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"Proof-of-Concept Examples for Multi-Component Processes (Model Context Protocol)" matching MCP servers:
- Alicense-qualityFmaintenanceProvides a standardized way to interact with MinIO object storage, allowing access to text files, binary files, and bucket contents while supporting operations like listing buckets/objects, retrieving objects, and uploading files.6MIT
- Alicense-qualityDmaintenanceProvides 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.5MIT
- AlicenseAqualityBmaintenanceMCP server providing lossless file reads with deduplication, per-repo token metering, and HMAC-signed context receipts. Enables auditable, vendor-neutral measurement of what an AI agent saw.68172MIT
- AlicenseAqualityBmaintenanceMCP server for managing multiple SSH servers via AI assistants, offering tools for remote command execution, file operations, and system monitoring.11MIT
- AlicenseAqualityAmaintenance50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.503765MIT
- AlicenseAqualityDmaintenanceEnables atomic batch find-and-replace edits across single or multiple files, reducing tool calls and token usage for efficient code refactoring.283PolyForm Noncommercial 1.0.0
- AlicenseAqualityCmaintenanceAn MCP server that exposes macOS Spotlight search as tools, wrapping mdfind and mdls to provide full-text and metadata file search across the system.2MIT
- AlicenseAqualityCmaintenanceProvides LLMs with secure, read-only access to local documentation by scanning directories, extracting content from PDF, DOCX, Markdown, and text files, and performing keyword searches.310MIT
- Alicense-qualityCmaintenanceA unified context layer that connects your local data — repositories, documents, remote machines, and notes — to LLM interfaces through the Model Context Protocol (MCP).3MIT
- Alicense-qualityCmaintenanceA collection of small MCP servers for macOS automation that expose Apple Mail, MoneyMoney, and Spotlight functionality as tools via AppleScript and command-line, enabling AI applications to search mail, manage contacts and transactions, and perform system-wide file searches through natural language.MIT
- Flicense-qualityBmaintenanceA thin, local, read-only MCP gateway that exposes governed context documents and producer manifests as logical resources, enabling AI clients to access them without arbitrary filesystem access.1
- Flicense-qualityDmaintenanceA Model Context Protocol (MCP) server that provides VSCode context and filesystem operations for AI assistants.9
- Flicense-qualityFmaintenanceThis server provides an API to query Large Language Models using context from local files, supporting various models and file types for context-aware responses.1
- AlicenseAqualityBmaintenanceMCP server that gives AI chat real vision by reading images, files, logs, and zip archives via local OCR in any language, with privacy-first processing.21821MIT
- AlicenseAqualityBmaintenanceMCP server that helps AI coding agents understand a repository by providing lightweight tree/map, code search, and token-budgeted context packing tools without dumping the entire monorepo into the prompt.3298MIT
- AlicenseAqualityCmaintenanceMCP server that encapsulates Apple Mail on macOS via AppleScript, enabling invoice PDF search, attachment saving, and message flagging through natural language.5MIT
- AlicenseBqualityCmaintenanceCompress OCR-heavy PDFs into dense packed images so agents can work with long visual documents.31MIT
- AlicenseBqualityBmaintenanceProvides owner-bound secure storage and retrieval of tool outputs via MCP tools, enabling trusted persistence for agents like Claude Code, Codex CLI, and OpenCode.2MIT
- FlicenseBqualityDmaintenanceEnables managing personal information with dynamic topic-based organization (tasks, meetings, contacts, etc.), supporting optional OTP authentication and AES-256 encryption for sensitive data with automatic backups.106