"Understanding File Usage" matching MCP servers:

• toon-mcp

  kweinmeister

  A

  license

  A

  quality

  B

  maintenance

  Enables encoding JSON into compact TOON format and decoding TOON back to JSON, reducing token usage for LLM prompts.

  Last updated 2026-07-18

  2

  13

  Apache 2.0

• 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 2026-07-19

  3

  MIT

• VirusTotal MCP Server

  w0h1v

  A

  license

  A

  quality

  B

  maintenance

  A MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.

  Last updated 2026-05-24

  11

  269

  138

  MIT

• NCP - Natural Context Provider

  portel-dev

  A

  license

  A

  quality

  C

  maintenance

  Unified MCP orchestration layer that consolidates multiple MCPs into a single interface with semantic tool discovery, code-mode execution, scheduling, and intelligent caching to reduce token usage by 97% and eliminate choice paralysis.

  Last updated 2026-06-12

  2

  130

  96

  Elastic 2.0

• MCP Web Fetch Server

  narimanamiri

  F

  license

  A

  quality

  C

  maintenance

  A Python MCP server for web research that enables fetching web pages, searching, batch-fetching, extracting links, and summarizing content via client-side sampling, with optional local file access.

  Last updated 2026-07-14

  9

• zoho-bookkeeper-mcp

  bu5hm4nn

  A

  license

  A

  quality

  C

  maintenance

  MCP server for Zoho Books integration, enabling AI agents to perform bookkeeping operations like managing journals, expenses, bills, invoices, and file attachments.

  Last updated 2026-05-05

  49

  MIT

• dokploy-mcp-server

  sapientsai

  A

  license

  A

  quality

  B

  maintenance

  A comprehensive MCP server for Dokploy that provides 14 action-based tools covering the full DevOps lifecycle with minimal token usage. It enables AI assistants to manage projects, applications, databases, domains, servers, and more through a unified interface.

  Last updated 2026-07-15

  17

  288

  2

  MIT

• MCP Files

  OrionPotter

  A

  license

  A

  quality

  -

  maintenance

  Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere with tools for reading code blocks, searching/replacing text, and making precise line-based modifications.

  Last updated 2025-10-30

  3

  11

• codex-mcp-tool

  x51xxx

  A

  license

  B

  quality

  C

  maintenance

  MCP server connecting Claude/Cursor to Codex CLI, enabling code analysis via @ file references, multi-turn conversations, sandboxed edits, and structured change mode.

  Last updated 2026-07-13

  13

  144

  23

  MIT

• Sage MCP

  sagemcp

  A

  license

  B

  quality

  F

  maintenance

  A multi-tenant MCP server platform that hosts isolated MCP servers with OAuth/API key authentication for 23+ services, enabling integration with Claude Desktop and other clients via a web interface and CLI.

  Last updated 2026-04-17

  13

  43

  MIT

• gRPC MCP Server

  Yuki4-dev

  A

  license

  B

  quality

  C

  maintenance

  Enables easy gRPC requests and Protocol Buffer file information retrieval through natural language commands. Supports unary RPCs with SSL, timeout configuration, and response time statistics.

  Last updated 2026-04-06

  3

  10

  1

  Apache 2.0