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    license
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    maintenance
    Enables agents to analyze codebases (local or GitHub) and automatically generate Mermaid diagrams rendered as PNG images via Kroki, providing visual understanding of project structure and flow through file discovery, reading, and diagram generation.
    3
    15
    MIT
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    Not graded
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    B
    maintenance
    Send requests to OpenAI, MistralAI, Anthropic, xAI, or Google AI using MCP protocol via tool or predefined prompts. Vendor API key required. Both STDIO and SSE transport mechanisms are supported via arguments.
    11 npm
    11
    MIT
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    maintenance
    Enables AI agents to analyze and search IFS Cloud codebases using hybrid semantic-lexical search, PageRank importance ranking, and dependency graph analysis. It supports comprehensive exploration of PL/SQL, entities, and projection files to facilitate intelligent architectural understanding.
    9
    MIT
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    maintenance
    A Model Context Protocol server for local repository indexing and code understanding, enabling semantic search, AST analysis, dependency tracking, and symbol resolution.
    1,061 npm
    ISC
  • A
    license
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    quality
    A
    maintenance
    Exposes local Ollama as an MCP server so Claude can delegate drafting, summarization, translation, code review, error explanation, model listing, health checks, and file reading to local models via stdio or HTTP.
    339 npm
    1
    Apache 2.0
  • 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.
    1,595
    BSD 3-Clause
  • F
    license
    Not graded
    quality
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    maintenance
    An MCP server that enables users to compile C++ code and retrieve assembly output through the Compiler Explorer (godbolt.org) API. It supports standard tool calls and Server-Sent Events for streaming compilation status and results.
    -
  • F
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    maintenance
    Enables dependency, security, and coding convention checks for Python and Java projects via MCP tools. Supports local paths or Git URLs.
    -
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for AI-assisted development on the Lampa open-source TV app, providing read-only access to the source tree with 41 tools and 5 resources for structured analysis, planning, editing, and validation.
    16
    5
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.
    10
    4,707 PyPI
    7,000
    AGPL 3.0
  • A
    license
    A
    quality
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    maintenance
    Scans diffs, files, and snippets for leaked secrets like AWS keys, GitHub tokens, and private keys, returning redacted findings while running fully locally without network calls.
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to explain regex patterns in plain English and statically assess ReDoS risk before shipping, without executing the pattern or requiring an API key.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables auto-configuration and validation of React components against a glassmorphic design token system using an AST correction engine. It supports managing UI presets, enforcing design uniformity in Monaco IDE, and exporting tokens as CSS, Tailwind, or JavaScript variables.
    14
    MIT