10 actions in 10 pieces of software · ranked by words, meaning and measured trust · 666 ms
- recsys-pipeline-architect
Design composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework popularized by xAI's open-sourced X For You algorithm. Use when building any system that picks "the top K items for a (user, context)" — content feeds, search
- recsys-pipeline-architect
skillalirezarezvani/claude-skillsrecord
- rag-architect
Use when the user asks to design a RAG pipeline, choose a chunking strategy or embedding model, pick a vector database, or evaluate retrieval quality (precision@k, recall@k, NDCG). Examples: 'design a RAG system for our docs', 'what chunk size should I use for this corpus', 'evaluate my retriever ag
- rag-architect
skilljeffallan/claude-skillsrecord
- rag-architect
Designs and implements production-grade RAG systems by chunking documents, generating embeddings, configuring vector stores, building hybrid search pipelines, applying reranking, and evaluating retrieval quality. Use when building RAG systems, vector databases, or knowledge-grounded AI applications
- rag-architect
skillruvnet/ruflorecord
- agent-v3-integration-architect
Agent skill for v3-integration-architect - invoke with $agent-v3-integration-architect
- agent-v3-integration-architect
skillanthropics/knowledge-work-pluginsrecord
- recruiting-pipeline
Track and manage recruiting pipeline stages. Trigger with "recruiting update", "candidate pipeline", "how many candidates", "hiring status", or when the user discusses sourcing, screening, interviewing, or extending offers.
- recruiting-pipeline
skilljsmastery-pro/skillsrecord
- architect
Run /architect when choosing between approaches, designing a feature or page, picking a tech stack, or when /develop says a decision is owed, anytime a load bearing technical decision is unmade. Asks deep questions, recommends an answer, and writes a build spec to docs/specs/. Owns all spec files.
- architect
skillruvnet/ruflorecord
- agent-v3-security-architect
Agent skill for v3-security-architect - invoke with $agent-v3-security-architect
- agent-v3-security-architect
skillcursor/pluginsrecord
- architect
Sketch types, signatures, and module structure before code, then stay in the loop while implementation fills in. Use for /architect, 'architect this', 'design this', or non-trivial work where jumping to code would lock in the wrong shape.
- architect
skillsickn33/agentic-awesome-skillsrecord
- architect-review
Master software architect specializing in modern architecture
- architect-review
skillsickn33/agentic-awesome-skillsrecord
- backend-architect
Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems.
- backend-architect
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.