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license-
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maintenanceSemantic caching MCP server for AI agent tool calls, providing exact and similarity-based cache lookup, store, invalidation, and metrics via MCP tools.
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"Understanding Cache for Prompt Engineering" matching MCP servers:
- Flicense-qualityCmaintenanceProvides a local SQLite cache of package documentation and APIs, enabling AI coding assistants to access dependency context offline with sub-10ms latency via MCP.Last updated
- FlicenseAqualityAmaintenanceIntegrates Xiaomi MiMo's multimodal API to enable understanding of images, audio, and video through natural language prompts.Last updated3
- AlicenseCqualityDmaintenanceAn MCP server that analyzes local or remote GitHub repositories, providing intelligent code context and structure to AI coding assistants.Last updated1013MIT
- Alicense-qualityBmaintenanceA persistent, tree-sitter-backed code knowledge cache MCP server that reduces token usage by storing parsed structure and enabling fast symbol lookup, inheritance graph, call graph, and semantic search.Last updated1MIT
- Alicense-qualityDmaintenanceEnables AI models to interactively prompt users for input or clarification directly through their code editor. It facilitates real-time communication between assistants and users during development tasks.Last updatedMIT
- Alicense-qualityBmaintenanceCache-first MCP server for Linear that provides tools to search, read, create, update, and comment on issues and projects, caching data locally to reduce API calls and respect rate limits.Last updated1MIT
- Flicense-qualityCmaintenanceHigh-performance MCP response caching server that reduces latency from ~3000ms to ~0.001ms for repeated tool calls using a dual-layer SQLite and LRU memory cache.Last updated
- Flicense-qualityBmaintenanceEnforces team engineering standards across Git, code review, Rails, frontend, deployment, incidents, observability, API design, database, ADRs, and technical debt, with tools for branch name and commit message validation.Last updated
- Flicense-qualityDmaintenanceMCP server for professional prompt engineering and agentic scaffolding, with cloud and local optimization.Last updated2
- AlicenseAqualityAmaintenanceReduces 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 updated132MIT
- AlicenseAqualityBmaintenanceAn MCP server that gives an AI assistant a set of real mechanical-engineering tools. Provides deterministic tools like material properties, beam analysis, unit conversion, and curve fitting for engineering calculations.Last updated5MIT
- AlicenseAqualityBmaintenanceEnables AI agents to generate, view, and analyze engineering diagrams (RF, PCB, EMC) in draw.io using natural language prompts, with auto-layout and 269 engineering stencils.Last updated107AGPL 3.0
- AlicenseAqualityAmaintenanceLocal MCP server that uses a local Ollama model to rewrite rough prompt drafts into structured, optimized prompts for paid APIs, saving tokens and improving output quality.Last updated5182MIT
- AlicenseAqualityDmaintenanceAn MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into structured, professionally engineered instructions for any LLM. It enhances AI interactions by adding context, requirements, and structural clarity to raw user inputs.Last updated13MIT
- AlicenseAqualityBmaintenanceEnables searching and browsing a curated matrix of 100+ engineering tools by name, tag, or use case, and retrieving ready-to-use boilerplate files for 30+ popular stacks.Last updated3202MIT
- AlicenseAqualityDmaintenanceOptimizes prompts using meta-prompting techniques through a two-turn approach that first provides optimization guidelines and then refines the prompt for enhanced quality and effectiveness.Last updated144MIT
- AlicenseAqualityAmaintenanceThe control plane for AI prompts that scores, enforces policy, locks config, and audits every prompt decision.Last updated2062Elastic 2.0
- AlicenseBqualityDmaintenanceAn MCP server that registers customizable prompt templates as tools for natural language interaction. It supports hot-reloading and easy extension via YAML or JSON files to automate tasks like code review, refactoring, and content summarization.Last updated231MIT
- FlicenseBqualityDmaintenanceA lightweight MCP server that provides a unified interface to various LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama.Last updated6733