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"Tips and tools for creating a graph" matching MCP servers:

  • IT Tools MCP Server

    wrenchpilot
    A
    license
    B
    quality
    F
    maintenance
    A comprehensive Model Context Protocol server providing access to 70+ IT tools for developers and system administrators, including encoding/decoding, text manipulation, hashing, and network utilities.
    34
    100
    179
    22
    TypeScript
    MIT

  • GraphRAG TypeScript MCP Tools

    Akakinad
    F
    license
    C
    quality
    C
    maintenance
    An MCP server that connects AI assistants to a Neo4j graph database, enabling querying of movie data through tools like graph statistics, genre-based search, and movie details, along with advanced features such as LLM sampling and completions.
    4

  • MCP Files

    OrionPotter
    A
    license
    A
    quality
    Not graded
    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.
    3
    11

  • mcp-alphabanana

    tasopen
    A
    license
    A
    quality
    C
    maintenance
    Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
    1
    18
    8
    MIT

  • 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.
    3
    MIT

  • litescope

    croc100
    A
    license
    A
    quality
    A
    maintenance
    Operations toolchain for SQLite, Cloudflare D1, and Turso. Every command is available as both a CLI and an MCP tool: inspect, diff, migrate, monitor, back up, and repair databases. 22 stdio tools, read-only by default.
    14
    1
    AGPL 3.0

  • mcp-whatsapp

    Sealjay
    A
    license
    A
    quality
    B
    maintenance
    Single-binary Go MCP server that wraps whatsmeow to expose a personal WhatsApp account as 41 MCP tools (messaging, groups, polls, media, privacy).
    42
    7
    MIT

  • rev-eng-cursor-regex-mcp

    blas0
    A
    license
    A
    quality
    C
    maintenance
    Enables fast literal and regex search over local workspaces using a sparse n-gram index for candidate pruning, with deterministic verification against file contents.
    8
    1
    MIT

  • festo-codesys-mcp

    efranceschetti
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that turns AI assistants into competent Festo/CODESYS PLC engineers by grounding them in curated, manufacturer-accurate knowledge and forcing every artifact through a machine-checked validation pipeline for CODESYS import.
    18
    58
    1
    MIT

  • mcp-server-peecai

    thein-art
    A
    license
    A
    quality
    C
    maintenance
    Track how your brand appears in AI-generated answers across ChatGPT, Perplexity, and other AI models. Analyze visibility, sentiment, citations, and domain rankings with 31 tools — including analytics reports, chat inspection, query analysis, and full CRUD for brands, prompts, tags, and topics.
    17
    82
    2
    MIT

  • accessibility-mcp

    nicolasgalvez
    A
    license
    A
    quality
    B
    maintenance
    Exposes WAI-ARIA Authoring Practices Guide (APG) patterns, providing narratives, keyboard guidance, and official source code examples for accessible widgets. It includes tools for listing patterns, retrieving specific specs, and performing semantic searches via Ollama.
    5
    28
    ISC

  • Paradex MCP Server

    tradeparadex
    A
    license
    A
    quality
    C
    maintenance
    A bridge between AI assistants and the Paradex perpetual futures trading platform for managing accounts, vaults, and orders. It enables users to retrieve real-time market data, monitor positions, and execute trading strategies through the Model Context Protocol.
    33
    2
    MIT

  • Hello MCP Server

    mfang0126
    A
    license
    A
    quality
    D
    maintenance
    A simple MCP server that provides a basic greeting tool and serves as a starter template for AWS Lambda deployment. Demonstrates how to build and deploy MCP servers with both local development and cloud deployment capabilities.
    1
    18
    MIT