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"Handling Sketch File Context and SVG Processing Overview" matching MCP servers:

  • File Search MCP

    elad12390
    A
    license
    A
    quality
    D
    maintenance
    Enables blazingly fast file and content searching in large codebases using ripgrep, with intelligent filtering, fuzzy finding, and directory tree visualization while respecting .gitignore and avoiding common bloat directories.
    4
    13
    2
    MIT

  • mcp-file-lens

    solatis
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that provides a flexible lens into directory structures and files, enabling LLM clients to efficiently navigate and understand codebases with minimal noise. It offers secure, gitignore-aware file access with tools like directory listing, file reading, and grep-like search.
    1
    MIT

  • Patch File MCP

    matdev83
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables precise file patching using SEARCH/REPLACE blocks, with mandatory directory sandboxing, automatic Python QA (Ruff/Black/MyPy), and git versioning for rollback.
    1
    MIT

  • Context MCP

    geq1fan
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides AI agents with secure, read-only file system access to analyze and understand project codebases, enabling multi-repository context aggregation and cross-project code tracing.
    5
    MIT

  • Fast Context MCP

    TripQi
    A
    license
    A
    quality
    D
    maintenance
    Enables AI-driven semantic code search using Windsurf's reverse-engineered SWE-grep protocol to query local codebases with natural language. It executes local search tools like ripgrep and tree-node-cli to return relevant file paths and line ranges to MCP-compatible clients.
    2
    227
    MIT

  • code-context

    nachogeinfor-ops
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.
    8
    MIT

  • Fast Context MCP

    SammySnake-d
    A
    license
    A
    quality
    A
    maintenance
    Enables AI-driven semantic code search by leveraging Windsurf's reverse-engineered protocol to perform multi-round local searches using natural language. It automatically executes bundled ripgrep and file operations to return relevant code snippets and file paths to MCP-compatible clients.
    2
    766
    353
    MIT

  • Codebase Context

    PatrickSys
    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
    433
    58
    Elastic 2.0

  • mcp-intelligence-context

    LeoChimal09
    F
    license
    A
    quality
    C
    maintenance
    Provides codebase indexing and retrieval tools that give AI agents token-efficient, query-relevant context packages (symbols, imports, and dependencies) instead of scanning entire repositories.
    6

  • Scantool - File Scanner MCP

    mariusei
    A
    license
    A
    quality
    A
    maintenance
    Analyzes source code structure across multiple languages using tree-sitter, extracting classes, functions, methods, and metadata with precise line numbers for efficient codebase exploration and AI-assisted development.
    8
    3
    MIT

  • context-mcp

    vibhasdutta
    A
    license
    A
    quality
    A
    maintenance
    Provides persistent memory and a codebase knowledge graph for AI coding assistants, enabling shared context across multiple tools like Claude, Cursor, and ChatGPT, with significant token reduction.
    5
    32
    MIT

  • mcp-code-context

    achatainga
    A
    license
    B
    quality
    A
    maintenance
    Enables LLMs to efficiently read, write, and refactor code using precise AST-based operations, reducing token usage and context window waste.
    25
    57
    3
    MIT