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    A CLI chat application that enables interactive AI conversations with document retrieval and command-based prompts through the Google Gemini API, integrating MCP tooling for extensible server interactions.
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    Enables investigating issues and finding answers on a NodeBB forum by searching its history, extracting existing answers, and identifying unanswered questions, with optional plugin integrations for sharper results.
    12
    MIT
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    Provides offline search and retrieval of Magento 2 GraphQL API documentation with 8 specialized tools for finding queries, mutations, types, tutorials, and code examples across 350+ locally indexed markdown files.
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    Provides AI assistants with accurate Flyte V2 knowledge, patterns, and plugin information to help developers write correct Flyte code. It enables tasks like learning the V2 API, finding examples, selecting plugins, and migrating V1 code to V2.
    17
    Apache 2.0
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    Lightweight MCP server for Redis that allows running any Redis command and searching Redis documentation. Supports multiple named databases with HTTP/REST or TCP transport.
    71 npm
    MIT
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    MCP server for searching and querying Aalto SciComp documentation (Triton HPC guides). Provides tools for finding pages, reading docs, and searching content, usable by any MCP client without an LLM API key.
    Apache 2.0
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    Enables coding agents to build UI from a chosen React component kit by finding components by intent, reading their exact props, following composition recipes, and validating the result against the kit's real types. Kit-specific knowledge lives in swappable adapters, so the same tools work with any React kit, with Ant Design supported out of the box.
    1 npm
    MIT
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    Exposes a read-only virtual filesystem over MCP so agents can explore documentation with real shell commands (ls, cat, grep, head, sed) answered from a vector store rather than a disk or sandbox. It also provides a hybrid dense-vector plus BM25 search tool for finding where to look first, with page access governed by group rules.
    MIT
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    This read-only server enables coding agents and people to search and retrieve curated formal-knowledge records, inspect their pinned evidence, assumptions, and publication decisions, and assess whether a contract applies to their own implementation.
    18 npm
    MIT
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    Enables local, read-only search and ranking of SKILL.md files through stdio tools for finding, outlining, and reading sections of indexed skills, with no network, LLM, embeddings, or API keys.
    9 npm
    MIT
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    MCP server exposing 33 software engineering skills grounded in named primary standards, covering the development lifecycle from TDD and code review to incident response and deployment.
    19
    MIT