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  • bc-source-mcp

    glachana
    A
    license
    A
    quality
    A
    maintenance
    Exposes structured Microsoft Dynamics 365 Business Central source code (versions 23-29, 47 localizations) to AI agents via MCP, enabling fast lookups, searches, and code analysis.
    14
    14
    MIT

  • source-rag-mcp

    hanhy06
    F
    license
    B
    quality
    B
    maintenance
    MCP server for searching, browsing, and analyzing decompiled Minecraft source code locally. Supports symbol lookup, text search, reference lookup, and lightweight RAG.
    11

  • keycloak-source-mcp

    vujasinovic
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that enables AI assistants to navigate, search, and analyze local Keycloak source code to support developer customizations like SPIs and authenticators. It provides tools for searching classes, generating boilerplate code, detecting breaking changes between versions, and tracing dependencies.
    8
    MIT

  • Product Memory

    sirajjunior540
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides a memory server for coding agents over MCP, capturing and retrieving the meaning and rationale behind code decisions down to the function level. It enables agents to search product memory, get task context, and propose new memories to avoid re-deriving or re-breaking past decisions.
    MIT

  • unreal-source-mcp

    tumourlove
    A
    license
    Not graded
    quality
    F
    maintenance
    Indexes Unreal Engine source code into a local database, providing AI coding assistants with deep structural queries like class hierarchies, call graphs, and full-text search across all engine source files.
    MIT

  • Open Kioku

    shivyadavus
    F
    license
    A
    quality
    B
    maintenance
    Open Kioku is the local-first code intelligence and evidence layer for AI coding agents (Claude, Cursor, Codex, Zed, and other MCP clients). Instead of letting agents blindly crawl files, guess blast radius, or read the entire repository repeatedly, Open Kioku gives them a precise, pre-indexed code index to build evidence-backed plans before they edit, and verify boundary limits after they edit.
    42
    9

  • MCP X-Platform

    Atomic-Germ
    A
    license
    A
    quality
    D
    maintenance
    Analyzes codebases for cross-platform compatibility issues, detecting platform-specific APIs, file path problems, line ending inconsistencies, and shell command incompatibilities across Windows, macOS, and Linux.
    8
    MIT

  • Android Source Explorer MCP

    mrmike
    A
    license
    B
    quality
    C
    maintenance
    Provides on-demand access to AOSP and Jetpack source code to help AI understand Android framework internals. It features a hybrid architecture using Tree-sitter and LSP for precise code extraction, cross-file navigation, and local source indexing.
    11
    100
    Apache 2.0

  • MCP Source Relation Server

    owayo
    A
    license
    C
    quality
    D
    maintenance
    Analyzes source code dependencies across multiple programming languages in the specified directory to identify file relationships, assisting in dependency management and project structure understanding.
    1
    1
    MIT

  • Data Product Hub

    armalite
    A
    license
    Not graded
    quality
    D
    maintenance
    A production-ready MCP server that provides comprehensive dbt project quality assessment for any GitHub repository, enabling AI agents to analyze dbt models, check metadata coverage, and map data lineage.
    9
    MIT

  • Fabric-Analytics-MCP

    santhoshravindran7
    A
    license
    Not graded
    quality
    D
    maintenance
    The Fabric-Analytics-MCP server enables AI agents to interact directly with Microsoft Fabric using natural language. It transforms complex data engineering tasks—such as workspace management, data exploration, and job execution—into intuitive, conversational workflows for LLMs like Claude or GitHub
    17
    109
    MIT

  • Open Mind

    HelloThisWorld
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that builds a deterministic, source-traceable knowledge index of any codebase, enabling glossary lookup, code graphs, and exact-token search with every fact linked to its source file and line.
    24
    1
    MIT

  • open-code-review

    raye-deng
    F
    license
    A
    quality
    C
    maintenance
    AI-powered code review tool that detects AI-generated code defects invisible to traditional linters — hallucinated packages, deprecated APIs, cross-file contradictions, hidden security anti-patterns, and over-engineering. Works as a standalone CLI, GitHub Action, or MCP server. Supports TypeScript, Python, Java, Go, and Kotlin. Free for individuals, no API key required.
    4
    33

  • CodeAtlas AI MCP Server

    giauphan
    A
    license
    Not graded
    quality
    A
    maintenance
    Transforms codebases into a living knowledge graph with AI-powered code analysis, security scanning, and persistent semantic memory, leveraging Oracle 26ai vector and property graph capabilities.
    10
    1
    MIT

  • SourceRecall MCP Server

    Mortau
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding assistants to search and retrieve code from self-hosted Git repositories using semantic and lexical search with optional reranking, while keeping repository data under the operator's control.
    MIT

  • jvmsrc

    Sintexer
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server that gives coding agents IDE-like access to JVM classpaths by querying the actual build tool, providing precise source code, signatures, and structure without cache-walking or version guesswork.
    512
    3
    MIT