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    A deterministic structural code map server for AI agents, giving them the shape of a codebase (imports, exports, classes, functions, signatures, comments, TODO-markers) without reading whole files into context. Powered by tree-sitter WASM grammars, it runs anywhere Node 18+ works.
    7
    7 npm
    1
    AGPL 3.0
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    Deterministic navigation maps over code AND markdown for AI agents: one MCP server, two lenses (tree-sitter TS/JS/Python + markdown). Map a whole project, read one function or one doc-section, ~99% less context. Merges codelens + docslens.
    13
    1
    AGPL 3.0
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    Enables AI coding assistants like Claude Code to perform real-time code linting and get violation summaries from tools such as ESLint, Stylelint, P3C, and Checkstyle via a local server.
    3
    18 npm
    Apache 2.0
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    Marrow is an MCP server that solves agent amnesia. It gives coding agents persistent task tracking, versioned docs, and semantic search over your actual source code (via a tree-sitter powered background indexer) — so a new session, or a different model entirely, can pick up exactly where the last one left off. Built for multi-agent, multi-session software delivery.
    620
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    7
    MIT
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    Topos scores code quality by analyzing the geometric and topological structure of program graphs, surfacing structural debt that conventional linters can't compute. Gives coding agents a medal-scored (SLOP → GOLD) feedback loop for writing cleaner, more composable code.
    17
    28
    BSD 3-Clause
  • A
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    Enables coding agents to analyze a repository evidence-first, answering questions as verifiable claims with source evidence, targeted test observations, and reference resolution.
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    3
    Apache 2.0
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    Enables users to build and continuously refresh a code index of a repository, then query it to answer architecture, impact, tracing and log questions with verifiable evidence lines. Also checks Java, Kotlin and TypeScript/JavaScript names against real sources and classpaths, and supports commit review and Minecraft/JVM analysis directly from an agent session.
    5
    1
    Apache 2.0
  • F
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    A deterministic MCP server for BitBake and Yocto that allows users to search, scan, and parse recipe files. It enables the extraction of raw variable assignments from .bb and .bbappend files without performing variable evaluation.
    4
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    Enables orchestrating a reusable team of expert agents (PM, architecture, development, QA, security) to analyze a project's files and produce consolidated recommendations. It exposes tools to list experts, ask a single expert, or run the full team from MCP clients.
    3
    MIT
  • A
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    quality
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    Grants AI agents secure, verifiable access to SAP ABAP systems (ECC 6.0 and S/4HANA) so they can review code and transport orders, run ATC and ABAP Unit checks, trace where-used relationships, query tables with read-only ABAP SQL, diagnose incidents across dumps, jobs and application logs, and consult official SAP documentation. Writes are restricted to development systems with an explicit transport order, and every result reports which system it came from, returning typed errors instead of misleading empty results when a check cannot be completed.
    1
    259 npm
    1
    Apache 2.0
  • A
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    Not graded
    quality
    B
    maintenance
    Enables AI agents to self-govern by scanning code for hardcoded secrets, structural violations, and AI drift in real-time, providing fix packets for automatic remediation.
    27
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enola. is a local Model Context Protocol (MCP) server. A deterministic map of your codebase for AI coding agents — the real architecture, extracted from your source, not guessed.
    262
    Apache 2.0