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  • Tuning Engines

    cerebrixos-org
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    license
    A
    quality
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    maintenance
    Own your sovereign AI model. Domain-specific fine-tuning of open-source LLMs and SLMs with total control and zero infrastructure hassle. Tuning Engines provides specialized tuning agents to tailor top open models to your needs — fast, predictable, fully delivered. Fine-tune Qwen, Llama, DeepSeek, Mistral, Gemma, Phi, StarCoder, and CodeLlama models from 1B to 72B parameters on your data via CLI o
    38
    416
    4
    MIT

  • Code Search MCP

    YamadaYoukai
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    license
    A
    quality
    B
    maintenance
    Provides a code search service via MCP, allowing AI clients to perform fast, indexed searches across large codebases using Zoekt, with support for filters like repository, language, and path.
    2

  • mcp-server-bm25-code-search

    toaruR
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    A
    quality
    C
    maintenance
    Enables fast, low-token code search for AI coding agents via a local BM25 engine built on SQLite FTS5, with support for camelCase, snake_case, and Japanese text. Provides a stateless MCP stdio server and a Hermes adapter for multi-agent environments.
    1
    MIT

  • File Search MCP

    elad12390
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    license
    A
    quality
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    Enables blazingly fast file and content searching in large codebases using ripgrep, with intelligent filtering, fuzzy finding, and directory tree visualization while respecting .gitignore and avoiding common bloat directories.
    4
    29
    2
    MIT

  • Seroost Search MCP Server

    Parado-xy
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.
    3
    14
    7

  • Gemini MCP Server

    LKbaba
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    license
    A
    quality
    C
    maintenance
    Integrates Google Gemini 3.1 with Claude Code to provide web search, large codebase analysis, multimodal image understanding, and creative brainstorming, leveraging Gemini's 1M token context and Google Search grounding.
    5
    130
    142
    MIT

  • mcp-security-scanner

    badchars
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    license
    A
    quality
    A
    maintenance
    Security scanning for MCP servers from the inside out. Provides runtime inspection, AST-based static analysis, config audit, dependency analysis, and OWASP MCP Top 10 compliance in a single MCP server.
    55
    21
    5
    MIT

  • Stellaris MCP

    GDM-Pixel
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    license
    A
    quality
    B
    maintenance
    Combines semantic search with AST-based code exploration for AI agents, enabling natural language code search, file structure browsing, symbol inspection, and dependency analysis through the Model Context Protocol.
    30
    4
    MIT

  • Repo Test Architect

    RepoAssay
    A
    license
    A
    quality
    A
    maintenance
    ocal-first, read-only MCP server that audits repository test architecture across ten language ecosystems. It returns deterministic evidence-backed findings, blockers, rankings, and repository-native test plans without modifying source files.
    2
    19
    144
    MIT

  • scc-mcp

    NicholasSynovic
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    license
    A
    quality
    B
    maintenance
    Exposes boyter/scc code counting and complexity analysis to LLM agents via read-only tools like counting lines, finding top files, and cost estimation.
    7
    BSD 3-Clause

  • codex-mcp-server

    tuannvm
    A
    license
    A
    quality
    C
    maintenance
    Bridges Claude and OpenAI's Codex CLI for AI-powered code analysis, generation, and review, with support for session management, web search, and structured output.
    6
    1,336
    618
    ISC