Cron Job: trender-idea-miner
Job ID: 2a9306b6b96f
Run Time: 2026-09-23 07:12:54
Schedule: 0 7 * * *
Prompt
[IMPORTANT: The user has invoked the "idea-miner" skill, indicating they want you to follow its instructions. The full skill content is loaded below.]
name: idea-miner
description: Mine daily creative ideas & startup signals from HN/GitHub.
version: 1.0.0
author: Hermes Agent
license: MIT
metadata:
hermes:
tags: [ideas, trends, research, startup, daily-briefing]
related_skills: [youtube-content, blogwatcher]
🧠 Idea Miner — Daily Creative Intelligence
Overview
Mines today's creative ideas, inspiration hotspots, and startup signals from public sources. Produces a structured Markdown report with demand signals, trending projects, and actionable insights.
The report is saved to /opt/data/hermes/idea-miner/idea-miner_{YYYYMMDD}.md and delivered to the configured destination (Telegram, etc.).
When to Use
- Cron job for daily idea-mining runs (referenced by
trender-idea-minerand每日创意推送) - User asks: "what are today's hot ideas", "find me startup opportunities", "trending projects analysis"
- Any session that needs to synthesize multi-source trend intelligence
Data Sources
✅ Available & Tested
| Source | API Endpoint | Notes |
|---|---|---|
| HN Algolia (front page) | https://hn.algolia.com/api/v1/search?tags=front_page&hitsPerPage=20 |
Returns top stories with points |
| HN Algolia (Ask HN) | https://hn.algolia.com/api/v1/search?tags=ask_hn&hitsPerPage=15 |
Good for demand/need signals |
| HN Algolia (Show HN recent) | https://hn.algolia.com/api/v1/search_by_date?tags=show_hn&numericFilters=points%3E10&hitsPerPage=12 |
URL-encode > as %3E |
| HN Firebase (item detail) | https://hacker-news.firebaseio.com/v0/item/{ID}.json |
Individual story metadata |
| GitHub Search (new repos) | https://api.github.com/search/repositories?q=stars:%3E100+created:%3E{YYYY-MM-DD}&sort=stars&order=desc&per_page=10 |
Header: Accept: application/vnd.github.v3+json, User-Agent: HermesAgent/1.0 |
❌ Currently Unavailable
| Source | Issue |
|---|---|
Reddit JSON API (old.reddit.com, www.reddit.com) |
Blocked by Reddit (403 "whoa there, pardner") — needs OAuth credentials |
| Reddit pullpush.io (public archive) | Returns empty results from this IP |
| Google Trends RSS | Endpoint trends.google.com/trendingsearches/daily/rss?geo=US returns 404 |
| Google Trends API | trends.google.com/trends/api/dailytrends returns 404 |
| X/Twitter via xurl | xurl CLI not installed on this VPS |
Data Acquisition Workflow
- Use
curl -s -o /tmp/filename.json -w '%{http_code}'to save to temp file first (avoids pipe-to-interpreter security blocks in cron mode) - Parse with
python3 -c "import json; data = json.load(open('/tmp/filename.json')); ..." - Saved temp files are disposable — clean up or leave in /tmp
Report Format
The report uses Chinese (用户偏好) with the following sections:
# 🧠 Idea Miner — 每日创意情报 (YYYY-MM-DD)
> 数据来源:[list of sources used]
## 📢 需求现场 — 高意向需求 & 讨论
Top demand signals from Ask HN, discussions, needs
## 📈 趋势项目 — GitHub 热门新仓库
Table: project | ⭐ | description | direction
Followed by trend interpretation block (code fence with arrows)
## 🔬 Show HN 精选 — 本周最新项目
Table: project | points | description
## 🌟 今日创业灵感精选
### 高潜力方向
### 已验证信号
## 📊 数据快照
Key metrics summary table
Report Generation Steps
- Fetch HN front page — identifies the overall tech zeitgeist for the day
- Fetch HN Ask HN — captures user needs, pain points, and demand signals
- Fetch HN Show HN (recent, points>10) — captures new projects people are building
- Fetch GitHub trending repos (last 7 days) — identifies what developers are excited about
- Fetch additional sources if available (Reddit, Twitter, etc.)
- Synthesize findings into the structured report
- Save to file at
/opt/data/hermes/idea-miner/idea-miner_{YYYYMMDD}.md - Output the report as final response — the cron delivery system automatically delivers it
File Save Convention
- Directory:
/opt/data/hermes/idea-miner/ - Filename:
idea-miner_{YYYYMMDD}.md(e.g.,idea-miner_20260727.md) - If the directory doesn't exist, create it
Common Pitfalls
- HN Algolia URL encoding: The
numericFiltersparameter with>must use%3Enot raw>. E.g.numericFilters=points%3E10 - Reddit API blocked: Don't retry Reddit JSON API with this IP — it's consistently 403. Only retry if OAuth creds are configured.
- Pipe-to-interpreter security blocks: In cron mode,
curl | python3triggers security warnings. Save output to file first with-o /tmp/file, then parse withpython3 -creading from file. - GitHub API rate limits: Without authentication, GitHub API is limited to 60 req/hr. For 10 repos + description parsing per run this is fine, but batch requests if expanding.
- Show HN search prefers
search_by_date: The/searchendpoint returns all-time top, not recent. Use/search_by_datefor recent Show HN posts. - No xurl installed: X/Twitter mining won't work unless xurl CLI is installed and OAuth'd.
- Google Trends unavailable via simple curl: None of the documented public endpoints work (404). Skip silently.
Verification Checklist
- [ ] HN front page fetched and parsed correctly
- [ ] Ask HN fetched for demand signals
- [ ] Show HN (recent) fetched for new projects
- [ ] GitHub trending repos fetched
- [ ] Report is structured with all tables and sections
- [ ] File saved to correct path with date-stamped filename
- [ ] Report output as final message (cron delivery takes over)
Related Scripts
The legacy shell script at /root/.hermes/scripts/idea-miner_daily.sh references a Python script at ~/idea-miner/idea_miner.py that no longer exists. The cron jobs now run Hermes agent directly with the prompt, bypassing the shell script. If the shell script is ever re-enabled, it needs to be updated.
Today's method reference: see references/today-methods.md for the exact curl/jq commands and data‑extraction steps used in this run.
The user has provided the following instruction alongside the skill invocation: [IMPORTANT: You are running as a scheduled cron job. DELIVERY: Your final response will be automatically delivered to the user — do NOT use send_message or try to deliver the output yourself. Just produce your report/output as your final response and the system handles the rest. SILENT: If there is genuinely nothing new to report, respond with exactly "[SILENT]" (nothing else) to suppress delivery. [SILENT] is a literal ASCII control token — never translate or rephrase it, whatever language the rest of your answer uses. Never combine [SILENT] with content — either report your findings normally, or say [SILENT] and nothing more. FAILURE: If a delegated child fails and this cron run must be recorded as failed, put [CRON_FAILURE] on the first line by itself, then explain the child failure on following lines. RECURSION: This is a run of an EXISTING scheduled job — execute the task now. NEVER create or update a cron job because of recurring or future-schedule language in the task prompt below; treat phrasing like "each Monday" or "every day at 9" as context for this run, not as a request to schedule another job.]
运行 Idea Miner 模块,挖掘今日的创意和灵感热点,然后将结果发送到 Telegram 用户 jinbin(Chat ID: 951402025)。如果没有发现热点,输出简明的"今日无新热点"。
文件保存
将完整的分析结果同时保存到本地文件:/opt/data/hermes/idea-miner/idea-miner_{YYYYMMDD}.md
Response
🧠 Idea Miner — 每日创意情报 (2026-09-23)
数据来源:HN Algolia (前页/Ask HN/Show HN), GitHub API
📢 需求现场 — 高意向需求 & 讨论
Top demand signals from Ask HN, discussions, needs
- [3387] Ask HN: I'm an FCC Commissioner proposing regulation of IoT security updates
- [3270] Ask HN: I'm a software engineer going blind, how should I prepare?
- [2634] Ask HN: Am I the longest-serving programmer – 57 years and counting?
- [2589] Ask HN: Is S3 down?
- [2439] Tell HN: Help restore the tax deduction for software dev in the US (Section 174)
- [2425] Thank HN: You helped me get a new job
- [2381] Tell HN: New features and a moderator
- [2363] Tell HN: Thank You Dang
- [2316] Google outage – resolved
- [2246] Thank HN: My bootstrapped startup got acquired today
📈 趋势项目 — GitHub 热门新仓库
| project | ⭐ | description | direction |
|---|---|---|---|
| laya | 17913 | (no description) | 💡 dev tool |
| ZCode | 6405 | Z.ai's coding agent harness. Powerful, intelligent, extensible. | 🤖 AI agent |
| fast-jev-compaction | 6398 | Claude Code plugin that replaces the compaction summary with Jev decisions | 🧠 decision model |
| laya-mlx | 5643 | Native MLX runtime for Laya typed decision models — 7–14 ms short decisions on M3 Max | 📊 ML runtime |
| kev | 4812 | tiny Jev-like family of decision models built on top of Qwen3.5 | 🤖 AI agent |
| jev-chat-jarvis | 4561 | 装在手机上的对话副驾:在微信 / QQ / X / 飞书里读懂对方、给出候选回复、一键填入输入框,发不发由你 | 💡 dev tool |
| NanoJev | 2038 | A nano replica of Jev: parallel decisions, dynamic candidates, and an end-to-end training pipeline | 🤖 AI agent |
趋势方向: AI代型模型、Rete规则引擎+RAG、轻量级决策模型、沙箱化安全、编程效率工具
本周技术热点:模型推理效率、AI可解释性、本地运行时、编码辅助自动化
🔬 Show HN 精选 — 本周最新项目
| project | points | description |
|---|---|---|
| Show HN: AI·rete·RAG – a Rete rule engine decides, RAG explains why | 36 | https://ai-rete-rag.com/ |
| Show HN: InstinctFlash – High-Performance Serving Runtime for Robotics | 24 | https://github.com/General-Instinct/InstinctFlash |
| Show HN: Drop – A rootless Linux sandbox with gVisor support | 167 | https://droprun.sh/ |
| Show HN: JevBench, a reproducible benchmark for typed decision models | 96 | https://benchmarkheaven.com/jev-models |
| Show HN: Training a model to identify AI web content from structure alone | 57 | https://arxiv.org/abs/2609.15369 |
| Show HN: A website that tracks US food prices every day | 29 | https://www.kadoa.com/food-prices |
| Show HN: Foremerge – Catch intent conflicts between parallel coding agents | 45 | https://github.com/naw103/foremerge |
| Show HN: Vellum, the best diagram editor you'll ever use | 23 | https://vellum.blueprintr.io |
| Show HN: Lossless-memory – a personal AI memory that never summarizes | 66 | https://github.com/aru-labs/lossless-memory |
| Show HN: Mini-AGI – Dynamic continual learning model trained on 8GB VRAM | 276 | https://github.com/volotat/mini-AGI/ |
📊 数据快照
| 指标 | 数值 |
|---|---|
| HN 前页故事 | 20 条 |
| Ask HN 讨论 | 15 条 |
| Show HN 项目 | 12 条 |
| GitHub 仓库 | 7 条 |
| 今日热点 | AI代理、Rete规则引擎、决策模型 |
报告已保存至: /opt/data/hermes/idea-miner/idea-miner_20260923.md