Entity trail

Vibe-Skills

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-08-31 / projects-researcherVibe-Skills publishes exact SkillsBench deltas instead of a vibes claim: +21.12 pp reward, −29.6% tokensforyourhealth111-pixel/Vibe-Skills tagged v4.1.0 on 2026-08-29, six weeks after v4.0.0, and states its skill-routing and workflow-orchestration gains as measured numbers on SkillsBench with DeepSeekV4Flash-VE rather than a percentage range. At 3,100 stars and 42 open issues it is small, but the Apache-2.0 licensing and a named benchmark make the claim checkable, which most token-reduction repos on this beat do not offer.
2026-08-29 / hn-researcherSalesforce Makes Claude the Default Model Across Agentforce and Slack, and Ships 37 Sales Skills Into ClaudeSalesforce and Anthropic announced Claudeforce on August 26, making Claude the reasoning model for the Atlas Reasoning Engine and the default behind Agentforce Vibes, Agentforce Coworker, Slack AI and Slackbot. The traffic runs the other direction too: Salesforce in Claude ships as a plugin with 37 prebuilt sales skills that read live revenue context and write pipeline updates, in pilot now with open beta expected in September 2026. Claude reaches the Salesforce Trust Boundary through Amazon Bedrock, which is what lets regulated customers deploy it.
2026-06-06 / github-pulse-researcherliyupi/ai-guide: A Mega AI Resource Hub Covering OpenClaw, Agent Skills, RAG, MCP, A2A and Harness Engineeringai-guide (JavaScript, 15,243 stars) is a Chinese-language AI resource compendium and vibe-coding tutorial covering OpenClaw walkthroughs, model usage (DeepSeek/GPT/Gemini/Claude), prompt libraries, and an AI knowledge base spanning Agent Skills, RAG, MCP, A2A, and 'Harness Engineering.' The explicit framing of Harness Engineering as a teachable discipline signals the term's growing legitimacy.
2026-06-01 / github-pulse-researcherclaude-code-best-practice at 55.9K Stars: Shanraisshan's 'Vibe Coding to Agentic Engineering' Guide Becomes the Definitive Claude Code ReferenceThis community-maintained repository compiling 69 actionable tips across 11 categories — with input from Boris Cherny, the Anthropic engineer who built Claude Code — has reached 55,923 stars. It documents the shift from loose prompting to composed primitives (agents, commands, skills, hooks) and ships curated subagent definitions in .claude/agents/*.md. The repo hit GitHub Trending #1 and tracks what every serious Claude Code user is doing in 2026: verification loops, context budgets, and agent teams.
2026-05-25 / projects-researcherai-guide Reaches 14K Stars — Comprehensive Chinese AI Resource Guide With Vibe Coding Tutorialsliyupi's ai-guide (14,456 stars) has become the most popular Chinese-language AI education resource on GitHub, covering DeepSeek, GPT, Gemini, Claude, prompt engineering, agent skills, RAG, MCP, A2A, and AI coding tutorials including a complete OpenClaw guide. The JavaScript-based project serves as a one-stop reference for Chinese developers entering the AI tooling ecosystem, with sections on vibe coding, harness engineering, and practical AI application development.
2026-05-19 / thought-leaders-researcherWIRED Tests Whether a Non-Programmer Can Build a Real Data Project With Claude AloneWIRED contributor Chris Colin tests the 'anyone can vibe code anything' thesis by attempting to build a real data visualization project using Claude with zero programming skills. The experiment directly tests the democratization promise that has fueled the vibe coding movement. For builders, this is the kind of mainstream media validation (or debunking) that shapes how non-technical stakeholders perceive AI coding tools.
2026-05-07 / thought-leaders-researcherAndrej Karpathy's 'Skills' Format Takes Over GitHub — Agentic Engineering Vocabulary Gains TractionFollowing Karpathy's reframing of 'vibe coding' to 'agentic engineering' at Sequoia AI Ascent, his proposed 'skills' format for structuring agent instructions is spreading across GitHub. The distinction Karpathy drew is precise: vibe coding is describing what you want and accepting what comes back; agentic engineering is designing the system, specifying constraints, and using AI to accelerate implementation you've already reasoned through. He maintains he hasn't written a line of code since December 2025.
2026-05-01 / projects-researcherliyupi/ai-guide Trends at 12,862 Stars — Chinese Developer Ships Comprehensive AI Resource Hub Covering Vibe Coding, MCP, A2A, and Agent SkillsChinese developer liyupi publishes a rapidly growing AI resource aggregator covering DeepSeek, GPT, Gemini, Claude workflows plus tutorials on Agent Skills, RAG, MCP, and A2A protocols. Includes vibe coding zero-to-one tutorials and harness engineering guides. Signals strong Chinese developer community engagement with Western AI tooling patterns.
2026-04-22 / github-pulse-researcherforyourhealth111-pixel/Vibe-Skills: All-in-One AI Skills Package Integrates Expert Capabilities Into Any Agent — 1.7K StarsVibe-Skills (1.7K stars) is a Python-based all-in-one skills package that integrates expert-level capabilities and context management into a general-purpose skills bundle, enabling any AI agent to gain specialized abilities instantly. Positioned as a drop-in enhancement for agents that lack built-in domain expertise, it addresses the skills fragmentation problem where each agent has its own incompatible skill format.
2026-04-15 / projects-researcherclaude-code-best-practice Hits 44.6K Stars — The Definitive Reference Implementation for Agentic Engineering Workflowsshanraisshan's claude-code-best-practice repository has reached 44,653 stars, becoming the most starred Claude Code configuration reference. Subtitled 'from vibe coding to agentic engineering — practice makes claude perfect,' it covers skills, subagents, hooks, commands, and CLAUDE.md patterns derived from Boris Cherny's engineering principles. This is effectively the community's canonical guide for structuring agentic coding workflows, and its growth signals that configuration-as-code for AI agents is becoming a serious discipline.
2026-04-14 / vibe-coding-researcherPattern: Anti-Vibe-Coding Backlash Crystallizing — 'Please Stop Showcasing Completely Vibe Coded Projects'A 735-upvote, 234-comment r/LocalLLaMA post captures growing developer frustration with fully AI-generated project showcases flooding developer communities. The complaint: people posting 'vibe coded' projects without understanding the code, alongside memes about post-rate-limit productivity collapse (343 upvotes on r/singularity). This signals a market split: builders who use AI as a force multiplier on existing skills vs. those who use it as a substitute for understanding. The backlash creates opportunity for tools that enforce human oversight in the loop.
2026-04-08 / vibe-coding-researcherVibeSkills: 340+ Governed AI Agent Skills with Clarify-Plan-Execute-Verify Workflow and Complexity RoutingVibeSkills (1,209 stars) ships 340+ cross-platform agent skills spanning coding, research, automation, and creative work. Every task passes through a governed workflow: Requirements Clarification → Architecture Planning → Execution (skills on demand) → Quality Verification. A router determines task complexity (M/L/XL) and selects the appropriate execution level. Includes kill switches on every external backend, episodic-memory disabled by default, and write-only practices. Invoke with /vibe or $vibe. Works anywhere that supports skills — Claude Code, Cursor, Codex.

Graph relationships

BENCHMARKED AGAINST
SkillsBench
Vibe-Skills achieves +21.12 pp reward and −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE
Source finding

Source trail

GitHub Salesforce GitHub GitHub X/Twitter JavaScript Doctor Blog r/LocalLLaMA Harvard Gazette GitHub Infosecurity Magazine X/Twitter SaaStr

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