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Aiseact
by
stephenlzc
· GitHub ↗
· v1.1.0
· MIT-0
311
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2
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Install in OpenClaw
/install aiseact
Description
AI Search Enhancement and Cross-verification Tool. ALWAYS USE when performing ANY web search, regardless of who initiated it - whether user explicitly asks,...
README (SKILL.md)
This is optional. You control when to use it.
Quick Start
Invoke
"Use AISEACT to search [topic]" "用AISEACT搜索 [主题]"
Override
"Skip AISEACT" / "不用AISEACT" "Include [source name]" / "包含 [来源]"
Priority
P0: Official/Primary - Gov sites, company filings, academic P1: Authoritative - AP, Reuters, Caixin, BBC P2: Professional - Industry journals, reports P3: UGC/Blogs - Zhihu, Jianshu (verify) P4: Content farms - Baijiahao, clickbait
Quick Rules
- Policy -> site:gov.cn
- China companies -> site:cninfo.com.cn
- HK companies -> site:hkexnews.hk
- Tech -> docs > GitHub > StackOverflow
- Fact-check -> Snopes / PolitiFact
Sources
Reliable
- Intl: AP, Reuters, BBC
- China Finance: Caixin, Yicai
- China Society: Zaobao, SCMP, Initium
Avoid
- Content farms: Baijiahao, Toutiao
- Political propaganda: Guancha, Epoch Times
- Biased: Breitbart, InfoWars
Workflow
Phase 0: Plan - decompose, predict sources Phase 1: Broad - multiple keywords, filter P4 Phase 2: Assess - rate authority, find gaps Phase 3: Target - site: for official, filetype:pdf for docs Phase 4: Verify - multi-source support? conflicts? Phase 5: Output - cite sources, note uncertainty Phase 6: Format - [source]-[url]-[primary/secondary]
Search Syntax
- Gov: site:gov.cn
- China A-share: site:cninfo.com.cn
- HK: site:hkexnews.hk
- US: site:sec.gov
- GitHub: site:github.com
- Docs: filetype:pdf
References
- quick-reference.md - Quick lookup (recommended)
- unreliable-sources.md - Detailed ratings
- authority-sources.md - Scenario-based
Checklist
- Authentic sources for key info?
- P4 content farms filtered?
- Sources cited with URLs?
- Uncertainty noted?
AISEACT - for quality-critical searches
Usage Guidance
This skill is documentation-only and internally consistent with its purpose. Before installing: (1) Review the included reference lists (authority/unreliable) so you understand what the skill will prefer or exclude; these are methodological choices that can introduce bias. (2) Start in manual invocation mode (default) and test a few queries to confirm outputs match your expectations. (3) If you enable autonomous invocation, monitor initial responses for unexpected filtering or omission. (4) Verify the skill's source/maintainer (repository or registry owner) before trusting updates — instruction files can be edited later. (5) Confirm your platform's search APIs and privacy practices, since the skill relies on the platform to perform searches (the skill itself does not send data to external endpoints). If you want stronger guarantees, ask the maintainer for a signed release or an authoritative repository URL prior to installation.
Capability Analysis
Type: OpenClaw Skill
Name: aiseact
Version: 1.1.0
The 'aiseact' skill bundle is a non-executable, documentation-based tool designed to guide an AI agent in performing high-quality web research. It contains no code (Python, Shell, or otherwise) and relies entirely on markdown instructions (SKILL.md, workflow.md) to implement a search methodology that prioritizes authoritative sources (e.g., .gov, .edu, and primary financial disclosures) while filtering out 'content farms.' The bundle includes extensive transparency and security documentation (SECURITY.md, TRUST.md) that explicitly outlines data handling and user override capabilities. There are no signs of malicious prompt injection, data exfiltration, or unauthorized execution.
Capability Assessment
Purpose & Capability
Name/description (search enhancement, prioritizing authoritative sources) aligns with the actual contents: a collection of search rules, source lists, and workflows. There are no unrelated permissions, binaries, credentials, or installs requested.
Instruction Scope
SKILL.md and reference docs provide specific search rules (site: filters, exclusion lists, workflow phases). These instructions stay within the search-methodology scope; however they explicitly filter/blacklist many sources which creates methodological/bias risk (not a technical security issue). All overrides and manual invocation controls are documented.
Install Mechanism
No install spec and no code files — lowest-risk delivery. Nothing is downloaded or executed by the skill itself.
Credentials
The skill requests no environment variables, credentials, or config paths. The documented behavior (use of platform search APIs) matches the lack of credential or network endpoint requirements.
Persistence & Privilege
Skill is user-invocable and supports autonomous invocation if enabled by platform config; always:true is not set. This is reasonable for an optional methodology, but enabling autonomous invocation increases its runtime reach — the doc recommends manual mode by default and provides overrides.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install aiseact - After installation, invoke the skill by name or use
/aiseact - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.1.0
**Major simplification and practical restructuring of AISEACT’s documentation and usage guidance.**
- New quick-start, invocation, and override instructions for users.
- Source priority scheme condensed (official, authoritative, professional, user-generated, content farm).
- Critical search rules, go-to sources, and "avoid" sources now summarized and easy to reference.
- Shortened, actionable workflow phases and clear checklist.
- Search syntaxes and key reference files now highlighted for easy lookup.
- Four new support documents added: CONFIGURATION.md, TRUST.md, SECURITY.md, and quick-reference.md.
v1.0.0
AISEACT 1.0.0 introduces a comprehensive workflow for AI-powered web search enhancement and source cross-verification.
- Ensures all web searches use a multi-phase process focused on identifying, cross-checking, and prioritizing primary/official sources.
- Actively filters out and excludes content farm domains and low-credibility sources.
- Requires iterative search rounds, gap analysis, and cross-validation to ensure answer completeness and verifiability.
- Mandates clear citation formatting and transparency labeling for all referenced information.
- Includes quick-reference search strategies and blacklists for unreliable sources.
Metadata
Frequently Asked Questions
What is Aiseact?
AI Search Enhancement and Cross-verification Tool. ALWAYS USE when performing ANY web search, regardless of who initiated it - whether user explicitly asks,... It is an AI Agent Skill for Claude Code / OpenClaw, with 311 downloads so far.
How do I install Aiseact?
Run "/install aiseact" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Aiseact free?
Yes, Aiseact is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Aiseact support?
Aiseact is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Aiseact?
It is built and maintained by stephenlzc (@stephenlzc); the current version is v1.1.0.
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