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soniankur948

MCP Prompt Enhancer

by soniankur948

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      Provides intelligent code context aggregation using NLP-based ranking (BM25, TF-IDF, embeddings) and automatically injects guiding principles (coding standards, architecture rules) into every prompt to maintain consistency across AI conversations.
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      MIT
    • A
      license
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      Provides intelligent code context and analysis through semantic compression, AST parsing, and multi-language support. Offers 60-80% token reduction while enabling AI assistants to understand codebases through local analysis, OpenAI-enhanced insights, and GitHub repository integration.
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    • A
      license
      A
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      Intelligent code indexing and analysis for Large Language Models, enabling advanced search, file analysis, and real-time monitoring of codebases.
      12
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    • A
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      Provides structured, token-efficient code context for AI assistants by indexing codebases with AST-level analysis, supporting 17+ languages, enabling semantic search, call-site tracking, and PR attribution.
      40
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    • A
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      quality
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      Make any LLM a codebase expert instantly. Provides deep code intelligence through semantic search, architecture mapping, security analysis, and smart context that fits perfectly in token windows.
      MIT