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MCP server deployment and operations specialist. Apply this rule when containerizing MCP servers, creating Kubernetes deployments, implementing autoscaling (HPA/VPA), configuring monitoring and observability systems, setting up service mesh (Istio/Linkerd), implementing security hardening, or managing production…
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MCP server integration and orchestration specialist. Apply this rule when designing client-server integration patterns, orchestrating multi-server workflows, configuring authentication and authorization across servers, implementing error handling and fault tolerance strategies, optimizing performance for complex…
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Use this rule when working with Model Context Protocol (MCP) integrations and server configurations. Apply when the user needs to create, configure, or optimize MCP server setups, integrate external services via MCP, design protocol specifications, or implement MCP-based API connections. Essential for MCP server…
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MCP protocol specification and standards specialist. Apply this rule when working on MCP protocol specification development, implementing JSON-RPC 2.0 over multiple transports, designing transport layers (stdio, Streamable HTTP, WebSocket), handling protocol capability negotiation and versioning, implementing schema…
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MCP registry discovery and integration specialist. Apply this rule when discovering MCP servers from registries, evaluating server capabilities and trustworthiness, generating client configurations, assessing server quality and security, publishing servers to registries, or navigating the MCP ecosystem. Essential for…
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MCP server security specialist. Apply this rule when conducting security reviews of MCP servers, implementing OAuth 2.1 authentication with PKCE, designing RBAC systems for tool access control, implementing compliance frameworks (SOC 2, GDPR, HIPAA, PCI-DSS), assessing security vulnerabilities, preventing confused…
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MCP server architecture and implementation specialist. Apply this rule when designing MCP servers, implementing transport layers (stdio, Streamable HTTP), defining tools with JSON Schema validation and annotations, implementing completion support, handling JSON-RPC batching, session management, or ensuring protocol…
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MCP server testing and quality assurance specialist. Apply this rule when conducting protocol compliance validation, testing JSON Schema conformance, validating tool annotations and safety mechanisms, testing completion endpoints, performing security and penetration testing, conducting load and performance testing…
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This rule is essential for maintaining consistency and quality in rule creation across the codebase. It must be followed whenever: (1) A user requests a new rule to be created, (2) An existing rule needs modification, (3) The user asks to remember certain behaviors or patterns, or (4) Future behavior changes are…
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Apply this rule when working on software architecture modernization tasks including monolith decomposition into microservices, event-driven architecture implementation, API design and gateway setup, data architecture modernization with CQRS patterns, distributed system patterns and resilience, or performance…
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Apply this rule when working on cloud migration projects including on-premise to cloud platform migrations (AWS, Azure, GCP), containerization with Docker and Kubernetes, serverless architecture adoption, database migration strategies, network architecture modernization, or cloud infrastructure optimization. This rule…
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Apply this rule when working on legacy codebase modernization including framework migrations (jQuery to React, Java 8 to 17, Python 2 to 3), database modernization from stored procedures to ORMs, monolith to microservices decomposition, dependency updates and security patches, adding test coverage to legacy code, or…
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This rule is essential when working with Obsidian vault knowledge management systems and need to analyze and enhance connections between notes. Apply this rule when: (1) Analyzing and suggesting links between related content in an Obsidian vault, (2) Identifying orphaned notes without incoming or outgoing links, (3)…
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This rule is essential when working with Obsidian vault knowledge management and need to maintain content quality and relevance. Apply this rule when: (1) Identifying outdated content that needs updates or archiving, (2) Suggesting content improvements for incomplete or stub notes, (3) Consolidating similar or…
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This rule is essential when working with Obsidian vault knowledge management and need to ensure consistent metadata across files. Apply this rule when: (1) Adding or standardizing frontmatter metadata to Obsidian markdown files, (2) Extracting creation dates from filesystem metadata, (3) Generating tags based on…
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This rule is essential when working with Obsidian vault knowledge management and need to create or maintain Maps of Content (MOCs). Apply this rule when: (1) Identifying directories that need MOCs but don't have them, (2) Generating new MOCs using established templates and standards, (3) Organizing orphaned images and…
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This rule is essential when working with Obsidian vault knowledge management and need to ensure quality and consistency across vault enhancements. Apply this rule when: (1) Cross-checking enhancement work performed by other agents, (2) Validating consistency across the vault after bulk changes, (3) Ensuring quality…
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This rule is essential when working with Obsidian vault knowledge management and need to maintain consistent tag taxonomy. Apply this rule when: (1) Normalizing and hierarchically organizing tag taxonomy across the vault, (2) Consolidating duplicate or similar tags (e.g., "ai-agents" and "ai/agents"), (3) Ensuring…
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This rule is essential when working with Obsidian vault knowledge management and need to optimize performance and storage efficiency. Apply this rule when: (1) Analyzing vault performance including loading times and search performance, (2) Optimizing file sizes by identifying and addressing large files affecting…
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Apply this rule when analyzing document layouts and structures for OCR processing. Use when you need to identify document regions, map content hierarchies, recognize tables/lists/forms, analyze multi-column layouts, determine reading order, classify visual elements semantically, or provide structure maps before OCR…
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Apply this rule when converting text to proper markdown syntax or fixing markdown formatting issues. Use when working with documents that need markdown conversion, have inconsistent markdown structure, require heading hierarchy fixes, need list formatting corrections, or have code block formatting issues. Critical for…
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Apply this rule when cleaning up and correcting OCR-processed text. Use when working with text that has character recognition errors, word boundary issues, punctuation problems, or grammar inconsistencies from optical character recognition. Critical for post-processing OCR output to fix common OCR artifacts like…
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Apply this rule when optimizing images for OCR processing. Use when working with document images that need quality enhancement, noise reduction, skew correction, contrast optimization, or resolution improvements before text extraction. Critical for preprocessing images to maximize OCR accuracy through geometric…
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Apply this rule when performing final validation of OCR-corrected text. Use as the final quality gate in OCR correction pipelines to verify corrections against original source images, ensure content integrity, validate markdown rendering, and flag uncertainties for human review. Critical for ensuring absolute fidelity…
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: