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• 36k repo stars
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• 2 weeks ago last updated

1. ▌
   Java Refactoring Extract Method · github

   Refactors Java methods by extracting code blocks into separate, well-named methods to improve readability and maintainability.
   36.2k repo stars
2. ▌
   Qdrant Performance Optimization · github

   Optimize Qdrant vector search performance through indexing strategies, query tuning, memory management, and hardware considerations.
   36.2k repo stars
3. ▌
   Qdrant Minimize Latency · github

   Guides optimization of Qdrant query latency by tuning segments, memory, quantization, and search parameters.
   36.2k repo stars
4. ▌
   Qdrant Search Quality Diagnosis · github

   Diagnoses Qdrant search quality issues by isolating causes like HNSW approximation, quantization, embedding model, or search pipeline problems.
   36.2k repo stars
5. ▌
   SQL Server Table Reconciliation · github bundle

   Compare identical tables across two SQL Server instances using Python with mssql-python and Apache Arrow, detecting missing rows, column mismatches, schema drift, and generating a reconciliation report.
   36.2k repo stars
6. ▌
   Typescript MCP Server Generator · github

   Generate a complete, production-ready MCP server project in TypeScript with tools, resources, and proper configuration.
   36.2k repo stars
7. ▌
   Architecture Blueprint Generator · github

   Analyzes codebases to generate comprehensive architectural documentation, including technology stack detection, visual diagrams, and implementation patterns.
   36.2k repo stars
8. ▌
   Breakdown Feature Implementation · github

   Creates detailed technical implementation plans for features based on a Feature PRD, including system architecture, database schema, API design, and frontend component hierarchy.
   36.2k repo stars
9. ▌
   Comment Code Generate A Tutorial · github

   Refactors a Python script into a beginner-friendly project with clear comments and a complete markdown tutorial.
   36.2k repo stars
10. ▌
    Dataverse Python Production Code · github

    Generate production-ready Python code using the Dataverse SDK with error handling, retry logic, OData optimization, and logging.
    36.2k repo stars
11. ▌
    Dataverse Python Usecase Builder · github

    Generate production-ready Dataverse SDK solutions with architecture recommendations, data models, and implementation code for common business use cases.
    36.2k repo stars
12. ▌
    Remember Interactive Programming · github

    Reminds the agent to act as an interactive programmer using a live REPL for exploration and modification, with structural editing and todo list management.
    36.2k repo stars
13. ▌
    Write Coding Standards From File · github

    Analyze existing code files to generate a project-specific coding standards document, with options for templates, README insertion, and inconsistency detection.
    36.2k repo stars
14. ▌
    Acreadiness Generate Instructions · github

    Generate tailored AI agent instruction files for VS Code Copilot and other coding agents, using AgentRC to analyze your codebase and produce flat or nested instruction files with optional per-area scoping.
    36.2k repo stars
15. ▌
    Create Spring Boot Kotlin Project · github

    Scaffolds a Spring Boot Kotlin project with Gradle, WebFlux, R2DBC, Redis, MongoDB, and Testcontainers, including Docker Compose setup.
    36.2k repo stars
16. ▌
    Java Refactoring Remove Parameter · github

    Refactors Java methods by removing unused or redundant parameters to improve readability and maintainability.
    36.2k repo stars
17. ▌
    Refactor Method Complexity Reduce · github

    Reduces cognitive complexity of a specified method by extracting logic into focused helper methods, improving readability and maintainability.
    36.2k repo stars
18. ▌
    Arduino Azure Iot Edge Integration · github bundle

    Design and implement Arduino integration with Azure IoT Hub and IoT Edge, including secure provisioning, resilient telemetry, command handling, and production guardrails.
    36.2k repo stars
19. ▌
    Code Exemplars Blueprint Generator · github

    Generates customizable prompts for scanning codebases to identify and document high-quality code exemplars, supporting multiple programming languages and configurable analysis depth.
    36.2k repo stars
20. ▌
    Dataverse Python Advanced Patterns · github

    Generate production-ready Python code for Dataverse SDK with advanced patterns including error handling, batch operations, OData optimization, and Pandas integration.
    36.2k repo stars
21. ▌
    Playwright Automation Fill In Form · github

    Automates filling in a Microsoft Forms form using Playwright MCP, with a review step before submission.
    36.2k repo stars
22. ▌
    Power Platform MCP Connector Suite · github

    Generate complete Power Platform custom connectors with Model Context Protocol integration for Copilot Studio, including schema generation, validation, troubleshooting, and certification preparation.
    36.2k repo stars
23. ▌
    Qdrant Scaling Data Volume · github

    Guides scaling decisions for Qdrant vector databases when data volume exceeds single-node capacity, covering tenant scaling, time window rotation, vertical scaling, and horizontal sharding.
    36.2k repo stars
24. ▌
    AI Prompt Engineering Safety Review · github

    Analyzes prompts for safety, bias, security vulnerabilities, and effectiveness, providing detailed improvement recommendations with frameworks, testing methodologies, and educational content.
    36.2k repo stars
25. ▌
    MCP Copilot Studio Server Generator · github

    Generates a complete MCP server implementation optimized for Microsoft Copilot Studio, including Power Platform connector schema, custom C# logic, and deployment configuration.
    36.2k repo stars
26. ▌
    Power Bi Report Design Consultation · github

    Guides the design of effective, user-friendly, and accessible Power BI reports with optimal chart selection and layout design.
    36.2k repo stars
27. ▌
    Qdrant Scaling Query Volume · github

    Optimizes Qdrant query performance for large limits across multiple shards by using Poisson-distributed subsampling to reduce inter-shard data transfer.
    36.2k repo stars
28. ▌
    Terraform Azurerm Set Diff Analyzer · github bundle

    Analyze Terraform plan JSON output for AzureRM Provider to distinguish between false-positive diffs (order-only changes in Set-type attributes) and actual resource changes.
    36.2k repo stars
29. ▌
    Create Architectural Decision Record · github

    Generate structured Architectural Decision Record (ADR) documents with standardized front matter, consequences, and alternatives for AI-optimized decision documentation.
    36.2k repo stars
30. ▌
    Flowstudio Power Automate Governance · github

    Govern Power Automate flows and Power Apps at scale by classifying business impact, detecting orphaned resources, auditing connectors, enforcing compliance, and computing archive scores — all without Dataverse or the CoE Starter Kit.
    36.2k repo stars
31. ▌
    Flowstudio Power Automate Monitoring · github

    Monitor Power Automate flow health, failure rates, and tenant assets through the FlowStudio MCP cached store with governance metadata and remediation hints.
    36.2k repo stars
32. ▌
    Folder Structure Blueprint Generator · github

    Analyzes project folder structures, auto-detects technology stacks, and generates detailed blueprints with naming conventions, file placement patterns, and templates for consistent code organization.
    36.2k repo stars
33. ▌
    Gtm Board And Investor Communication · github

    Structure board meetings, investor updates, and executive communication that builds trust and drives decisions.
    36.2k repo stars
34. ▌
    Power Bi Performance Troubleshooting · github

    Systematically diagnose and resolve performance issues in Power BI models, reports, and queries using a structured troubleshooting methodology.
    36.2k repo stars
35. ▌
    MCP Create Adaptive Cards · github

    Add Adaptive Card response templates to MCP-based API plugins for visual data presentation in Microsoft 365 Copilot.
    36.2k repo stars
36. ▌
    Performance Review Writer · github

    Draft performance reviews, self-assessments, peer reviews, and upward feedback in your own voice using WorkIQ to surface actual contributions and structure them into impact-focused writing.
    36.2k repo stars
37. ▌
    Power Bi Dax Optimization · github

    Analyzes and optimizes DAX formulas for better performance, readability, and maintainability in Power BI.
    36.2k repo stars
38. ▌
    Qdrant Deployment Options · github

    Guides selection of Qdrant deployment options: local mode, Docker, self-hosted, Qdrant Cloud, Hybrid Cloud, or Qdrant EDGE based on latency, control, and production needs.
    36.2k repo stars
39. ▌
    React Audit Grep Patterns · github bundle

    Provides grep scan commands for auditing React codebases before upgrading to React 18.3.1 or React 19.
    36.2k repo stars
40. ▌
    React18 Batching Patterns · github bundle

    Diagnose and fix automatic batching regressions in React 18 class components with a decision tree for setState behavior changes.
    36.2k repo stars
41. ▌
    React18 Dep Compatibility · github bundle

    Check minimum dependency versions for React 18.3.1 and React 19 compatibility, resolve peer dependency conflicts, and decide on upgrade strategies.
    36.2k repo stars
42. ▌
    Ruby MCP Server Generator · github

    Generate a complete, production-ready MCP server project in Ruby using the official MCP Ruby SDK.
    36.2k repo stars
43. ▌
    Rust MCP Server Generator · github

    Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK.
    36.2k repo stars
44. ▌
    Acquire Codebase Knowledge · github bundle

    Maps, documents, and onboards into an existing codebase by generating seven structured documents covering stack, structure, architecture, conventions, integrations, testing, and concerns.
    36.2k repo stars
45. ▌
    Aspnet Minimal API Openapi · github

    Create ASP.NET Minimal API endpoints with proper types and comprehensive OpenAPI/Swagger documentation.
    36.2k repo stars
46. ▌
    Azure Deployment Preflight · github bundle

    Validates Bicep deployments to Azure before execution, including syntax checks, what-if analysis, and permission verification.
    36.2k repo stars
47. ▌
    Commit Message Storyteller · github bundle

    Transforms git diffs and change descriptions into narrative commit messages that explain why a change was made, following Conventional Commits format.
    36.2k repo stars
48. ▌
    Content Management Systems · github bundle

    Provides guidance for building and modifying content management systems across platforms like WordPress, Shopify, Drupal, and Webflow, covering themes, plugins, admin interfaces, media handling, content models, and static export workflows.
    36.2k repo stars
49. ▌
    Create Implementation Plan · github

    Generate structured, machine-readable implementation plans for features, refactoring, upgrades, or infrastructure changes.
    36.2k repo stars
50. ▌
    From The Other Side Anitta · github

    Provides a rigorous thinking partner profile that challenges assumptions, calibrates claims to evidence, and improves decision quality under uncertainty.
    36.2k repo stars
51. ▌
    Javascript Typescript Jest · github

    Provides best practices for writing JavaScript/TypeScript tests using Jest, including test structure, mocking strategies, async testing, snapshot testing, and React component testing.
    36.2k repo stars
52. ▌
    Javax To Jakarta Migration · github

    Migrate Java code from javax.* to jakarta.* namespace when upgrading to Tomcat 11, Jakarta EE 10, or when javax imports are detected.
    36.2k repo stars
53. ▌
    Nano Banana Pro Openrouter · github bundle

    Generate or edit images via OpenRouter using the Gemini 3 Pro Image model, with support for prompt-only generation, single-image edits, and multi-image compositing at 1K/2K/4K resolutions.
    36.2k repo stars
54. ▌
    Oo Component Documentation · github bundle

    Create or update standardized object-oriented component documentation by analyzing source code and following a shared template with mode-specific guidance.
    36.2k repo stars
55. ▌
    Playwright Explore Website · github

    Explores websites using Playwright to identify core features and generate test cases.
    36.2k repo stars
56. ▌
    Qdrant Scaling Qps · github

    Guides scaling Qdrant query throughput (QPS) through performance tuning, horizontal scaling with read replicas, and disk I/O optimization.
    36.2k repo stars
57. ▌
    React18 Lifecycle Patterns · github bundle

    Migrate React class component lifecycle methods (componentWillMount, componentWillReceiveProps, componentWillUpdate) to React 18.3.1 compliant patterns with decision trees and before/after code examples.
    36.2k repo stars
58. ▌
    Readme Blueprint Generator · github

    Generates a comprehensive README.md by analyzing project documentation files in .github/copilot and copilot-instructions.md.
    36.2k repo stars
59. ▌
    Swift MCP Server Generator · github

    Generate a complete, production-ready Model Context Protocol server project in Swift using the official MCP Swift SDK.
    36.2k repo stars
60. ▌
    Typespec Create API Plugin · github

    Generate TypeSpec API plugin files for Microsoft 365 Copilot, defining REST operations, authentication, and Adaptive Cards.
    36.2k repo stars
61. ▌
    Update Implementation Plan · github

    Update an existing implementation plan file with new or updated requirements for features, refactoring, package upgrades, design, architecture, or infrastructure.
    36.2k repo stars
62. ▌
    Update Markdown File Index · github

    Updates a markdown file section with an index or table of files from a specified folder, preserving existing structure and formatting.
    36.2k repo stars
63. ▌
    Adobe Illustrator Scripting · github bundle

    Write, debug, and optimize Adobe Illustrator automation scripts using ExtendScript (JavaScript/JSX). Covers the complete object model, coordinate system, measurement units, export workflows, and best practices.
    36.2k repo stars
64. ▌
    Appinsights Instrumentation · github bundle

    Instrument a web application to send telemetry data to Azure Application Insights for observability of app health.
    36.2k repo stars
65. ▌
    AWS Well Architected Review · github

    Reviews AWS infrastructure as code and deployed resources against the Well-Architected Framework, generating findings and GitHub issues for remediation.
    36.2k repo stars
66. ▌
    Dataverse Python Quickstart · github

    Generate Python SDK setup, CRUD, bulk, and paging snippets for Microsoft Dataverse using official patterns.
    36.2k repo stars
67. ▌
    From The Other Side Wiggins · github

    Provides narrative synthesis, framing, and audience-aware communication patterns to improve decision narratives, written artifacts, and shared understanding.
    36.2k repo stars
68. ▌
    Kotlin MCP Server Generator · github

    Generates a complete Kotlin MCP server project with Gradle structure, dependencies, and implementation using the official kotlin-sdk library.
    36.2k repo stars
69. ▌
    Openapi To Application Code · github

    Generate a complete, production-ready application from an OpenAPI specification using the active framework's conventions and best practices.
    36.2k repo stars
70. ▌
    Python MCP Server Generator · github

    Generate a complete MCP server project in Python with tools, resources, and proper configuration using uv and the MCP SDK.
    36.2k repo stars
71. ▌
    Python Pypi Package Builder · github bundle

    Build, test, lint, version, and publish production-grade Python libraries to PyPI with support for multiple build backends, versioning strategies, and CI/CD.
    36.2k repo stars
72. ▌
    Qdrant Monitoring Debugging · github

    Diagnoses Qdrant production issues using metrics and observability tools, covering optimizer problems, memory spikes, and slow queries.
    36.2k repo stars
73. ▌
    React19 Concurrent Patterns · github bundle

    Preserve React 18 concurrent patterns and adopt React 19 APIs (useTransition, useDeferredValue, Suspense, use(), useOptimistic, Actions) during migration.
    36.2k repo stars
74. ▌
    Update Avm Modules In Bicep · github

    Update Azure Verified Modules (AVM) to their latest versions in Bicep files, with support for non-breaking changes and manual review for breaking changes.
    36.2k repo stars
75. ▌
    AWS Cloudwatch Investigation · github

    Investigate production incidents using CloudWatch Logs Insights query templates, alarm-to-deployment correlation, blast-radius narrowing decision tree, and PromQL-style metric query patterns.
    36.2k repo stars
76. ▌
    AWS Resource Health Diagnose · github

    Analyze AWS resource health, diagnose issues from CloudWatch logs and metrics, and create a remediation plan for identified problems.
    36.2k repo stars
77. ▌
    Azure Architecture Autopilot · github bundle

    Design Azure infrastructure using natural language or analyze existing resources to generate architecture diagrams, refine them through conversation, and deploy with Bicep.
    36.2k repo stars
78. ▌
    Dotnet Design Pattern Review · github

    Review C#/.NET code for design pattern implementation and suggest improvements without making changes.
    36.2k repo stars
79. ▌
    Excalidraw Diagram Generator · github bundle

    Generate Excalidraw diagrams from natural language descriptions, supporting flowcharts, relationship diagrams, mind maps, architecture diagrams, and more. Outputs .excalidraw JSON files that can be opened directly in Excalidraw.
    36.2k repo stars
80. ▌
    Github Codespaces Efficiency · github bundle

    Audit and improve GitHub Codespaces efficiency by analyzing devcontainer configurations, machine sizing, prebuild strategy, and idle timeout settings.
    36.2k repo stars
81. ▌
    Gsap Framer Scroll Animation · github bundle

    Build scroll animations, parallax effects, pinned sections, and scroll-triggered reveals using GSAP ScrollTrigger or Framer Motion in vanilla JS, React, or Next.js.
    36.2k repo stars
82. ▌
    Gtm Partnership Architecture · github

    Build and scale partner ecosystems that drive revenue and platform adoption, covering program design, tiering, co-marketing, build-vs-partner decisions, and structured deployment.
    36.2k repo stars
83. ▌
    MCP Create Declarative Agent · github

    Creates a declarative agent for Microsoft 365 Copilot by integrating an MCP server with authentication, tool selection, and configuration.
    36.2k repo stars
84. ▌
    Power Bi Model Design Review · github

    Evaluates Power BI data model architecture, relationships, storage modes, and performance to identify optimization opportunities and ensure adherence to best practices.
    36.2k repo stars
85. ▌
    Structured Autonomy Generate · github

    Generates complete, copy-paste ready implementation documentation from a PR plan, including code blocks and verification checklists.
    36.2k repo stars
86. ▌
    Legacy Circuit Mockups · github bundle

    Generate breadboard circuit mockups and visual diagrams for retro computing and electronics projects using HTML5 Canvas.
    36.2k repo stars
87. ▌
    Make Repo Contribution · github bundle

    Follow a project's contribution guidelines when creating issues, branches, commits, and pull requests.
    36.2k repo stars
88. ▌
    Multi Stage Dockerfile · github

    Create optimized multi-stage Dockerfiles for any language or framework, following best practices for smaller, more secure container images.
    36.2k repo stars
89. ▌
    Mvvm Toolkit Messenger · github bundle

    Enables decoupled pub/sub messaging between ViewModels using CommunityToolkit.Mvvm Messenger, covering weak/strong references, request/reply patterns, channel tokens, and lifecycle management.
    36.2k repo stars
90. ▌
    Next Intl Add Language · github

    Add a new language to a Next.js project using next-intl for internationalization, including translations and configuration updates.
    36.2k repo stars
91. ▌
    Postgresql Code Review · github

    Review PostgreSQL code for best practices, anti-patterns, and quality standards including JSONB, arrays, custom types, schema design, functions, and security features like Row Level Security.
    36.2k repo stars
92. ▌
    Qdrant Model Migration · github

    Guides embedding model migration in Qdrant without downtime, covering alias swap, side-by-side, and hybrid search strategies.
    36.2k repo stars
93. ▌
    Qdrant Version Upgrade · github

    Upgrade Qdrant version without interrupting application availability and ensuring data integrity.
    36.2k repo stars
94. ▌
    React18 Legacy Context · github bundle

    Migrates React legacy context API (contextTypes, childContextTypes, getChildContext) to the modern createContext API across all provider and consumer files.
    36.2k repo stars
95. ▌
    Salesforce Flow Design · github

    Guides architecture decisions, flow type selection, bulk safety validation, and fault handling standards for Salesforce Flow design and review.
    36.2k repo stars
96. ▌
    Snowflake Semanticview · github

    Create, alter, and validate Snowflake semantic views using Snowflake CLI, including DDL drafting, validation, and querying.
    36.2k repo stars
97. ▌
    Winui3 Migration Guide · github

    Maps legacy UWP APIs to correct Windows App SDK equivalents with before/after code snippets for migrating to WinUI 3.
    36.2k repo stars
98. ▌
    Apple Appstore Reviewer · github

    Audits iOS app source code and metadata to identify App Store rejection risks and optimization opportunities, producing a structured compliance report.
    36.2k repo stars
99. ▌
    Bigquery Pipeline Audit · github

    Audits Python + BigQuery pipelines for cost safety, idempotency, and production readiness, returning a structured report with exact patch locations.
    36.2k repo stars
100. ▌
     Containerize Aspnetcore · github

     Containerize an ASP.NET Core project by creating Dockerfile and .dockerignore files customized for the project.
     36.2k repo stars