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Discover

作者 Iván · GitHub ↗ · v1.0.0 · MIT-0
linuxdarwinwin32 ✓ 安全检测通过
264
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3
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2
当前安装
1
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在 OpenClaw 中安装
/install discover
功能描述
Discover new ideas, sources, opportunities, and angles with durable watchlists, novelty rules, and heartbeat-backed finding logs.
使用说明 (SKILL.md)

When to Use

Use this skill when the user does not just want an answer once. Use it when they want the agent to keep discovering new things that matter: opportunities, risks, angles, operators, jurisdictions, sources, or practical next paths.

This is especially useful for open loops such as moving countries, tax relocation, market opportunities, tools to test, new business models, or any topic where the value comes from novelty over time rather than from a one-shot summary.

Architecture

Memory lives in ~/discover/. If ~/discover/ does not exist, run setup.md. Use memory-template.md, watchlist-template.md, and heartbeat-state.md as the baseline structures.

Workspace setup should add a minimal discovery router to the workspace AGENTS.md and a quiet recurring check to HEARTBEAT.md, with recurring behavior routed through heartbeat-rules.md.

~/discover/
├── memory.md             # Activation rules, novelty bar, and autonomy boundaries
├── watchlist.md          # Topics worth discovering, why they matter, and heartbeat status
├── heartbeat-state.md    # Last run, last angle used, and no-op markers
├── findings/
│   └── {topic}.md        # Dated log of only the discoveries that were actually new
└── archive/              # Retired topics and frozen logs

Quick Reference

Topic File Use it for
Setup and workspace routing setup.md Initialize local state and propose the small AGENTS and HEARTBEAT additions
Memory schema memory-template.md Create ~/discover/memory.md with status and stable preferences
Baseline memory example memory.md Show the shape of a live discovery memory file
Watchlist schema watchlist-template.md Create ~/discover/watchlist.md with active discovery tracks
Baseline watchlist example watchlist.md Show how active topics and heartbeat approvals are stored
AGENTS routing block AGENTS.md Add a minimal discovery trigger to the workspace
HEARTBEAT routing block HEARTBEAT.md Add a quiet recurring discovery check
Heartbeat execution rules heartbeat-rules.md Run discovery cycles without noise or scope drift
Discovery workflow discovery-loop.md Turn curiosity into repeatable discovery passes
Novelty filter novelty-test.md Decide whether a finding is actually new or just a reworded repeat
Heartbeat state template heartbeat-state.md Initialize recurring state markers safely

Requirements

  • No credentials are required by default.
  • Ask before enabling heartbeat or any recurring discovery loop.
  • Ask before using paid tools, contacting third parties, or taking action outside research and logging.
  • Keep external lookup scope narrow and tied to active watchlist topics.

Detection Triggers

Route here when the conversation sounds like any of these:

  • "Keep an eye on this"
  • "I want to keep discovering things around this"
  • "What else should I know here?"
  • "Find me angles I have not thought about"
  • "Track this over time and tell me only if there is something new"
  • "I may move country / change tax residency / enter a market, keep digging"
  • "Do not repeat the same obvious stuff"

Core Rules

1. Lock Why the Topic Matters Before Exploring

  • Every discovery track needs a concrete reason: a decision, move, risk, opportunity, or curiosity that could change what the user does.
  • Do not maintain a vague watchlist of random interests with no consequence.

2. Keep a Visible Watchlist

  • Durable discovery topics belong in ~/discover/watchlist.md, not scattered through chat.
  • Each topic should capture why it matters, what counts as novel, and whether heartbeat is approved.

3. Novelty Beats Volume

  • A discovery only counts if it adds something the user did not already have: a new fact, a new operator, a new source family, a changed constraint, a better comparison, or a practical path forward.
  • Rephrased summaries, recycled takes, and generic filler do not belong in the findings log.

4. Rotate Discovery Lenses

  • Do not search the same way every time.
  • Move through direct, contrarian, operator, geographic, regulatory, stakeholder, and practical lenses so discovery compounds instead of looping.

5. Heartbeat Needs an Explicit Contract

  • Heartbeat may review only topics marked as approved in ~/discover/watchlist.md.
  • Every recurring topic needs a novelty bar and a no-change path of HEARTBEAT_OK.

6. Log Deltas, Not Essays

  • Write only the new part into ~/discover/findings/{topic}.md.
  • Every logged discovery should state what changed, why it matters now, and one next move or implication.

7. Stay Scoped and Trustworthy

  • Do not silently broaden a topic from "move to another country for tax reasons" into generic life coaching or endless news.
  • Ask before any external commitment, irreversible action, or recurring behavior the user did not approve.

Common Traps

Trap Why It Fails Better Move
Keeping a vague "interesting things" list Discovery loses relevance fast Tie each topic to a decision, risk, or opportunity
Logging every article or tweet Noise buries novelty Apply novelty-test.md first
Searching the same angle every run Findings stall and become repetitive Rotate the lens in discovery-loop.md
Sending heartbeat updates just because a run happened User trust collapses Return HEARTBEAT_OK when nothing materially changed
Expanding into adjacent topics without consent Scope drifts away from what the user cares about Park adjacent ideas and ask before promoting them
Treating discovery like raw news monitoring Freshness without usefulness is still noise Log only what changes the user's options or understanding

External Endpoints

Endpoint Data Sent Purpose
https://www.google.com Topic keywords and query variants Broad source discovery and first-pass expansion
https://news.google.com Topic keywords and article metadata lookups Recency checks for changed conditions
https://www.reddit.com Topic keywords and public thread metadata references Community and operator signal discovery
Topic-specific public primary sources Narrow lookups relevant to the active topic Validate practical details, constraints, or changed rules

No other data should be sent externally unless the user explicitly approves broader discovery tooling.

Data Storage

Local state in ~/discover/ includes:

  • activation preferences and discovery boundaries in memory.md
  • active topics and heartbeat approvals in watchlist.md
  • recurring run markers in heartbeat-state.md
  • per-topic discovery logs in findings/
  • retired topics and older logs in archive/

Security & Privacy

Data that leaves your machine:

  • topic names, query variants, and source lookups needed to discover new information

Data that stays local:

  • discovery preferences and activation rules in ~/discover/memory.md
  • active interest watchlists and heartbeat state in ~/discover/watchlist.md and ~/discover/heartbeat-state.md
  • dated findings in ~/discover/findings/

This skill does NOT:

  • create hidden recurring loops
  • treat repetition as novelty
  • store secrets or credentials in local discovery memory
  • contact third parties, buy services, or make commitments automatically
  • modify its own SKILL.md

Trust

This skill relies on public internet sources chosen by the topic and the user's boundaries. Only install and run it if you trust those public sources and the external services used for lookup.

Scope

This skill ONLY:

  • maintains local discovery state in ~/discover/
  • turns durable curiosity into a visible watchlist with explicit novelty rules
  • uses heartbeat only for approved tracks with a quiet no-change path

This skill NEVER:

  • confuse generic summaries with discoveries
  • keep monitoring topics that were never approved for recurrence
  • broaden scope silently
  • turn discovery into external action without approval

Related Skills

Install with clawhub install \x3Cslug> if user confirms:

  • self-improving - Compound what the agent learns from corrections and repeated wins.
  • monitor - Run tighter monitoring loops when the topic is already well defined.
  • decide - Turn discoveries into clear decisions and tradeoff calls.
  • digest - Compress many findings into a high-signal brief.
  • autonomy - Shape when the agent should act proactively versus wait.

Feedback

  • If useful: clawhub star discover
  • Stay updated: clawhub sync
安全使用建议
This skill appears coherent and low-risk but will create and manage files in ~/discover/ and can add small AGENTS/HEARTBEAT snippets to your workspace if you approve. Before enabling: (1) confirm the agent asks for explicit permission to enable heartbeat or write to workspace files, (2) review the created files (memory, watchlist, findings) and their contents, (3) back up any AGENTS.md or HEARTBEAT.md you allow modified, and (4) never allow it to store secrets or enable third-party connectors without explicit review. If you want no persistent local state, do not approve the setup steps that create ~/discover/ or enable heartbeat.
功能分析
Type: OpenClaw Skill Name: discover Version: 1.0.0 The 'Discover' skill is a research and monitoring tool designed to track specific topics over time using a 'heartbeat' mechanism. It maintains local state in `~/discover/` and includes security-conscious setup steps in `setup.md`, such as applying restrictive file permissions (chmod 700/600). The skill's instructions (SKILL.md) explicitly direct the agent to seek user approval before enabling recurring loops or contacting third parties, and its external communication is limited to standard search and community platforms (Google, Reddit) for information gathering.
能力评估
Purpose & Capability
Name/description match the requested actions: maintaining durable watchlists, novelty rules, and heartbeat-backed logs. The skill only needs local files and workspace routing to provide that functionality; no unrelated permissions, binaries, or credentials are requested.
Instruction Scope
Runtime instructions read and write files under ~/discover/, and suggest adding small blocks to workspace AGENTS.md and HEARTBEAT.md only with explicit approval. Creating and updating local metadata, findings, and heartbeat state is coherent with the discovery goal. The SKILL.md repeatedly instructs the agent to ask before enabling recurring heartbeat or contacting third parties.
Install Mechanism
Instruction-only skill with no install spec and no code files — nothing is downloaded or executed from external sources. Risk from the install mechanism is minimal.
Credentials
The skill declares no required environment variables, no credentials, and no remote endpoints. It explicitly warns not to store secrets and to ask before using paid tools or contacting third parties, which is proportionate to the stated purpose.
Persistence & Privilege
The skill persists state under ~/discover/ and proposes small edits to workspace AGENTS.md / HEARTBEAT.md with user approval. It does not force-enable itself (always:false). Users should be aware this creates durable local files and may add recurring behavior if they explicitly approve heartbeat.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install discover
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /discover 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Initial release with discovery watchlists, novelty filters, heartbeat logging, and lightweight workspace routing.
元数据
Slug discover
版本 1.0.0
许可证 MIT-0
累计安装 3
当前安装数 2
历史版本数 1
常见问题

Discover 是什么?

Discover new ideas, sources, opportunities, and angles with durable watchlists, novelty rules, and heartbeat-backed finding logs. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 264 次。

如何安装 Discover?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install discover」即可一键安装,无需额外配置。

Discover 是免费的吗?

是的,Discover 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

Discover 支持哪些平台?

Discover 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(linux, darwin, win32)。

谁开发了 Discover?

由 Iván(@ivangdavila)开发并维护,当前版本 v1.0.0。

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