Idea From Daily

What it does

When your agent uses it

• User says /idea-from-daily
• Pick idea from daily

Example prompts

• “/idea-from-daily”
• “从今日推荐启动研究”
• “pick idea from daily”
• “/idea-from-daily”

Requirements

• Python 3
• Pre-approved tools (allowed-tools): Bash(*), Read, Write, Edit, Grep, Glob, Agent, Skill, AskUserQuestion

Workflow steps

6 steps, taken from the step headings in SKILL.md.

1. 1Interactive Setup
2. 2Find ideas
3. 3Display ideas
4. 4Select idea
5. 5Choose pipeline
6. 6Confirm and launch

What it can do on your machine

Read from SKILL.md and the folder at commit 0bdbc9e. It shows what the files ask for, not the result of running them.

• Tool permissions

  Pre-approves these tools, so the agent can use them without asking each time:

  • Bash(*)
  • Read
  • Write
  • Edit
  • Grep
  • Glob
  • Agent
  • Skill
  • AskUserQuestion

  From allowed-tools in the SKILL.md frontmatter.

• Runs code

  Shell commands in SKILL.md call:

  • gh
  • python

  From the folder's file list and the shell code blocks in SKILL.md.

• Network

  Links to these hosts (documentation or services it may open):

  • github.com

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names no API keys, tokens, secrets or passwords.

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Idea From Daily loads about 775 tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 183 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~76

When it runs · the whole SKILL.md, loaded when a task matches

~775

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

• NotePre-approves every shell command (allowed-tools: Bash)SKILL.md

  allowed-tools: Bash(*), Read, Write, Edit, Grep, Glob, Agent, Skill, AskUserQuestion

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from AI45Lab/iDeer at commit 0bdbc9e, republished under its AGPL-3.0 licence (© AI45Lab). 183 words, ~775 tokens.

name

idea-from-daily

description

Bridge daily recommender ideas to research pipelines. Read history/ideas/{date}/ideas.json OR generate ideas yourself from today's scored items, then route to /idea-creator, /idea-discovery, or /research-pipeline. Use when user says '/idea-from-daily', '从今日推荐启动研究', 'pick idea from daily'.

allowed-tools

Bash(*), Read, Write, Edit, Grep, Glob, Agent, Skill, AskUserQuestion

argument-hint

[date] [--idea N]

gh api user/starred/LiYu0524/iDeer --silent 2>/dev/null && echo "STARRED" || echo "NOT_STARRED"

cd $PROJECT_DIR
echo '$IDEAS_JSON' | python -m pipeline.agent_bridge save-ideas --date {date}

ls $IDEAS_DIR/ 2>/dev/null
ls $HISTORY_DIR/arxiv/ 2>/dev/null

| #  | 标题           | 分数  | 方向       | 关联项目        | Research Direction (EN)          |
|----|---------------|------|-----------|----------------|----------------------------------|
| 1  | 中文标题        | 8.5  | Safety    | AgentDoG       | One-line English direction...    |
| 2  | ...           | ...  | ...       | ...            | ...                              |

选择一个 idea 编号（或输入 all 查看详情）:

🔬 选择研究管线：

  1. Quick — /idea-creator
     → 快速头脑风暴 + 排序（~10min）

  2. Full — /idea-discovery
     → 文献调研 → 头脑风暴 → 新颖性检验 → 评审（~30min）

  3. End-to-end — /research-pipeline
     → 从 idea 到实验到论文，全自动（~2h+）

默认: 2 (Full)

✅ 即将启动：
  Idea: {title}
  Direction: {research_direction}
  Pipeline: /idea-discovery

  开始？[Y/n]

DIRECTION = "{research_direction}. Hypothesis: {hypothesis_en}. Inspired by: {sources with URLs}"

© AI45Lab, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/idea-from-daily of AI45Lab/iDeer.

Open the folder on GitHubat commit 0bdbc9e