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    Enables developers and product owners to scan a codebase and extract a readable business overview—features, roles, access control, data model, and endpoints—along with findings on missing or inconsistent rules, and generate shareable HTML or Markdown reports and diagrams.
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    MIT
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    MCP server that scans multi-language codebases to detect stubs, missing imports, and structural incompleteness, assigning drift scores to quantify LLM context erosion.
    AGPL 3.0
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    Enables checking project files like Dockerfile, .nvmrc, and CI workflows to determine whether pinned runtime, database, and OS versions are still supported, providing end-of-life dates, latest patches, and upgrade targets for 470+ products.
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    MIT
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    Enables AI assistants and developers to analyze code for language-specific best practices and idiomatic patterns across programming languages, CI automation, and configuration formats.
    16
    28 PyPI
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    MIT
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    Provides GDB and clangd-based tools for debugging C++ programs, enabling step execution, variable inspection, diagnostics, and combined runtime-static analysis.
    27
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    MIT
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    An MCP server that extends AI coding assistants with deterministic, algorithmic capabilities such as code analysis, fault localization, and formal verification, enabling an autonomous engineering team within the IDE.
    MIT
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    Enables AI agents to run deterministic database intelligence tasks including natural-language-to-SQL synthesis, AST SQL auditing and optimization, schema migration diffing, SQL transpilation, index and normalization advice, PII scrubbing, fixture generation, connection-pool sizing, isolation-hazard auditing, and ORM model compilation over Streamable HTTP or stdio.
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    MIT
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    Enables developers and AI agents to compress context, plan token budgets, rerank results, patch code, analyze ASTs and dependencies, isolate stack traces, compile polyglot types, solve deterministic math, schedule constraints, judge A/B tests, and diff agent memory checkpoints through 12 specialized tools.
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    MIT
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    RCP-1 is an enterprise-ready MCP server that connects AI assistants to SAP ABAP systems via the ADT REST API, with built-in security, access controls, and deployment options for BTP or on-premise.
    8
    MIT
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    Enables AI agents to search and read source code indexed by an OpenGrok instance using its REST search and raw file APIs. Supports full-text, definition, symbol, path, and history searches with paging, plus file lookup and line-numbered reads.
    4
    GPL 3.0
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    Cartograph is an MCP server that provides agent-native code intelligence by building a queryable code graph from a repository using tree-sitter and SQLite. It offers tools for symbol lookup, call graph traversal, blast radius analysis, and architecture overview to help coding agents answer structural questions about code.
    10
    MIT
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    Enables AI assistants to retrieve a project's architecture overview and file structure, auto-detecting monolith or multiproject layouts and exposing module listings to reduce token consumption.
    2
    ISC
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    An MCP server for Godot game development that provides 45 tools for reading, analyzing, and editing projects. It enables users to manage scene trees, navigate GDScript symbols, and interact with the Godot runtime for debugging and state capture.
    52
    MIT
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    Enables token-efficient semantic search and analysis over any directory of files through hybrid search, directory overview, structural analysis, and dependency graphs.
    14
    19 PyPI
    MIT
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    Enables read-only MCP clients to list tracked projects, saved activity items, and persisted inspection overviews from Oculus.nvim's JSON state, including cached AI explanations and suggested patch locations. It does not modify Oculus state or require Neovim to be running.
    4
    MIT
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    SourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.
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    MIT
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    Enables deep reverse-engineering of web applications by decompiling bundles and sourcemaps, discovering APIs, cloning interactive offline mirrors with mocked services, extracting design tokens and React components, and analyzing client-side routing and state. It also captures live browser sessions and WebSocket traffic into replayable archives for offline analysis.
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    Provides AI agents with visibility into React applications by exposing tools to inspect component state, props, and performance metrics. It enables debugging and state analysis for both web and React Native applications through the Model Context Protocol.
    45
    1 npm
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    MIT
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    Enables LLM-powered debugging with rr reverse execution, allowing record and replay of program execution via GDB/MI for forward and reverse state inspection.
    3
    Apache 2.0
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    An MCP server that gives AI agents structured code understanding and precise code intelligence via local indexing of AST, call graphs, and semantic search.
    121 npm
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    Apache 2.0
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    Bridges Ghidra's reverse engineering capabilities with AI tools through 179 specialized tools for automated binary analysis and documentation. It supports full read/write access for function decompilation, renaming, and cross-binary documentation transfer in both GUI and headless modes.
    Apache 2.0
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    An MCP server that ingests Spring Boot REST microservices from GitHub, builds a request-flow ontology, and enables natural-language queries about code with flow-aware answers and citations.
    MIT
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    RepoNova is an MCP server that builds a persistent knowledge graph of your codebase, enabling AI agents to query code structure, dependencies, and semantics through 11 specialized tools.
    12 npm
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    MIT
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    An MCP server that indexes Python codebase structures to help AI assistants discover and reuse existing functions instead of duplicating code. It enables real-time searching of function metadata, duplicate detection, and structural analysis across multiple projects.
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