datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
smol-worldcup
🏟️ Smol AI WorldCup — SHIFT Benchmark
The world's first 5-axis evaluation framework for small language models.
Not just "how smart?" — but "how honest? how fast? how small? how efficient?"
🏟️ Leaderboard
huggingface.co/spaces/ginigen-ai/smol-worldcup
📊 Dataset
huggingface.co/datasets/ginigen-ai/smol-worldcup
🏅 ALL Bench
huggingface.co/spaces/FINAL-Bench/all-bench-leaderboard
🏆 Official Ranking: WCS (WorldCup Score)
WCS = √( SHIFT × PIR_norm )… See the full description on the dataset page: https://huggingface.co/datasets/ginigen-ai/smol-worldcup.LongBench
LongBench
Dataset Summary
LongBench is a bilingual, multitask benchmark for evaluating long-context understanding in large language models. It covers long-text application scenarios including single-document question answering, multi-document question answering, summarization, few-shot learning, synthetic long-context tasks, and code completion.
This Hugging Face dataset repository repackages locally downloaded LongBench JSONL files into a clean, typed, data-only… See the full description on the dataset page: https://huggingface.co/datasets/GinkgoQ/LongBench.gingiris-seo-geo
SEO & GEO Growth Playbook
Rank on Google AND get cited by AI search engines — the dual-engine SEO + GEO strategy guide behind ~32K impressions/month, built from AFFiNE's 60K organic stars + 150 AI startup consultations
English | 中文
📦 Install
npx skills add Gingiris-1031/gingiris-seo-geo
Then ask your AI agent:
"Audit my SaaS site for SEO/GEO" or "Make my blog visible to ChatGPT and Perplexity"
Installs the complete SEO + GEO… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-seo-geo.gingiris-user-interview
User Interview Playbook 2026
Find PMF through founder-led conversations — the exact framework behind HeyGen's 937 interviews, JTBD scripts, screen-share protocols, and S/A/B/C user tier grading
English | 中文 | 日本語 | 한국어
📦 Install
npx skills add Gingiris-1031/gingiris-user-interview
Then ask your AI agent:
"Help me design PMF validation interviews" · "Draft questions for our 10 power users" · "Build a churn diagnostic interview script" ·… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-user-interview.gingiris-aso-growth
ASO & App Cold Start Playbook 2026
Rank your app without buying installs — App Store Optimization + UGC creator matrix + 90-day cold start framework used by 30+ indie apps (an anonymized client product)
English | 中文
📦 Install
npx skills add Gingiris-1031/gingiris-aso-growth
Then ask your AI agent:
"我刚上架 iOS app,怎么做冷启动 ASO?" · "Help me plan a TikTok UGC campaign for my mobile app" · "Compare App Store vs Google Play optimization for my… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-aso-growth.finewiki
This is an updated and better extracted version of the wikimedia/Wikipedia dataset originally released in 2023. We carefully parsed Wikipedia HTML dumps from August of 2025 covering 325 languages.
This dataset:
fully renders templates as it was extracted from HTML and not markdown dumps
removes redirects, disambiguation, and other non main article pages
includes detailed metadata such as page ID, title, last modified date, wikidate ID, version and markdown version of the textpreserves… See the full description on the dataset page: https://huggingface.co/datasets/ginipick/finewiki.gingiris-kol-outreach
🤝 KOL Outreach & Influencer Marketing Playbook
The complete KOL outreach SOP, influencer marketing strategy, creator partnership playbook — from discovery to ROI tracking, pricing benchmarks, email templates, content packages, platform algorithm optimization
English | 中文 | 日本語 | 한국어
📦 Install
npx skills add Gingiris-1031/gingiris-kol-outreach
Then ask your AI agent:
"Find 30 KOLs for our dev tool launch" or "Draft DMs to 5 YouTubers in… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-kol-outreach.gingiris-b2b-growth
📈 Gingiris B2B SaaS Growth Playbook
Scale your B2B SaaS from PMF to $10M ARR — PLG/SLG motion selection, affiliate marketing, channel partnerships. Battle-tested with HeyGen, Deel, Vercel, Supabase, and AWS case studies. Built by Iris (生姜iris), Forbes Asia 30 Under 30.
English | 中文 | 日本語 | 한국어
📦 Install
npx skills add Gingiris-1031/gingiris-b2b-growth
Then ask your AI agent:
"We're a B2B SaaS at $5k MRR — how do I scale to $50k?" or "Should we switch from… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-b2b-growth.gingiris-go-global
🌏 Gingiris Go Global — AI Product/SaaS Go-Global Complete SOP
AI产品/SaaS企业出海完整SOP — 从竞品调研到Launch到商业化的全流程操作手册
English | 中文 | 日本語 | 한국어
📦 Install on ClawHub
clawhub install gingiris-go-global
Then ask your AI agent:
"Our Chinese SaaS wants to expand to US — plan it" or "Localize our product for Japan in 60 days"
Installs the AI product international expansion SOP — Phase 0 market validation, positioning recalibration for foreign market, first-100-users… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-go-global.gingiris-ugc-matrix
UGC Matrix Growth Playbook
The complete UGC matrix playbook — scale user-generated content with AI + real creators, creator recruitment SOP, incentive design, multi-platform distribution. CPM $0.5 proven at $10M ARR in 60 days.
English | 中文 | 日本語 | 한국어
📦 Install on ClawHub
clawhub install gingiris-ugc-matrix
Then ask your AI agent:
"Scale our UGC from 5 to 50 creators in 60 days" or "Design incentive structure for our content matrix"… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-ugc-matrix.Metacognition-Bench
Metacognition-Bench
"Not whether a model knows the answer — but whether it knows when it might be wrong, and can correct itself."
Metacognition-Bench is a curated benchmark of 300 metacognitive-trap problems that measure functional metacognition in Large Language Models: the ability to detect and recover from one's own reasoning errors, rather than final-answer accuracy alone.
Every problem embeds a hidden_trap — a seductive but wrong reasoning path that makes even capable… See the full description on the dataset page: https://huggingface.co/datasets/ginigen-ai/Metacognition-Bench.gingiris-github-star-growth
⭐ GitHub Star Sustained Growth Playbook
Monthly 300+ star growth SOP — From 10K to 60K+ stars, battle-tested with AFFiNE & Client Project A
English | 中文 | 日本語 | 한국어
📦 Install on ClawHub
clawhub install gingiris-github-star-growth
Then ask your AI agent:
"We have 800 stars and growth stalled. Get us to 5k in 6 months" or "Plan this month's GitHub star sprint"
Installs the sustained GitHub star growth playbook — monthly 300+ star… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-github-star-growth.gingiris-growth-finder
🧭 Gingiris Growth Finder 2026
Stop guessing which growth playbook to use. Describe your product type, stage, and channel gap — this meta-router diagnoses your situation and routes to the right specialist across 42 battle-tested playbooks.
📦 Install
npx skills add Gingiris-1031/gingiris-growth-finder
After install, in any AI agent:
"Help me grow my open-source project" · "如何做 PH 发布" · "B2B SaaS 怎么做 PLG" · "App 怎么做 ASO" · "Reddit 账号被 shadow ban 了怎么办"… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-growth-finder.gingiris-seo-geo-agent
SEO/GEO Agent SOP 2026
Run autonomous SEO at $50-100/month — the day-by-day agent SOP behind ~32K Google impressions/month + AI search citation on ChatGPT/Perplexity/Claude (replaces a $3-10K/month agency)
English | 中文 | 日本語 | 한국어
📦 Install
npx skills add Gingiris-1031/gingiris-seo-geo-agent
Then ask your AI agent:
"Run today's SEO/GEO patrol on gingiris.tools" · "Generate daily report: which keywords are on Google page 1?" · "Find pages… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-seo-geo-agent.gingiris-twitter-agent-ops
Twitter/X Agent Operations — AI 自动运营完整 SOP
🌍 Language / 语言: 中文 | English | 日本語 | 한국어
实战验证:一个 AI agent 持续运营 @WeiYipei,粉丝从 1,150 增长至 3,679(截至 2026-07-30),日均发布 1 条,全程自动化运营。v2 大幅升级:对话式 context 收集、强制日报循环、红线自检 checklist。
本 skill 适用于任何支持 system prompt 的 AI agent(Claude Code, Cursor, Trae, GPT)。
一、系统架构概览
┌─────────────────────────────────────────────┐
│ Twitter Agent Operations │
├─────────────────────────────────────────────┤
│… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-twitter-agent-ops.gr
Gingiris Growth Router
Install one lightweight router instead of the full collection:
npx skills add Gingiris-1031/gingiris-skills --skill gr
The router asks at most three progressive multiple-choice questions, selects
one specialist skill, and defaults to a token-conscious Markdown preview.
Quick mode uses one specialist and up to three public pages. Office files and
deep multi-source research require explicit confirmation.
Browse all playbooks: https://gingiris.tools/skills/… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gr.growth-hacking-playbook
Growth Hacking Playbook — Viral Loops & Rapid Experimentation
50 growth hacking tactics ranked by effort vs impact. Each experiment includes setup instructions, expected timeline, and success metrics. Data-driven priori...
📦 Install on ClawHub
clawhub install growth-hacking-playbook
Then ask your AI agent:
"Design a viral loop for our new productivity app"
Installs the full Growth Hacking Playbook — Viral Loops & Rapid Experimentation playbook —… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/growth-hacking-playbook.github-stars-playbook
Github Stars Playbook
A 14-day sprint to rapidly grow GitHub stars for your repository. Tactical day-by-day plan covering Show HN, Reddit, Twitter/X threads, and GitHub Trending m...
📦 Install on ClawHub
clawhub install github-stars-playbook
Then ask your AI agent:
"I just open-sourced my AI tool. Get to 1k GitHub stars in 30 days"
Installs the full Github Stars Playbook playbook — battle-tested with 30+ Product Hunt #1 wins, AFFiNE 60K+ GitHub stars, and… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/github-stars-playbook.gingiris-seo-geo-agent
SEO/GEO Agent SOP 2026
Run autonomous SEO at $50-100/month — the day-by-day agent SOP behind ~32K Google impressions/month + AI search citation on ChatGPT/Perplexity/Claude (replaces a $3-10K/month agency)
English | 中文 | 日本語 | 한국어
📦 Install
npx skills add Gingiris-1031/gingiris-seo-geo-agent
Then ask your AI agent:
"Run today's SEO/GEO patrol on gingiris.tools" · "Generate daily report: which keywords are on Google page 1?" · "Find pages… See the full description on the dataset page: https://huggingface.co/datasets/danielzw36/gingiris-seo-geo-agent.gingiris-launch
🚀 Gingiris AI Product Global Launch Playbook
Launch your product to Product Hunt #1 — the exact 4-week playbook behind 30+ daily wins including Manus, Devin, and AFFiNE (60k GitHub stars). Built by Iris (生姜iris), Forbes Asia 30 Under 30, former cofounder & COO of AFFiNE.
English | 中文 | 日本語 | 한국어
📦 Install
npx skills add Gingiris-1031/gingiris-launch
Then ask your AI agent:
"Plan my Product Hunt launch 4 weeks out" or "Draft maker comments for our AI… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-launch.devrel-playbook
Devrel Playbook
Complete Developer Relations playbook — from community building to documentation strategy to event planning. Covers Discord/Slack management, conference spea...
📦 Install on ClawHub
clawhub install devrel-playbook
Then ask your AI agent:
"Build a DevRel function for our developer tool from scratch"
Installs the full Devrel Playbook playbook — battle-tested with 30+ Product Hunt #1 wins, AFFiNE 60K+ GitHub stars, and 150+ AI startup… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/devrel-playbook.gingiris-reddit-marketing
Reddit Marketing Playbook 2026
The complete Reddit operations SOP for AI/SaaS founders. Battle-tested by AFFiNE Reddit campaigns generating 3-4万 (30K-40K) effective impressions with 5-8% GitHub Star conversion.
📊 Hero Stats — Why This Matters Now
Stat
Value
Source
Reddit's share of ChatGPT/Claude training data
40.11%
The highest-weighted English UGC source in AI training datasets
AFFiNE Reddit campaign — effective impressions
30,000–40,000
Iris-led… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-reddit-marketing.community-building-playbook
Community Building Playbook
Build engaged developer and user communities from scratch — Ambassador programs, CLG, Discord/Slack setup, event ops, health KPIs
English | 中文
Need a 1-on-1 community strategy call? Book a session — Contact @Iris_carrot on Telegram
Or visit gingiris.tools — Iris's full skill library and consulting practice.
What is this?
A battle-tested community building playbook for developer tools and SaaS products. Real… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/community-building-playbook.agent-workflow-playbook
Agent Workflow Playbook
AI Agent Workflow & Skill Architecture Guide — Design patterns for building autonomous AI agent systems, plugin marketplaces, and multi-agent orchestration....
📦 Install on ClawHub
clawhub install agent-workflow-playbook
Then ask your AI agent:
"Design an autonomous AI agent workflow for our customer support"
Installs the full Agent Workflow Playbook playbook — battle-tested with 30+ Product Hunt #1 wins, AFFiNE 60K+ GitHub stars, and… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/agent-workflow-playbook.product-dev-ops-playbook
Product Dev Ops Playbook — Cross-Functional Sprint Alignment SOP
Complete Product × Engineering × Operations alignment SOP — from unified backlog to 10-day sprint cadence to veto power rules.
📦 Install on ClawHub
clawhub install product-dev-ops-playbook
Then ask your AI agent:
"Design a 10-day sprint cadence for our 8-person product+eng team"
Installs the complete Product × Engineering × Operations alignment SOP — dual-layer Kanban, 10-day sprint cadence… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/product-dev-ops-playbook.gingiris-opensource
⭐ Open Source Launch Marketing Playbook 2026
Go from 0 to 10K GitHub stars in 43 days — the exact OSS launch sequence behind AFFiNE's 0→60K stars: Show HN timing, Reddit seeding, 48-hour star spike, Chinese developer community distribution (Gitee, 掘金, V2EX), and sustained content velocity.
📦 Install
npx skills add Gingiris-1031/gingiris-opensource
Then ask your AI agent:
"I just open-sourced my AI agent framework, plan my 30-day push to 1K GitHub stars" ·… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/gingiris-opensource.product-hunt-playbook
Product Hunt Launch Playbook
30x Daily #1 | 3x Weekly #1 | 1x Monthly #1
English | 中文 | 日本語 | 한국어
📦 Install on ClawHub
clawhub install product-hunt-playbook
Then ask your AI agent:
"Plan our PH launch for next Tuesday" or "Draft maker comments that don't sound like marketing"
Installs the #1-Day Product Hunt playbook — ranking algorithm explained, hunter outreach scripts, hour-by-hour launch-day timeline, maker comment templates, post-launch momentum… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/product-hunt-playbook.aso-playbook
ASO Playbook — App Store Optimization & Mobile Growth
Beginner-friendly App Store Optimization guide covering keyword research, screenshot design, rating management, and A/B testing for iOS and Android. By @WeiY...
📦 Install on ClawHub
clawhub install aso-playbook
Then ask your AI agent:
"We just shipped iOS. Plan 30-day ASO + UGC cold start."
Installs the full ASO Playbook — App Store Optimization & Mobile Growth playbook — battle-tested with 30+ Product… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/aso-playbook.llama_vi_52k
Llama 2 Vietnamese dataset
Bộ dữ liệu Alpaca được dịch sang tiếng Việt theo chuẩn Llama 2 Prompt.
Prompt template
<s>[INST] <<SYS>>
{system_message}
<</SYS>>
{user_message_1} [/INST] {model_reply_1}</s><s>[INST] {user_message_2} [/INST]
Tác giả
Iambestfeed
Alex Nguyen
Thanh Trần
startup-consultant
Startup Consultant
Startup growth consulting agent specializing in Product Hunt launches, open-source marketing, and Go-to-Market audits. Get expert-level strategic reviews and...
📦 Install on ClawHub
clawhub install startup-consultant
Then ask your AI agent:
"I have a B2B SaaS at $5k MRR. Plan growth to $50k."
Installs the full Startup Consultant playbook — battle-tested with 30+ Product Hunt #1 wins, AFFiNE 60K+ GitHub stars, and 150+ AI startup… See the full description on the dataset page: https://huggingface.co/datasets/Gingiris/startup-consultant.
