Skill: wewehg/openclaw-glasses (version 0.1.2)

--- name: openclaw-glasses description: Bilingual search-layer skill for OpenClaw that turns ordinary web lookup into multi-source retrieval, intent-aware ranking, adaptive weighting, thread-pulling research, Chinese-query optimization, and finance-aware realtime prioritization. Use when the user asks for web search, deep research, latest status/news, comparisons, resource finding, Chinese-language search, or realtime market data such as stocks, indices, forex, and crypto prices. Prefer this over raw web_search when you want broader coverage, better ranking, deeper context, or more reliable realtime quotes. --- # OpenClaw Glasses **See wider. Rank smarter. Answer with context.** OpenClaw Glasses is a search layer for OpenClaw. It starts with ordinary web lookup, then adds multi-source retrieval, intent-aware reranking, adaptive weighting, optional thread-pulling research, Chinese-query optimization, and finance-aware realtime prioritization. OpenClaw Glasses 是一个给 OpenClaw 用的“搜索层 / 增强检索层”。它不是简单叠加几个搜索源，而是把**多源召回、意图感知排序、权重自适应、链式追踪、中文优化、金融实时优先级**整合成一条完整检索链，让结果更接近“先找对，再排对，最后答对”。 ## Public-facing summary OpenClaw Glasses extends OpenClaw's native web tools into a smarter retrieval stack: - **multi-source search** for broader recall and lower single-source bias - **intent-aware search** for factual lookups, status/news, comparisons, tutorials, and exploratory research - **adaptive weighting** so ranking changes with query type instead of using one fixed recipe - **thread-pulling / follow-up research** for issues, discussions, and linked references - **Chinese-query optimization** with CJK-aware matching and source weighting - **finance-aware realtime prioritization** for stocks, indices, forex, and crypto quotes OpenClaw Glasses 会把 OpenClaw 原生 web tools 扩展成一条更完整的检索链： - **多源搜索**：扩大召回面，减少单一来源偏差 - **意图感知检索**：区分事实查询、状态更新、新闻、对比、教程、探索式研究 - **权重自适应**：不同问题走不同排序逻辑，而不是一套固定权重打天下 - **链式追踪 / 深挖**：遇到 issue、讨论帖、引用链时可以继续往下追 - **中文搜索优化**：针对中文查询做 CJK-aware 匹配与中文友好源加权 - **金融实时增强**：对股票、指数、外汇、加密资产等实时价格问题给出更稳的优先级 ## Example triggers - "帮我查一下 OpenClaw 最新进展，并按可靠性排序" - "Compare Bun vs Deno for production backend use" - "AAPL 最新股价" - "BTC 实时价格和 24h 涨跌" ## Quick start 1. Use OpenClaw's built-in `web_search` as the agent-facing source when available. 2. Use `scripts/search.py` to aggregate additional providers and rerank results. 3. For status / exploratory / comparison work, prefer multi-query retrieval and intent scoring. 4. For finance price queries, let the finance-aware path boost Alpha Vantage and Binance results. ## What this skill adds - Intent-aware search modes: factual, status, comparison, tutorial, exploratory, news, resource - Multi-source aggregation: Exa, Tavily, Grok, Gemini, Kimi - Chinese-query optimization: - CJK-aware keyword matching instead of space-splitting only - modest boosts for Chinese-friendly sources when the query is in Chinese - Finance-aware weighting: - boosts Alpha Vantage for stocks / ETFs / forex / index proxies - boosts Binance for crypto realtime quotes - Optional GitHub thread-pulling and reference extraction for deeper research ## Workflow ### 1. Pick the mode by intent - Factual / tutorial → `answer` or light `deep` - Status / news / comparison / exploratory → `deep` - Resource finding → `fast` - Finance realtime queries → `fast` for direct quote lookups, `deep` when combining quote + broader context For intent examples and phrasing cues, read `references/intent-guide.md`. ### 2. Run the aggregator Basic: ```bash python3 scripts/search.py "query" --mode deep --intent exploratory --num 5 ``` Multi-query comparison: ```bash python3 scripts/search.py \ --queries "Bun vs Deno" "Bun advantages" "Deno advantages" \ --mode deep \ --intent comparison ``` Finance quote: ```bash python3 scripts/search.py "BTC 实时价格" --mode deep --intent status --source alpha-vantage,binance,gemini,kimi,tavily ``` ### 3. Synthesize by topic, not by provider - Answer first, then cite - Group by themes or findings - Call out conflicts explicitly - Treat single-source or older claims more cautiously ## Scripts ### `scripts/search.py` Primary multi-source retrieval and reranking entrypoint. Capabilities: - intent-aware scoring - multi-query execution - provider fusion - Chinese-query weighting - finance-aware realtime boosts - optional extract-refs integration ### `scripts/fetch_thread.py` Deep-fetch GitHub issues / PRs or generic pages to extract structured references. ### `scripts/chain_tracker.py` Recursive thread-pulling / follow-up exploration with relevance gating. ### `scripts/relevance_gate.py` Batch relevance filtering for candidate links. ## References - `references/intent-guide.md` — intent cues and search-mode guidance - `references/authority-domains.json` — authority weighting rules - `references/research-light-regression-samples.md` — research-light behavior examples ## Configuration notes Do not hardcode secrets in the skill. Expected runtime configuration: - search provider keys via environment or a local credentials file - optional reuse of OpenClaw's existing web-search provider config - finance sources should remain optional; degrade gracefully if unavailable ## Publishing / safety Before packaging or publishing: - remove all plaintext secrets - remove machine-specific notes, personal paths, and private identifiers - verify that examples and docs contain no local credentials or private data - run the validator / packager before publishing


Security scan verdicts — ClawScan: suspicious | static analysis: suspicious | VirusTotal: clean | SkillSpector: suspicious (CRITICAL)