voyageai-skillVoyage AI embedding and reranking CLI integrated with MongoDB Atlas Vector Search. Use for: generating text embeddings, reranking search results, storing embeddings in Atlas, performing vector similarity search, creating vector search indexes, listing available models, comparing text similarity, bulk ingestion, interactive demos, and learning about AI concepts. Triggers: embed text, generate embeddings, vector search, rerank documents, voyage ai, semantic search, similarity search, store embeddings, atlas vector search, embedding models, cosine similarity, bulk ingest, explain embeddings.
Install via ClawdBot CLI:
clawdbot install mrlynn/voyageai-skillGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
eval (Calls external URL not in known-safe list
https://mlynn.orgAI Analysis
The skill is a wrapper for a documented, legitimate CLI tool (voyageai-cli) that interacts with the user's own MongoDB Atlas instance and the official Voyage AI API. The identified signals are not indicative of malicious behavior: the 'eval' command is not present in the provided skill definition, and the author's personal website is not a security risk. The primary risk is the standard dependency on external APIs, requiring user API keys.
Audited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
Improve product discovery by using vector search to find semantically similar items based on descriptions, then rerank results for relevance. This helps customers find products even with vague queries, increasing conversion rates.
Store support articles as embeddings in MongoDB Atlas and perform vector similarity searches to quickly retrieve relevant answers for customer inquiries. Reranking ensures the most accurate responses are prioritized, reducing resolution time.
Embed research paper abstracts and use vector search to find related studies based on semantic content rather than keywords. Researchers can efficiently explore literature, with reranking to highlight the most pertinent papers.
Generate embeddings for articles, videos, or podcasts and recommend similar content to users based on their viewing history. Vector search enables personalized suggestions, while reranking fine-tunes the order for engagement.
Embed legal documents and use vector search to find precedents or similar cases quickly. Reranking helps prioritize the most relevant documents, aiding lawyers in research and case preparation.
Offer a cloud-based service where businesses can integrate Voyage AI embeddings and reranking via APIs. Charge subscription fees based on usage tiers, such as number of embeddings generated or searches performed.
Provide expert services to help companies set up and optimize MongoDB Atlas Vector Search with Voyage AI. Offer training, custom workflows, and ongoing support for a fee.
Use the skill to process and analyze large datasets, generating embeddings for clients to enhance their AI models. Sell insights or enriched data as a product to businesses in sectors like marketing or research.
💬 Integration Tip
Ensure VOYAGE_API_KEY is securely stored and use the config command for persistent setup to streamline workflows.
Scored May 17, 2026
全体系命理大师 — 八字四柱、紫微斗数、奇门遁甲、六爻、梅花易数、塔罗、星盘、 数字命理、九宫飞星风水、掌纹面相、起名命名、穿衣搭配、合婚择吉一站式解读。本地档案、可选每日推送（默认关闭）、 浏览器六爻界面与 HTML 报告。仅作文化参考，不替代医疗、法律、心理、财务、婚姻等 专业建议；遇重大决策请咨询专业人士。
Local search/indexing CLI (BM25 + vectors + rerank) with MCP mode.
Access AI-powered football match predictions from hergunmac.com. Use when the user asks about football/soccer match predictions, betting tips, match analysis, team statistics, head-to-head data, or upcoming match insights. Covers worldwide leagues with confidence scores, AI reasoning, and historical performance tracking.
Use when designing database schemas, writing migrations, optimizing SQL queries, fixing N+1 problems, creating indexes, setting up PostgreSQL, configuring EF Core, implementing caching, partitioning tables, or any database performance question.
browse MongoDB Atlas Admin API specifications and execute operations (if credentials provided).
Send WhatsApp messages to other people or search/sync WhatsApp history via the wacli CLI (not for normal user chats).