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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables LLMs to perform addition calculations through a stdio-based MCP server with an add_numbers tool and type-safe validation.
    30 npm
    -
  • A
    license
    A
    quality
    A
    maintenance
    Evidence-backed, read-only codebase diagnostics for coding agents: secrets, dependency, RLS, and source-impact audits with a verify loop and PR review verdicts. Never writes files or uses the network by default.
    4
    2,726 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for local codebase memory: semantic indexing, hybrid search, and clean code analysis (static + LLM) with retrievable project notes, designed to run fully local on modest hardware.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An open-source AI-powered development assistant that connects Claude Desktop to your codebase via MCP, enabling semantic code search, AI-assisted editing, and persistent memory without additional subscriptions.
    50
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    AST-aware codebase indexing with semantic search, exposed as an MCP server. Enables semantic search and file context retrieval across your codebase using natural language queries.
    8 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP-based hybrid semantic code search over repositories, providing tools for searching code by meaning or keyword, retrieving symbol definitions, finding usages, reading chunks, and listing indexed repos.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables LLM agents to efficiently understand and navigate a codebase by providing semantic search over symbols and a reference graph, replacing expensive grep/glob calls with structured tools like definition lookup, caller/callee queries, and change-impact analysis.
    3
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A semantic codebase indexer MCP server that chunks source code, generates embeddings via Ollama, and stores them in Qdrant for natural-language code search.
    11 npm
    1
    -
  • A
    license
    A
    quality
    A
    maintenance
    Trust layer for 412 official Malaysian public datasets, with freshness, licences, and a public read-only MCP server. No API key.
    8
    19
    2
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A Model Context Protocol server that provides a scratchpad tool for LLMs to organize thoughts, take notes, and plan approaches to complex problems.
    1
    6 npm
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides AI assistants with real-time visibility into your codebase's internal libraries, team patterns, naming conventions, and usage frequencies to generate code that matches your team's actual practices.
    11
    218 npm
    65
    Elastic 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Zero-config MCP server that connects local codebases to AI assistants, providing secure project tree, regex search, file reading, and tech stack tools locally.
    4
    8 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP router that fronts your other MCP servers behind a few small generic tools, so their tool definitions stay out of the context window and are discovered on demand.
    6
    600 npm
    135 PyPI
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables MCP clients like Claude to query Chinese A-share market data, including K-line charts with forward/backward adjustment, limit-up and limit-down pools, per-stock fund flows, index quotes, and stock news, with automatic symbol normalization and retry handling for throttled data sources.
    6
    MIT