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"Understanding Inference Models" matching MCP servers:

  • Sense

    luuuc
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    31
    MIT

  • LLM Optimizer

    jonradoff
    A
    license
    Not graded
    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

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    6
    280
    MIT

  • gopls-mcp

    xieyuschen
    A
    license
    Not graded
    quality
    A
    maintenance
    https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.
    57
    BSD 3-Clause

  • MCP Language Server

    isaacphi
    A
    license
    Not graded
    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

  • CKB

    SimplyLiz
    F
    license
    Not graded
    quality
    A
    maintenance
    Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP.
    109

  • helmdeck

    tosin2013
    A
    license
    Not graded
    quality
    A
    maintenance
    A self-hosted MCP server that provides capability packs for AI agents to perform browser, desktop, git, and code actions via schema-validated JSON calls, enabling reliable agentic workflows even with small open-weight models.
    4
    Apache 2.0

  • simple-mcp-runner

    mjmorales
    A
    license
    Not graded
    quality
    D
    maintenance
    Simple MCP Runner makes it effortless to safely expose system commands to language models via a lightweight MCP server—all configurable with a clean, minimal YAML file and zero boilerplate.
    MIT

  • Keeper Secrets Manager - MCP

    Keeper-Security
    A
    license
    Not graded
    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

  • MCP-KiCad

    unmateria
    F
    license
    Not graded
    quality
    A
    maintenance
    An MCP server that enables language models to design real KiCad electronic schematics from plain-language descriptions, placing parts, wiring nets, and running KiCad's electrical rules check to produce editable .kicad_sch files.
    2

  • mcp-rae

    rae-api-com
    F
    license
    Not graded
    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.
    7