search-engineDesign and build any search engine with robust indexing, retrieval logic, relevance controls, and evaluation workflows for production systems.
Install via ClawdBot CLI:
clawdbot install ivangdavila/search-engineGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://clawic.com/skills/search-engineAudited Apr 16, 2026 · audit v1.0
Generated Mar 20, 2026
A retail company needs to overhaul its on-site search to improve product discovery, reduce bounce rates, and increase conversion. The agent helps define retrieval contracts for hybrid keyword-semantic queries, design deterministic indexing pipelines for product catalogs, and implement staged recall-precision layers with versioned relevance policies to balance commercial boosts with user intent.
A large enterprise wants to deploy a search engine for its internal documentation, wikis, and support articles to enhance employee productivity. The agent assists in setting up ingestion pipelines from diverse data sources, designing chunking strategies for long documents, and establishing offline evaluation loops to measure hit quality and coverage before rollout, ensuring reliable access to critical information.
A healthcare provider seeks to build a secure search engine for patient records and medical literature, requiring high precision, multilingual support, and strict privacy controls. The agent guides the separation of recall layers (e.g., lexical for codes, semantic for notes), defines versioned relevance policies with guardrails, and implements idempotent index operations with safe rollback plans to maintain data integrity and compliance.
A streaming service aims to scale its content search engine to handle diverse media types (videos, articles, podcasts) with personalized recommendations. The agent helps architect hybrid retrieval strategies, design evaluation workflows for relevance tuning across user segments, and apply complexity-matching principles to avoid over-engineering while supporting high-noise, multilingual corpora.
A university library needs to create a search engine for academic papers and datasets, focusing on advanced retrieval features like citation networks and semantic similarity. The agent supports defining query types (e.g., phrase, hybrid), building deterministic indexing pipelines with stable identifiers, and implementing offline evaluation benchmarks to ensure research quality and avoid regressions in precision.
Offer a cloud-based search engine as a service, charging subscription fees based on usage tiers (e.g., queries per month, data volume). Revenue is generated through monthly or annual plans, with upsells for premium features like advanced relevance controls, multilingual support, and dedicated support, targeting businesses needing scalable search without infrastructure management.
Provide expert consulting to design and build custom search engines for clients, with revenue from project-based fees or hourly rates. This model includes architecture planning, indexing strategy development, and rollout support, appealing to enterprises with specific requirements (e.g., compliance, integration) who lack in-house search expertise.
Distribute a free, open-source version of the search engine for basic use, while monetizing through enterprise licenses for advanced features like production evaluation workflows, security enhancements, and premium support. Revenue streams include license sales and professional services, attracting developers and large organizations seeking flexibility and scalability.
💬 Integration Tip
Start by defining a retrieval contract with clear query types and latency targets before integrating tools; use the skill's architecture blueprints to separate recall and precision layers for easier tuning and debugging.
Scored Apr 19, 2026
Real-time search engine supporting web search, vertical domain search, parallel batch search, and URL content extraction.
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Use when building CLI tools, implementing argument parsing, or adding interactive prompts. Invoke for CLI design, argument parsing, interactive prompts, progress indicators, shell completions.