Skip to main content
Glama
21,811 servers. Last updated

Matching MCP tools:

Matching MCP Connectors:

"A tool or technique to improve prompt writing" matching MCP servers:

  • MCP Think Tool

    piotrpalek
    A
    security
    F
    license
    A
    quality
    An MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.
    Last updated
    1
    1

  • Refine Prompt

    FelippeFarias
    A
    security
    A
    license
    A
    quality
    An 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 updated
    1
    3
    MIT

  • MCP Prompt Optimizer

    Bubobot-Team
    -
    security
    A
    license
    -
    quality
    This MCP server provides research-backed prompt optimization tools and professional domain templates designed to improve AI performance through strategies like Tree of Thoughts and Medprompt. It enables users to analyze, auto-optimize, and refine prompts using advanced reasoning patterns and safety-critical alignment techniques.
    Last updated
    22
    MIT
    • Apple
    • Linux

  • dev-prompt-mcp

    sayll
    -
    security
    A
    license
    -
    quality
    An 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 updated
    3
    MIT

  • RT-Prompt-MCP

    yuyao1999
    A
    security
    F
    license
    D
    quality
    A Model Context Protocol server that provides specialized prompt suggestions for backend development, frontend development, and general tasks to help LLMs generate better content.
    Last updated
    6
    2
    1

  • MCP Prompt Server

    gdli6177
    A
    security
    A
    license
    D
    quality
    A server based on Model Context Protocol that provides predefined prompt templates for tasks like code review and API documentation generation, enabling more efficient workflows in Cursor/Windsurf editors.
    Last updated
    10
    1
    244
    MIT

  • Prompt Cleaner MCP Server

    dacebt
    A
    security
    A
    license
    C
    quality
    Enables cleaning and sanitizing prompts through an LLM-powered tool that removes sensitive information, provides structured feedback with notes and risks, and normalizes prompt formatting. Supports configurable local or remote OpenAI-compatible APIs with automatic secret redaction.
    Last updated
    4
    1
    MIT

  • CHOFF-A-MCP (Anamnesis)

    dd-dent
    -
    security
    A
    license
    -
    quality
    Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.
    Last updated
    1
    MIT

  • mcp-prompt-engine

    vasayxtx
    -
    security
    A
    license
    -
    quality
    MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine. Create reusable, logic-driven prompts with variables, partials, and conditionals that can be served to any compatible MCP client like Claude Code, Claude Desktop, Gemini CLI, etc.
    Last updated
    16
    MIT
    • Apple

  • MCP Prompt Enhancer

    soniankur948
    -
    security
    F
    license
    -
    quality
    Intelligently analyzes codebases to enhance LLM prompts with relevant context, featuring adaptive context management and task detection to produce higher quality AI responses.
    Last updated
    1

  • A-Share MCP Server

    firmmaple
    -
    security
    A
    license
    -
    quality
    Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.
    Last updated
    23
    MIT
    • Linux
    • Apple

  • Prompt Store MCP

    mhoshdev
    -
    security
    A
    license
    -
    quality
    A local-only MCP server that uses SQLite to store, search, and manage a personal library of AI prompts. It enables developers to organize and reuse prompts across multiple AI clients like Claude and Cursor while keeping all data on their local machine.
    Last updated
    2
    1
    MIT
    • Apple

  • Prompt Learning MCP Server

    curiositech
    -
    security
    F
    license
    -
    quality
    Provides stateful prompt optimization using research-backed techniques like APE and OPRO, learning from historical performance data via a vector database. It enables users to automatically refine prompts, retrieve high-performing examples, and track performance analytics through iterative feedback.
    Last updated
    2

  • Tool-Plaid

    reilly3000
    -
    security
    F
    license
    -
    quality
    Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.
    Last updated

  • No-as-a-Service (NoaaS)

    Koneisto
    -
    security
    A
    license
    -
    quality
    Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.
    Last updated
    4
    MIT
    • Apple
    • Linux

  • agent-tool

    knewstimek
    A
    security
    A
    license
    A
    quality
    Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.
    Last updated
    2
    51
    16
    MIT
    • Linux
    • Apple

  • Generate-Prd-Prompt

    xiaobenyang-com
    A
    security
    A
    license
    A
    quality
    Mercury Spec Ops MCP Server is a dynamic prompt generation and template assembly tool based on a modular architecture. It is suitable for the interaction between AI assistants and professional content, and supports the dynamic generation of 31 technology stacks, 10 analysis dimensions and 34 templat
    Last updated
    6
    2
    Apache 2.0

  • A-Share MCP Server

    24mlight
    A
    security
    A
    license
    C
    quality
    A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.
    Last updated
    41
    641
    MIT

  • OpenAPI to MCP

    EvilFreelancer
    -
    security
    A
    license
    -
    quality
    A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.
    Last updated
    10
    16
    MIT

  • graph-tool-call

    SonAIengine
    A
    security
    A
    license
    A
    quality
    Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.
    Last updated
    6
    6
    MIT

  • db-mcp-tool

    wirdes
    A
    security
    A
    license
    D
    quality
    A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.
    Last updated
    9
    5
    MIT

  • MCP Tool Factory

    tarunjain15
    -
    security
    F
    license
    -
    quality
    A framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.
    Last updated
    • Apple

  • swagger-mcp-tool

    sdlbp
    -
    security
    A
    license
    -
    quality
    A Bun-based MCP server that allows AI models to query Swagger/OpenAPI documentation from local files or remote URLs. It enables users to search for APIs, retrieve detailed endpoint definitions, and fetch schemas to facilitate code generation and API integration.
    Last updated
    26
    3
    MIT

  • docs-to-mcp

    fayazara
    -
    security
    F
    license
    -
    quality
    A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.
    Last updated
    10