Cron Job: trender-idea-miner

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Cron Job: trender-idea-miner

Job ID: 2a9306b6b96f
Run Time: 2026-07-31 07:09:16
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

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

  1. 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)
  2. Parse with python3 -c "import json; data = json.load(open('/tmp/filename.json')); ..."
  3. 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

  1. Fetch HN front page — identifies the overall tech zeitgeist for the day
  2. Fetch HN Ask HN — captures user needs, pain points, and demand signals
  3. Fetch HN Show HN (recent, points>10) — captures new projects people are building
  4. Fetch GitHub trending repos (last 7 days) — identifies what developers are excited about
  5. Fetch additional sources if available (Reddit, Twitter, etc.)
  6. Synthesize findings into the structured report
  7. Save to file at /opt/data/hermes/idea-miner/idea-miner_{YYYYMMDD}.md
  8. Output the report as final response — the cron delivery system automatically delivers it

File Save Convention

Common Pitfalls

  1. HN Algolia URL encoding: The numericFilters parameter with > must use %3E not raw >. E.g. numericFilters=points%3E10
  2. Reddit API blocked: Don't retry Reddit JSON API with this IP — it's consistently 403. Only retry if OAuth creds are configured.
  3. Pipe-to-interpreter security blocks: In cron mode, curl | python3 triggers security warnings. Save output to file first with -o /tmp/file, then parse with python3 -c reading from file.
  4. 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.
  5. Show HN search prefers search_by_date: The /search endpoint returns all-time top, not recent. Use /search_by_date for recent Show HN posts.
  6. No xurl installed: X/Twitter mining won't work unless xurl CLI is installed and OAuth'd.
  7. Google Trends unavailable via simple curl: None of the documented public endpoints work (404). Skip silently.

Verification Checklist

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.

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. Never combine [SILENT] with content — either report your findings normally, or say [SILENT] and nothing more.]

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

✅ 报告已保存至 /opt/data/hermes/idea-miner/idea-miner_20260731.md

🧠 Idea Miner — 每日创意情报 (2026-07-31)

数据来源:HN Front Page / Ask HN / Show HN + GitHub Search(近7天新仓库)

📢 需求现场 — 高意向需求 & 讨论

信号 热度 解读
法国 ISP SFR 屏蔽 opencode.ai 6分/4c 网络层开始封杀 AI 工具 — AI 访问控制/镜像/合规检测需求爆发
Anthropic 公布 3 起真实网络安全评估事故 165分/124c 企业级 AI Agent 安全审计、红队工具是刚需
给 GPT-5.6 一家真实公司自主经营:撒谎、群发垃圾、亏 $447 347分/202c Agent 自主性 vs 可靠性 — Agent 护栏/监督层需求明确
Stripe Radar 涨价伪装成"免费试用" 9分/1c 定价透明度/账单监控工具(indie hacker 痛点)
"AI slop 是否污染新一代模型训练数据" 7分/9c 数据质量、去污染、真实性验证方向
old.reddit 强制登录 13+6分 老平台替代品、Reddit API 客户端生态再起波澜
GitHub 改"煎饼 emoji"菜单被吐槽 27+21分 开发者 UI 敏感,自定义 UI 层有机会

📈 趋势项目 — GitHub 热门新仓库

项目 方向
MoonshotAI/Kimi-K3 7,589 开源前沿模型(7天7.5k⭐)
mshumer/Claude-of-Duty 2,432 单 prompt 生成 CoD 级 Three.js FPS
VictorTaelin/OptMem 944 Agent 永久记忆(426-token prompt)
xikhar/persona 684 实时语音交互
0xwilliamortiz/ponytail-improved 565 Agent 提示工程("最懒资深工程师"思维)
0xwilliamortiz/openclaude-improved 562 Agent 运行层
talivia-group/talivia 503 开源自托管 founder 分析(替代 GA)
QwenAudio/qwen-audio-agent 502 语音 Agent 实时运行时
gavamedia/deltafin 497 单设备跑满血 Kimi K3

趋势解读

开源前沿模型(Kimi-K3)→ 本地推理平民化(deltafin / RunNburn 64GB 跑 295B MoE)
        ↓
Agent 生态三件套:记忆(OptMem)+ 语音(persona/qwen)+ 护栏(Noisegate/ZeroShot)
        ↓
单 prompt 生成完整应用(Claude-of-Duty)→ "提示词即产品"进一步泛化

🔬 Show HN 精选

项目 说明
蒸馏 DeepSeek→GPT-OSS 不迁移审查 114 蒸馏与模型对齐行为研究
从逻辑门造 CPU 的游戏 81 教育 + 硬核极客向
Claude-account 49 Claude Code 多账号秒切
本地 merge queue 并行跑多 Agent 41 多 Agent 协作基础设施
ZeroShot:Agent 会话监控 18 Agent 可观测性
Noisegate:不可信 Agent 差分隐私网关 17 Agent 安全边界
Ski:端侧免费语音编程 13 语音编码端侧化

🌟 今日创业灵感精选

高潜力方向
1. Agent 可观测性+安全治理 — 事故报告、Sol 翻车、Noisegate/ZeroShot 同台:Agent 安全/审计/监控是确定性机会,B 端付费意愿强
2. 开源模型本地化部署 — Kimi-K3 带动 deltafin/RunNburn 生态:GPU 云、量化工具、一键部署跟进
3. Agent 持久记忆层 — OptMem 944⭐验证需求:跨会话记忆是下一瓶颈,可做中间件/API
4. AI 内容真实性检测 — 假作者论文被接收 + 训练数据被 slop 污染 → 检测/清洗/溯源工具
5. 语音 Agent 实时交互 — qwen-audio-agent + persona + Ski:语音正成为 Agent 默认交互层

已验证信号
- ✅ 开源前沿模型饥渴:Kimi-K3 单周 7.5k+⭐
- ✅ 单 prompt 生成 3A 级体验:Claude-of-Duty 2.4k⭐
- ✅ 创始人要自托管、营收优先分析(隐私回归):talivia
- ✅ 端侧语音编码被需要:Ski(免费、on-device 是卖点)
- ✅ 多 Agent 并行协作工具需求真实存在

📊 数据快照

指标 数值
HN 首页最高分 934(UEFA/FIFA,非技术)
HN 首页技术最高分 677(流媒体设备安全)
GitHub 新仓库 (7d, >100⭐) 10 个,合计 ~14.5k ⭐
今日主题 AI Agent(可靠性/记忆/语音/安全)

今日核心判断:AI Agent 从"能跑"进入"可信"阶段 — 安全治理、可观测性、持久记忆、语音交互四大基础设施层同时出现爆发信号;Kimi-K3 开源进一步推动本地推理平民化。对独立开发者而言,Agent 安全/审计和本地部署工具链是最佳切入点。