score:53, rel:0.70) DJ Noize (2026-02-21) [12955 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 YouTube video about rap songs 2026 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 ...

Total: Reddit=6, X=12, YouTube=3, HN=0, Web=0

HN - best rap songs 2026

Reddit Discussions

R6 (score:71) r/playlists (2026-02-19) [0 pts, 0 comments] Mix Rap Hiphop 2026 https://www.reddit.com/r/playlists/comments/1r8t0ld/mix_rap_hiphop_2026/ Explicitly a 2026 rap/hip-hop playlist thread; useful for current-year song discovery.

R8 (score:66) r/hiphopheads (2026-02-25) [0 pts, 0 comments] Daily Discussion Thread 02/24/2026 https://www.reddit.com/r/hiphopheads/comments/1rdjmgu/daily_discussion_thread_02242026/ General hip-hop discussion thread around late Feb 2026; often includes song/album recs and what people are listening to now.

R2 (score:60) r/musicplaylists (2026-02-02) [0 pts, 0 comments] Best 2026 Rap Playlist (178 saves) https://www.reddit.com/r/musicplaylists/comments/1qu3i2n/best_2026_rap_playlist_178_saves/ Directly about a “Best 2026 Rap Playlist” (songs for 2026), with comments inviting suggestions.

R18 (score:56) r/hiphop (2026-02-21) [0 pts, 0 comments] DFL - Art Of Life (2026) https://www.reddit.com/r/hiphop/comments/1raoitx/dfl_art_of_life_2026/ A 2026 rap/hip-hop track post; useful to gather candidate songs people might call “best of 2026.”

R19 (score:55) r/hiphop (2026-02-21) [0 pts, 0 comments] Plat Hav Pro - Get F'D Up (2026) https://www.reddit.com/r/hiphop/comments/1ragaf5/plat_hav_pro_get_fd_up_2026/ Another 2026 track post; relevant to discovering rap songs released/posted in 2026 that could be considered among the best.

R21 (score:55) r/TeenageRapFans (2026-02-15) [0 pts, 0 comments] 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’ discussion (not year-specific, but posted in 2026 and highly aligned with ‘best rap songs’ topic).

R13 (score:53) r/hiphopheads (2026-02-14) [0 pts, 0 comments] [DISCUSSION] Westside Gunn - 12 (1 Year Later) https://www.reddit.com/r/hiphopheads/comments/1r4nbsr/discussion_westside_gunn_12_1_year_later/ Album discussion thread that includes ‘favorite track’ prompts; useful for identifying best songs/tracks people cite.

R20 (score:51) r/hiphop (2026-02-16) [0 pts, 0 comments] Jody Lo - Ridiculous (2026) https://www.reddit.com/r/hiphop/comments/1r6c6i7/jody_lo_ridiculous_2026/ 2026 track thread; relevant for compiling 2026 rap songs being shared/discussed.

R15 (score:51) r/edranked (2026-02-01) [0 pts, 0 comments] Reddit Ranked: Hip Hop ‘26 https://www.reddit.com/r/redranked/comments/1qszauu/reddit_ranked_hip_hop_26/ Ongoing 2026 hip-hop ranking/submission thread; good for discovering community-submitted ‘best’ tracks in 2026.

R9 (score:49) r/hiphopheads (2026-02-01) [0 pts, 0 comments] Pre-Show Grammy Winners https://www.reddit.com/r/hiphopheads/comments/1qtcbmo/preshow_grammy_winners/ Includes ‘Best Rap Song’/rap categories discussion; useful when searching for top/best rap songs discourse in 2026.

X/Twitter Posts

X5 (score:86) @Zika_gfx (2026-02-25) [12 likes, 5 rp] Talking about meaningful rap songs...

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

X6 (score:68) @DPOSTS6 (2026-02-25) [4 likes, 1 rp] @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 **

X4 (score:58) @AlterEgoPopList (2026-02-25) [1 likes, 0 rp] 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, https://x.com/AlterEgoPopList/status/2026641456434393579 **

X3 (score:56) @WordsFromBlerds (2026-02-25) [1 likes, 0 rp] @_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 **

YouTube Videos

ZUExyc50ZVU (score:63, rel:0.70) West Coast Finest (2026-01-29) [407260 views, 4229 likes] Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent https://www.youtube.com/watch?v=ZUExyc50ZVU YouTube video about rap songs 2026 Transcript: Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, ...

Total: Reddit=10, X=12, YouTube=3, HN=0, Web=0

CROSS - best rap songs 2026

Reddit Discussions

R1 (score:57) r/edranked (2026-02-01) [0 pts, 0 comments] Reddit Ranked: Hip Hop ‘26 https://www.reddit.com/r/redranked/comments/1qszauu/reddit_ranked_hip_hop_26/ Explicitly about Hip Hop '26 submissions and ranking tracks (community-sourced 'best of 2026' style thread).

R9 (score:56) r/hiphopheads (2026-02-24) [0 pts, 0 comments] Daily Discussion Thread 02/24/2026 https://www.reddit.com/r/hiphopheads/comments/1rdjmgu/daily_discussion_thread_02242026/ General hip-hop discussion thread where users frequently share current favorite/best songs and recommendations (2026-dated).

R4 (score:56) r/hiphopheads (2026-02-14) [0 pts, 0 comments] [DISCUSSION] Drake & PARTYNXTDOOR - $OME $EXY $ONGS 4 U (1 Year Later) https://www.reddit.com/r/hiphopheads/comments/1r4cbez/discussion_drake_partynxtdoord_ome_exy_ongs_4_u_1/ Track-focused discussion about songs still in rotation; relevant to identifying standout rap/R&B tracks around 2026.

R21 (score:54) r/makemeaplaylist (2026-02-21) [0 pts, 0 comments] 2/22/2026 | Week 23 Playlist Competition https://www.reddit.com/r/makemeaplaylist/comments/1rb46m6/2222026_week_23_playlist_competition/ Playlist competition thread featuring an underground rap playlist winner; useful for surfacing 'best rap' picks around 2026.

R16 (score:53) r/TeenageRapFans (2026-02-15) [0 pts, 0 comments] 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 (highly aligned with best-rap-songs searching).

R18 (score:51) r/playlists (2026-02-15) [0 pts, 0 comments] Rick 2026 : Pop Dance RnB Chart Hits Rock Indie HipHop Divas Rap Gym 80s 90s 00s 10s 20s Party Music https://www.reddit.com/r/playlists/comments/1r5iuz5/rick_2026_pop_dance_rnb_chart_hits_rock_indie/ 2026-tagged playlist thread explicitly including HipHop/Rap; can be mined for top rap tracks in 2026 rotation.

R5 (score:48) r/hiphopheads (2026-02-01) [0 pts, 0 comments] Pre-Show Grammy Winners https://www.reddit.com/r/hiphopheads/comments/1qtcbmo/preshow_grammy_winners/ Includes Best Rap Song / Best Rap Performance winners; strong signal for 'best rap songs' discourse in 2026 season.

R8 (score:44) r/GoodAssSub (2026-02-02) [0 pts, 0 comments] Andre Toutman claims All The Love will be "song of the year" https://www.reddit.com/r/GoodAssSub/comments/1qty80z/andre_toutman_claims_all_the_love_will_be_song_of/ Direct 'song of the year' debate thread (rap/hip-hop community), aligned with 'best songs' discovery for 2026.

R6 (score:43) r/hiphopheads (2026-02-02) [0 pts, 0 comments] Kendrick Lamar Wins 2nd Record of the Year Grammy With SZA for ‘Luther’ https://www.reddit.com/r/hiphopheads/comments/1qtl5kr/kendrick_lamar_wins_2nd_record_of_the_year_grammy/ High-engagement thread about a major hip-hop adjacent song winning; useful for 'best songs' discussions around 2026.

R15 (score:42) r/musicteenager (2026-02-04) [0 pts, 0 comments] My top 25 rap songs of all time https://www.reddit.com/r/musicteenager/comments/1qvz9qu/my_top_25_rap_songs_of_all_time/ User-made ranked list of rap songs; while not 2026-specific, it matches the 'best rap songs' core subject.

R7 (score:41) r/KendrickLamar (2026-02-01) [0 pts, 0 comments] 68th Annual Grammy Awards [LIVE MEGATHREAD] https://www.reddit.com/r/KendrickLamar/comments/1qtczjl/68th_annual_grammy_awards_live_megathread/ Live discussion around Grammys 2026 including rap categories; good for discovering what Reddit called the best tracks.

X/Twitter Posts

X5 (score:86) @Zika_gfx (2026-02-25) [12 likes, 5 rp] Talking about meaningful rap songs...

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

X4 (score:58) @AlterEgoPopList (2026-02-25) [1 likes, 0 rp] 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, https://x.com/AlterEgoPopList/status/2026641456434393579 **

X3 (score:56) @WordsFromBlerds (2026-02-25) [1 likes, 0 rp] @_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 **

YouTube Videos

d1melQQVp6s (score:71, rel:1.00) DJ Noize (2026-02-14) [42713 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 YouTube: New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip H Transcript: [music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Wh...

-KQpPySP93I (score:66, rel:1.00) DJ Noize (2026-02-21) [12955 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 YouTube: New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153 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 ...

ZUExyc50ZVU (score:47, rel:0.33) West Coast Finest (2026-01-29) [407260 views, 4229 likes] Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent https://www.youtube.com/watch?v=ZUExyc50ZVU YouTube: Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa Transcript: Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, ...

Total: Reddit=11, X=12, YouTube=3, HN=0, Web=0

Base - React vs Svelte 2026

Reddit Discussions

R2 (score:67) r/eact (2026-02-10) [0 pts, 0 comments] 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) [0 pts, 0 comments] 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 (None) [0 pts, 0 comments] 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 (None) [0 pts, 0 comments] 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/Twitter Posts

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

@formisch_dev + @valibot = one source of truth, https://x.com/FabianHiller/status/2022345388603080834 **

X3 (score:57) @ConsciousRide (2026-02-15) [6 likes, 0 rp] Popular JavaScript Frameworks / Frontend Libraries (2025–2026 trends)

React: 🇺🇸 United States
Vue: 🇨🇳 China (created by Evan You)
Angu https://x.com/ConsciousRide/status/2023050160520278501 **

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

Python, JavaScript, C, C++, Java, HTML, CSS, TypeScript, React, Next.js, Vue, Angular, Svelte, Node.js, Express, https://x.com/singhprateek_25/status/2020094806735700154 **

X1 (score:52) @cityjsconf (2026-02-20) [0 likes, 1 rp] 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 https://x.com/cityjsconf/status/2024908272646398229 **

X2 (score:52) @dennydotio (2026-02-18) [1 likes, 0 rp] Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro etc... only exist because humans need organized code to stay sane.

Once https://x.com/dennydotio/status/2024195986890109320 **

X5 (score:52) @AzamCodes (2026-02-13) [2 likes, 0 rp] 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) [0 likes, 0 rp] [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) [0 likes, 0 rp] @babakfpk In 2026, picking React for a new project only really makes sense if you value ecosystem maturity, are following existing team habits, or nee https://x.com/nicobaogim/status/2020689628282667407 **

X12 (score:49) @Chubbi_Stephen (2026-02-07) [0 likes, 0 rp] 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: "Ju https://x.com/Chubbi_Stephen/status/2020087839648800853 **

YouTube Videos

yl0YWA2K2B0 (score:61, rel:0.70) Fireship (2025-10-17) [699597 views, 22894 likes] React wants to win you back… https://www.youtube.com/watch?v=yl0YWA2K2B0 YouTube video about react vs svelte 2026 Transcript: Last week, I got to participate in my favorite activity of the year. No, it wasn't watching all the overleveraged crypto...

MnpuK0MK4yo (score:61, rel:0.70) Beyond Fireship (2023-06-30) [697106 views, 25490 likes] React VS Svelte...10 Examples https://www.youtube.com/watch?v=MnpuK0MK4yo YouTube video about react vs svelte 2026 Transcript: any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are bu...

aYyZUDFZTrM (score:60, rel:0.70) Fireship (2024-10-24) [547841 views, 24456 likes] JavaScript framework reinvents itself… Did "runes" just ruin Svelte? https://www.youtube.com/watch?v=aYyZUDFZTrM YouTube video about react vs svelte 2026 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 ...

k7LhsqnJCe4 (score:51, rel:0.70) 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, rel:0.70) Ben Davis (2025-10-12) [24631 views, 1043 likes] I Was Wrong About Svelte... https://www.youtube.com/watch?v=IpJh0VEzMRo YouTube video about react vs svelte 2026

qwDp5pZA_TA (score:50, rel:0.70) 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, rel:0.70) Ben Davis (2026-01-06) [16900 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, rel:0.70) Code Hub (2025-10-30) [6454 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, rel:0.70) Daniel | Tech & Data (2023-11-26) [33905 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, rel:0.70) 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

Total: Reddit=4, X=9, YouTube=10, HN=0, Web=0

HN - React vs Svelte 2026

Reddit Discussions

R2 (score:66) r/eact (2026-02-10) [0 pts, 0 comments] 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 discussion (mentions Svelte 5 runes vs React hooks).

R1 (score:60) r/webdev (2026-02-02) [0 pts, 0 comments] 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 migration story from React to Svelte 5 with concrete perf/dev-ex tradeoffs; very relevant to 2026 comparisons.

R4 (score:46) r/sveltejs (None) [0 pts, 0 comments] When to choose React over Svelte https://www.reddit.com/r/sveltejs/comments/1jeknib/when_to_choose_react_over_svelte/ Decision-oriented thread explicitly contrasting when React vs Svelte makes sense (ecosystem/jobs/productivity).

X/Twitter Posts

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

@formisch_dev + @valibot = one source of truth, https://x.com/FabianHiller/status/2022345388603080834 **

X3 (score:57) @ConsciousRide (2026-02-15) [6 likes, 0 rp] Popular JavaScript Frameworks / Frontend Libraries (2025–2026 trends)

React: 🇺🇸 United States
Vue: 🇨🇳 China (created by Evan You)
Angu https://x.com/ConsciousRide/status/2023050160520278501 **

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

Python, JavaScript, C, C++, Java, HTML, CSS, TypeScript, React, Next.js, Vue, Angular, Svelte, Node.js, Express, https://x.com/singhprateek_25/status/2020094806735700154 **

X1 (score:52) @cityjsconf (2026-02-20) [0 likes, 1 rp] 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 https://x.com/cityjsconf/status/2024908272646398229 **

X2 (score:52) @dennydotio (2026-02-18) [1 likes, 0 rp] Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro etc... only exist because humans need organized code to stay sane.

Once https://x.com/dennydotio/status/2024195986890109320 **

X12 (score:49) @Chubbi_Stephen (2026-02-07) [0 likes, 0 rp] 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: "Ju https://x.com/Chubbi_Stephen/status/2020087839648800853 **

YouTube Videos

MnpuK0MK4yo (score:61, rel:0.70) Beyond Fireship (2023-06-30) [697142 views, 25490 likes] React VS Svelte...10 Examples https://www.youtube.com/watch?v=MnpuK0MK4yo YouTube video about react vs svelte 2026 Transcript: any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are bu...

aYyZUDFZTrM (score:60, rel:0.70) Fireship (2024-10-24) [547836 views, 24456 likes] JavaScript framework reinvents itself… Did "runes" just ruin Svelte? https://www.youtube.com/watch?v=aYyZUDFZTrM YouTube video about react vs svelte 2026 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 ...

fn_uSZW5psM (score:52, rel:0.70) CodeSource (2025-05-14) [57784 views, 2120 likes] The Untold Story of Svelte https://www.youtube.com/watch?v=fn_uSZW5psM YouTube video about react vs svelte 2026

IpJh0VEzMRo (score:49, rel:0.70) Ben Davis (2025-10-12) [24631 views, 1043 likes] I Was Wrong About Svelte... https://www.youtube.com/watch?v=IpJh0VEzMRo YouTube video about react vs svelte 2026

1cGtYEXGm8c (score:48, rel:0.70) Ben Davis (2026-01-06) [16899 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

qwDp5pZA_TA (score:47, rel:0.70) Code Hub (2026-02-08) [646 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

_vuVy21l2bU (score:44, rel:0.70) Code Hub (2025-10-30) [6454 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:40, rel:0.70) Daniel | Tech & Data (2023-11-26) [33905 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:31, rel:0.70) 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

Total: Reddit=3, X=9, YouTube=10, HN=0, Web=0

CROSS - React vs Svelte 2026

Reddit Discussions

R1 (score:61) r/webdev (2026-02-02) [0 pts, 0 comments] 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 practical comparison (DX, performance, ecosystem tradeoffs).

R6 (score:56) r/sveltejs (2026-02-02) [0 pts, 0 comments] I am building a content-heavy, bilingual government portal with listings, profiles, documents, filters, and forms. Came from .NET & React. Wondering if svelte might be a good option for a project like this? https://www.reddit.com/r/sveltejs/comments/1qtua45/i_am_building_a_contentheavy_bilingual_government/ Evaluates Svelte vs React suitability for a real project with constraints (accessibility, SEO, forms).

R4 (score:54) r/sveltejs (2026-01-28) [0 pts, 0 comments] Is Svelte easier than React? https://www.reddit.com/r/sveltejs/comments/1qpdzx5/is_svelte_easier_than_react/ Direct comparison thread about perceived simplicity of Svelte vs React (recent 2026 discussion).

R8 (score:52) r/sveltejs (2026-01-31) [0 pts, 0 comments] When should i start learning Svelte ? https://www.reddit.com/r/sveltejs/comments/1qr8xsm/when_should_i_start_learning_svelte/ React vs Svelte learning/adoption discussion, including arguments about replacing React for performance issues.

R9 (score:49) r/sveltejs (2026-01-30) [0 pts, 0 comments] How is going svelte? https://www.reddit.com/r/sveltejs/comments/1qrdhba/how_is_going_svelte/ General state-of-Svelte discussion with explicit mentions comparing to React and job-market pragmatism.

X/Twitter Posts

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

@formisch_dev + @valibot = one source of truth, https://x.com/FabianHiller/status/2022345388603080834 **

X3 (score:57) @ConsciousRide (2026-02-15) [6 likes, 0 rp] Popular JavaScript Frameworks / Frontend Libraries (2025–2026 trends)

React: 🇺🇸 United States
Vue: 🇨🇳 China (created by Evan You)
Angu https://x.com/ConsciousRide/status/2023050160520278501 **

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

Python, JavaScript, C, C++, Java, HTML, CSS, TypeScript, React, Next.js, Vue, Angular, Svelte, Node.js, Express, https://x.com/singhprateek_25/status/2020094806735700154 **

X1 (score:52) @cityjsconf (2026-02-20) [0 likes, 1 rp] 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 https://x.com/cityjsconf/status/2024908272646398229 **

X2 (score:52) @dennydotio (2026-02-18) [1 likes, 0 rp] Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro etc... only exist because humans need organized code to stay sane.

Once https://x.com/dennydotio/status/2024195986890109320 **

X12 (score:49) @Chubbi_Stephen (2026-02-07) [0 likes, 0 rp] 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: "Ju https://x.com/Chubbi_Stephen/status/2020087839648800853 **

YouTube Videos

MnpuK0MK4yo (score:63, rel:0.75) Beyond Fireship (2023-06-30) [697142 views, 25490 likes] React VS Svelte...10 Examples https://www.youtube.com/watch?v=MnpuK0MK4yo YouTube: React VS Svelte...10 Examples Transcript: any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are bu...

qwDp5pZA_TA (score:49, rel:0.75) Code Hub (2026-02-08) [646 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: The Front-end Frameworks Guide 2026: React vs Angular vs Vue

_vuVy21l2bU (score:46, rel:0.75) Code Hub (2025-10-30) [6454 views, 204 likes] React vs Svelte: The Brutal Honest Comparison EVER https://www.youtube.com/watch?v=_vuVy21l2bU YouTube: React vs Svelte: The Brutal Honest Comparison EVER

41HXdxGekZ0 (score:45, rel:1.00) 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: Vue vs React vs Svelte (2026) - Which One Is BEST?

1BCsdaeYv0A (score:42, rel:0.75) Daniel | Tech & Data (2023-11-26) [33905 views, 0 likes] Svelte vs React in 2025 - Make the RIGHT Choice (Difference Explained) https://www.youtube.com/watch?v=1BCsdaeYv0A *YouTube: Svelte vs React in 2025 - Make the RIGHT Choice (Difference *

yl0YWA2K2B0 (score:40, rel:0.25) Fireship (2025-10-17) [699597 views, 22894 likes] React wants to win you back… https://www.youtube.com/watch?v=yl0YWA2K2B0 YouTube: React wants to win you back… Transcript: Last week, I got to participate in my favorite activity of the year. No, it wasn't watching all the overleveraged crypto...

aYyZUDFZTrM (score:40, rel:0.25) Fireship (2024-10-24) [547836 views, 24456 likes] JavaScript framework reinvents itself… Did "runes" just ruin Svelte? https://www.youtube.com/watch?v=aYyZUDFZTrM YouTube: JavaScript framework reinvents itself… Did "runes" just ruin 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 ...

fn_uSZW5psM (score:31, rel:0.25) CodeSource (2025-05-14) [57782 views, 2120 likes] The Untold Story of Svelte https://www.youtube.com/watch?v=fn_uSZW5psM YouTube: The Untold Story of Svelte

IpJh0VEzMRo (score:29, rel:0.25) Ben Davis (2025-10-12) [24635 views, 1043 likes] I Was Wrong About Svelte... https://www.youtube.com/watch?v=IpJh0VEzMRo YouTube: I Was Wrong About Svelte...

1cGtYEXGm8c (score:28, rel:0.25) Ben Davis (2026-01-06) [16899 views, 793 likes] This is THE Framework You Should be Using in 2026 https://www.youtube.com/watch?v=1cGtYEXGm8c YouTube: This is THE Framework You Should be Using in 2026

Total: Reddit=6, X=9, YouTube=10, HN=0, Web=0

155 KiB Raw Blame History Unescape Escape

15-Test Side-by-Side Comparison: Base vs HN vs CROSS

Executive Summary

Test Configuration

5 Test Topics

Full Results: Source Coverage (15 runs)

Full Results: YouTube Relevance Scores (15 runs)

YouTube Matched-Item Analysis (Base vs CROSS, same videos)

Full Results: Cross-Source Links (CROSS only)

With hybrid fix (token+trigram Jaccard at 0.40):

Full Results: Score Distributions (Top 10)

Full Results: Source Diversity (Shannon Entropy, Top 15)

Full Results: HN Value-Add

Scoring Verdict

Category Winners

Why CROSS Wins

Why CROSS Is Not Yet the GOAT

GOAT Improvement Plan: Make CROSS the Best Version

Priority 1: Fix Cross-Source Linking (HIGH IMPACT)

Priority 2: Human-Readable Cross-Ref Tags (MEDIUM IMPACT)

Priority 3: YouTube Synonym Awareness (LOW IMPACT)

Priority 4: HN Search Broadening (LOW IMPACT)

Not Recommended

Raw Data

Full Research Output (15 runs)

Base - Claude Code skills and MCP servers

Reddit Discussions

X/Twitter Posts

YouTube Videos

HN - Claude Code skills and MCP servers

Reddit Discussions

X/Twitter Posts

YouTube Videos

Hacker News Stories

CROSS - Claude Code skills and MCP servers

Reddit Discussions

X/Twitter Posts

YouTube Videos

Hacker News Stories

Base - Seedance AI video generation

Reddit Discussions

X/Twitter Posts

YouTube Videos

HN - Seedance AI video generation

Reddit Discussions

X/Twitter Posts

YouTube Videos

Hacker News Stories

CROSS - Seedance AI video generation

Reddit Discussions

X/Twitter Posts

YouTube Videos

Hacker News Stories

Base - M4 MacBook Pro review

Reddit Discussions

X/Twitter Posts

YouTube Videos

HN - M4 MacBook Pro review

Reddit Discussions

X/Twitter Posts

YouTube Videos

CROSS - M4 MacBook Pro review

Reddit Discussions

X/Twitter Posts

YouTube Videos

Base - best rap songs 2026

Reddit Discussions

X/Twitter Posts

YouTube Videos

HN - best rap songs 2026

Reddit Discussions

X/Twitter Posts

YouTube Videos

CROSS - best rap songs 2026

Reddit Discussions

X/Twitter Posts

YouTube Videos

Base - React vs Svelte 2026

Reddit Discussions

X/Twitter Posts

155 KiB

Raw Blame History