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"Understanding File Usage" matching MCP servers:

  • LLM Usage & Cost Tracker

    zhaoyue722
    A
    license
    A
    quality
    A
    maintenance
    A local-first, multi-provider cost meter for LLM usage, exposed as MCP tools. Captures every call into a local SQLite ledger and lets any coding agent query spend, compare providers, and get recommendations — no cloud, no account. First-class support for Chinese providers (Qwen, DeepSeek) alongside Anthropic and OpenAI.
    Last updated
    7
    3
    MIT

  • Scantool - File Scanner MCP

    mariusei
    A
    license
    A
    quality
    B
    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.
    Last updated
    8
    3
    MIT

  • Huoshui File Search

    huoshuiai42
    A
    license
    B
    quality
    D
    maintenance
    Enables fast file search on macOS using the native mdfind (Spotlight) command, with support for filtering, regex, sorting, and limiting results.
    Last updated
    1
    MIT

  • file-mcp

    yun-wulian
    F
    license
    B
    quality
    C
    maintenance
    Windows-first MCP server for deterministic file writes with atomic create, replace, and structured edit operations, preserving encoding and newline styles.
    Last updated
    10
    1

  • repowise

    repowise-dev
    A
    license
    A
    quality
    A
    maintenance
    Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.
    Last updated
    2
    11
    4,253
    AGPL 3.0

  • PCCheck MCP Server

    jjackk0k
    A
    license
    A
    quality
    A
    maintenance
    Provides Claude with read-only access to PC diagnostics including hardware specs, live performance metrics, disk usage, network checks, and more, enabling natural language queries about PC health and performance.
    Last updated
    15
    MIT

  • agent-activity

    patrickdaj
    A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server that exposes local coding-agent session logs as three tools for introspection of recent work, debugging tool failures, and tracking token usage and estimated cost without parsing log files.
    Last updated
    3
    MIT

  • md24de-mcp

    volsch
    A
    license
    A
    quality
    A
    maintenance
    Unofficial MCP server for the messdienst24.de utility portal, providing tools to retrieve heating and hot-water consumption data, download PDF reports, and compare usage trends.
    Last updated
    3
    MIT

  • pdf-chart-parser

    haoxinm
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that extracts energy-usage charts from utility-bill PDFs, returning structured time-series data and annotated images.
    Last updated
    1
    AGPL 3.0

  • snowflake-cost-mcp

    alizubairs
    A
    license
    A
    quality
    C
    maintenance
    Provides read-only visibility into Snowflake warehouse cost and query performance, including credit usage by warehouse, expensive queries, and heuristic right-sizing recommendations.
    Last updated
    6
    MIT

  • Notmuch

    hgn
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that exposes a local notmuch email database to an LLM client such as Claude. It is read-first: searching, reading, and understanding mail is always available; writing anything (drafts, tags, exported files) requires an explicit opt-in flag and is confined to clearly bounded locations.
    Last updated
    13
    MIT