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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:
- 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
- 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
- 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
- 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
- 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
- AlicenseDqualityDmaintenanceA Model Context Protocol server that provides specialized prompt suggestions for backend development, frontend development, and general tasks to help LLMs generate better content.Last updated6121MIT
- Alicense-qualityDmaintenanceA local MCP server for prompt evaluation, enabling users to define test cases, run prompts against multiple LLM providers, score outputs with deterministic and LLM-graded assertions, and track quality over time, all within an AI coding environment.Last updatedMIT
- Alicense-qualityDmaintenanceEnables AI-assisted development by providing a library of 110+ curated prompts, workflows, and coding standards, with MCP tools for prompt retrieval, composition, and multi-step workflow chains.Last updated7MIT
- Alicense-qualityDmaintenanceAnalyzes, generates, simulates, and optimizes caching strategies across HTTP, CDN, and browser layers for AI agents.Last updated80MIT
- Alicense-qualityCmaintenanceAn MCP server plugin for Claude Code that analyzes local AI session logs to provide coaching on coding patterns, tool usage, and productivity insights via tools and slash commands.Last updatedMIT
- Alicense-qualityBmaintenanceEnables AI coding environments to enforce engineering governance through MCP tools and resources for init, check, route, and review workflows.Last updated162MIT
- Alicense-qualityDmaintenanceProvides persistent memory and semantic code understanding for AI assistants using MongoDB Atlas Vector Search. Enables intelligent code search, memory management, and pattern detection across codebases with complete semantic context preservation.Last updated26413MIT
- Flicense-qualityDmaintenanceAutomates Cole Medin's context engineering methodology to generate high-quality Product Requirements Prompts (PRPs) by analyzing existing codebases, asking contextual questions, and synthesizing insights.Last updated11
- -license-quality-maintenanceAn MCP server that provides cached, refreshable, and structured Figma context for AI coding assistants, reducing API calls and latency by storing node responses locally.Last updated
- Flicense-qualityDmaintenanceProvides AI assistants with structured access to an organization's engineering standards, practices, and processes through searchable knowledge base with CRUD operations and multi-dimensional organization.Last updated1
- AlicenseAqualityBmaintenanceA local MCP server that fetches official library documentation (llms.txt-first), caches it to disk, and serves relevant sections to coding agents offline with deterministic retrieval.Last updated3MIT
- AlicenseAqualityCmaintenanceRoutes one brief to the right image model across 60+ (gpt-image-1.5, Ideogram 3, Recraft V4, Flux), validates the output, and fans out to iOS/Android/PWA/favicon/visionOS/Flutter bundles. Works without an API key via Pollinations, HF Inference, Stable Horde, or host-LLM inline SVG.Last updated2415MIT
- AlicenseAqualityCmaintenanceEnables prompt optimization loops and regression test suites for Claude Code, with a companion web UI for real-time visualization of scores and prompt revisions.Last updated19MIT