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"Guide to Deploying a Large Language Model Framework" matching MCP servers:

  • MCP Language Server

    isaacphi
    A
    license
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    quality
    F
    maintenance
    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    1,577
    BSD 3-Clause

  • Forja MCP Server

    rvbernucci
    A
    license
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    quality
    A
    maintenance
    Enables governed multi-agent software factory operations through eight typed, audited tools for Sprint planning, submission, decisions, inspection, cancellation, and resumption.
    Apache 2.0

  • cabrain-cli

    togo-framework
    A
    license
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    quality
    A
    maintenance
    Connect any AI client to the CaBrain memory system via MCP, exposing tools for memory recall, retain, and brain management.
    4
    MIT

  • OSF CLI Go

    edithatogo
    A
    license
    A
    quality
    A
    maintenance
    Read-only MCP tools for authenticated Open Science Framework projects, components, files, and contributors.
    6
    1
    Apache 2.0
  • Grafana by grafana

    Grafanaofficial

    grafana
    A
    license
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    quality
    A
    maintenance
    A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
    3,356
    Apache 2.0
  • Axiom by axiomhq

    Axiomofficial

    axiomhq
    A
    license
    -
    quality
    F
    maintenance
    A Model Context Protocol server implementation for Axiom that enables AI agents to query your data using Axiom Processing Language (APL).
    60
    MIT

  • Beelzebub MCP Honeypot

    beelzebub-labs
    A
    license
    -
    quality
    A
    maintenance
    Description: Introduce Beelzebub, an MCP‑based honeypot framework that enables creating decoy tools to detect prompt injection and malicious agent behavior. Motivation: Strengthen the security of LLM workflows by adding a non‑intrusive detection mechanism.
    2,141
    GPL 3.0

  • Keeper Secrets Manager - MCP

    Keeper-Security
    A
    license
    -
    quality
    A
    maintenance
    KSM MCP is a Model Context Protocol (MCP) server that acts as a secure intermediary between AI language models (like Claude) and Keeper Secrets Manager (KSM). It allows AI agents to manage your KSM secrets-such as listing, creating, retrieving, and deleting records and folders-while protecting your
    10
    MIT

  • LLM Optimizer

    jonradoff
    A
    license
    -
    quality
    B
    maintenance
    LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.
    10
    MIT

  • prometheus-mcp-server

    ramkrsna
    A
    license
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    quality
    C
    maintenance
    A Model Context Protocol server that enables AI agents to interact directly with Prometheus metrics data through natural language queries.
    MIT

  • DigitalOcean MCP Server

    rohit-kaundal
    A
    license
    -
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server that provides programmatic access to DigitalOcean's API. This server exposes tools for managing droplets, Kubernetes clusters, and container registries through the MCP interface.
    4
    MIT

  • Myrmex Hive

    olafkfreund
    A
    license
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    quality
    A
    maintenance
    A decentralized, secure agent orchestration framework for monitoring and managing distributed edge servers, Docker hosts, and Kubernetes nodes via outbound SSH tunnels with zero inbound ports.
    2
    MIT

  • mcp-gopls

    hloiseau
    A
    license
    -
    quality
    A
    maintenance
    A Model Context Protocol (MCP) server that allows AI assistants like Claude to interact with Go's Language Server Protocol (LSP) and benefit from advanced Go code analysis features.
    97
    Apache 2.0

  • mcp-rae

    rae-api-com
    F
    license
    -
    quality
    D
    maintenance
    Model Context Protocol (MCP) server for the Royal Spanish Academy (RAE) API. It allows language models to interact with RAE's dictionary and linguistic resources.
    6