Curated AI-agent tools for market analysis, public-source research, product discovery, and Python CLI engineering.
This list is maintained by AdvancingTitans. It focuses on small, practical tools that turn public data into usable evidence: reports, briefs, product ideas, and agent-ready command-line workflows.
| Need | Use | What It Gives You |
|---|---|---|
| Daily stock market recap | stock-analysis |
Evidence-driven A/HK/US market reports, sector rotation, portfolio review, JSON evidence packs |
| Personal investing cockpit | young-stock-cli |
Watchlists, local profile memory, stock/fund reports, PDF export, Feishu/Lark delivery |
| Trend and topic discovery | hotspot-research-suite |
PyPI CLI for topic intelligence, public-source signals, structured Chinese briefs |
| Long-form research reports | hotspot-research-skill |
Installable research-agent skill with source verification and PDF-ready Markdown |
| Micro-SaaS ideas | pain-miner |
Community pain-point mining from Reddit, Hacker News, V2EX, and public pages |
| Python CLI design | cli-creator-skill |
Agent skill for designing, scaffolding, packaging, and auditing Python CLI tools |
Evidence-driven stock market analysis CLI for A-shares, Hong Kong stocks, US stocks, funds, and portfolios.
- Best for: market recap automation, agent-consumable evidence, portfolio risk notes.
- Search terms:
stock-market,a-shares,market-data,portfolio-analysis,quantitative-finance. - Repo: https://github.com/AdvancingTitans/stock-analysis
Personal investing cockpit CLI for A/HK/US stocks, funds, watchlists, PDF reports, and Lark delivery.
- Best for: daily personal investing workflow, local profiles, after-hours reports.
- Search terms:
stock-report,investment-research,trading-tools,pypi,ai-agent. - Repo: https://github.com/AdvancingTitans/young-stock-cli
AI research agent for trend discovery, public-source analysis, and Lark-ready Chinese briefs.
- Best for: finding timely, evidence-backed, low-competition writing and research topics.
- Search terms:
research-agent,trend-analysis,osint,topic-discovery,report-generation. - Repo: https://github.com/AdvancingTitans/hotspot-research-suite
Installable research-agent skill for public-source hotspot discovery and professional long-form reports.
- Best for: agent workflows that need source gates, report templates, and PDF-ready Markdown.
- Search terms:
agent-skill,public-sources,market-research,knowledge-work,codex-skills. - Repo: https://github.com/AdvancingTitans/hotspot-research-skill
Community pain-point mining CLI and AI-agent skill for finding micro-SaaS and indie product ideas.
- Best for: validating product ideas before writing code.
- Search terms:
pain-points,micro-saas,customer-discovery,startup-ideas,social-listening. - Repo: https://github.com/AdvancingTitans/pain-miner
Installable AI-agent skill for designing, scaffolding, packaging, and auditing Python CLI tools.
- Best for: building Python CLIs with better UX, diagnostics, packaging, and release checks.
- Search terms:
python-packaging,argparse,developer-tools,code-review,static-analysis. - Repo: https://github.com/AdvancingTitans/cli-creator-skill
Use these as first-pass posts for communities. Keep the linked demo concrete and avoid broad launch language.
Show HN: Pain Miner - mine Reddit/HN/V2EX pain points into micro-SaaS ideas
I built a small no-login Python CLI + AI-agent skill that takes a target audience, finds active communities, collects high-signal posts/comments, and turns the evidence into product idea prompts.
Example:
python3 scripts/pain_miner.py run --target "indie SaaS founders" --hours 168 --fetch-comments --out result.json
The useful bit is not the scraping itself, but the evidence shape: every idea has to trace back to actual posts, scores, comments, and pain themes. It currently supports Reddit archive/API paths, Hacker News, V2EX, and public-page fallback.
Repo: https://github.com/AdvancingTitans/pain-miner
I made Pain Miner: a small CLI + AI-agent skill that mines Reddit/HN/V2EX pain points and turns them into micro-SaaS idea evidence.
Input: "indie SaaS founders"
Output: communities, hot posts, pain themes, product ideas, copy hooks.
https://github.com/AdvancingTitans/pain-miner
做了一个小工具 Pain Miner：输入目标用户，比如「独立 SaaS 创业者」「跨境卖家」「新手父母」，它会去 Reddit / HN / V2EX 找相关社区和高讨论帖子，输出结构化 JSON，再交给 AI 生成痛点聚类、产品创意和文案钩子。
我自己主要想解决一个问题：不要拍脑袋做产品，先看真实用户在抱怨什么。
Repo: https://github.com/AdvancingTitans/pain-miner
I built stock-analysis: an evidence-driven CLI for A-shares, Hong Kong stocks, US stocks, funds, and portfolio review.
It produces deterministic Markdown reports and JSON evidence packs: market breadth, sector rotation, capital flow, holdings exposure, and risk notes.
Repo: https://github.com/AdvancingTitans/stock-analysis
Suggestions are welcome, especially small tools that are:
- usable from the command line,
- friendly to AI-agent workflows,
- grounded in public or user-provided evidence,
- easy to install and verify.
MIT.