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"A tool for searching code using semantic understanding" matching MCP servers:

  • semantic-code-mcp

    vrppaul
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    security
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    quality
    A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
    Last updated
    3
    2
    • Apple
    • Linux

  • Scan-Code-Tool

    xiaobenyang-com
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    security
    A
    license
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    quality
    CodeGuard MCP is a real-time AI code security scanning tool used to detect vulnerabilities, keys, and compliance issues in AI-generated code, and is suitable for code security reviews in development environments
    Last updated
    2
    Apache 2.0

  • CHOFF-A-MCP (Anamnesis)

    dd-dent
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    security
    A
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    quality
    Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.
    Last updated
    1
    MIT

  • Semantic Search MCP

    bborbe
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    security
    A
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    Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.
    Last updated
    1
    BSD 2-Clause "Simplified"
    • Apple
    • Linux

  • Semantic Cache MCP

    CoderDayton
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    security
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    quality
    Reduces token consumption by over 80% through intelligent file caching, returning only diffs for modified files and suppressing unchanged content. It features a suite of 12 tools for semantic search, batch reading, and efficient file editing to optimize LLM interactions with large codebases.
    Last updated
    13
    1
    MIT
  • Semantic D1 MCP by semanticintent

    Semantic D1 MCPofficial

    semanticintent
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    security
    A
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    quality
    Enables AI-assisted analysis and optimization of Cloudflare D1 databases through comprehensive schema introspection, relationship mapping, validation, and optimization recommendations. Demonstrates semantic intent patterns with hexagonal architecture for maintainable database development workflows.
    Last updated
    4
    2
    MIT

  • cowork-semantic-search

    ZhuBit
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    security
    A
    license
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    quality
    Local offline semantic search over documents (txt, md, pdf, docx, pptx, csv). Indexes folders into a LanceDB vector database with multilingual embeddings and supports hybrid vector + keyword search via Reciprocal Rank Fusion. No API keys, no cloud, no Docker required.
    Last updated
    26
    AGPL 3.0

  • Semantic Search MCP Server

    mix0z
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    security
    F
    license
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    quality
    Enables AI agents to perform semantic search over codebases by converting natural language queries into efficient search patterns like grep and ripgrep. It utilizes LLMs to verify relevance and find code snippets that traditional keyword-based searches might miss.
    Last updated
    1

  • A-Share MCP Server

    firmmaple
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    security
    A
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    quality
    Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.
    Last updated
    23
    MIT
    • Linux
    • Apple

  • Semantic Scholar MCP Server

    alperenkocyigit
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    security
    F
    license
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    quality
    A comprehensive Model Context Protocol server that provides AI assistants with direct access to Semantic Scholar's academic database, enabling advanced paper discovery, citation analysis, author research, and AI-powered recommendations.
    Last updated
    7
    • Apple
    • Linux

  • agent-tool

    knewstimek
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    security
    A
    license
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    quality
    Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.
    Last updated
    2
    51
    15
    MIT
    • Linux
    • Apple

  • Code-Index-MCP

    ViperJuice
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    security
    A
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    quality
    Local-first code indexer that provides deep code understanding for Claude and other LLMs with symbol/text search across 48+ languages, semantic search capabilities, and real-time index updates through the Model Context Protocol.
    Last updated
    48
    MIT
    • Apple
    • Linux

  • Tool-Plaid

    reilly3000
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    security
    F
    license
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    quality
    Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.
    Last updated

  • No-as-a-Service (NoaaS)

    Koneisto
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    security
    A
    license
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    quality
    Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.
    Last updated
    4
    MIT
    • Apple
    • Linux

  • db-mcp-tool

    wirdes
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    security
    A
    license
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    quality
    A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.
    Last updated
    9
    5
    MIT

  • MCP Tool Factory

    tarunjain15
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    security
    F
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    quality
    A framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.
    Last updated
    • Apple

  • MCP Think Tool

    piotrpalek
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    security
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    quality
    An MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.
    Last updated
    1
    1

  • graph-tool-call

    SonAIengine
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    security
    A
    license
    A
    quality
    Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.
    Last updated
    6
    6
    MIT

  • Code Buddy

    Abhi-vish
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    security
    A
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    quality
    A comprehensive MCP server that provides AI assistants with tools for file system management, Git integration, and shell command execution. It features specialized code utilities for analysis, formatting, and linting to enhance development workflows within Claude Desktop.
    Last updated
    28
    6
    MIT
    • Apple
    • Linux

  • Code-MCP

    millsydotdev
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    security
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    quality
    Turns AI assistants into full-stack software engineers with 36 tools for cognitive reasoning, code validation, project scaffolding, and AI/IDE configuration generation across 130+ programming languages, databases, and frameworks.
    Last updated
    35
    15
    MIT

  • A-Share MCP Server

    24mlight
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    security
    A
    license
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    quality
    A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.
    Last updated
    41
    641
    MIT

  • Rovodev MCP Tool

    Jaggerxtrm
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    security
    F
    license
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    quality
    Integrates the Atlassian Rovo Dev CLI with the Model Context Protocol, allowing AI assistants to perform deep code analysis using Rovo Dev's large context capabilities. It enables features like repository-wide queries, file-specific analysis, and specialized coding modes through a standard MCP interface.
    Last updated
    3
    13

  • Hugging Face Hub Semantic

    davanstrien
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    security
    A
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    An unofficial MCP server that provides semantic search capabilities for Hugging Face models and datasets, enabling Claude and other MCP-compatible clients to search, discover, and explore the Hugging Face ecosystem using natural language queries.
    Last updated
    20
    MIT
    • Apple

  • MCP Code Indexer

    zxfgds
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    security
    F
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    A smart code retrieval tool based on Model Context Protocol that provides efficient and accurate code repository search capabilities for large language models.
    Last updated
    37

  • Todo for AI MCP Server

    todo-for-ai
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    security
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    Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.
    Last updated
    4
    Apache 2.0

  • swagger-mcp-tool

    sdlbp
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    security
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    quality
    A Bun-based MCP server that allows AI models to query Swagger/OpenAPI documentation from local files or remote URLs. It enables users to search for APIs, retrieve detailed endpoint definitions, and fetch schemas to facilitate code generation and API integration.
    Last updated
    26
    3
    MIT

  • Gemini MCP Tool

    jamubc
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    A Model Context Protocol server that enables AI assistants to interact with Google Gemini CLI, allowing them to leverage Gemini's large token window for analyzing files and codebases using natural language commands.
    Last updated
    6
    2,153
    2,153
    • Apple
    • Linux