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  • A
    license
    A
    quality
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    maintenance
    Enables users to conduct evidence-driven product research through MCP by importing documents, extracting JavaScript code clues, recording cited facts and inferences, tracking validation, managing research lifecycles, and exporting Markdown or JSON reports. It provides 25 MCP tools for turning source materials into traceable research findings and verification plans.
    25
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables evidence-grounded implementation research by searching GitHub, scoring candidate repositories, extracting source evidence, and generating planning artifacts like research and implementation checklists.
    1
    MIT
  • A
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    quality
    D
    maintenance
    MCP server providing 29 tools across 5 layers for semantic TypeScript/JavaScript code intelligence, enabling AI agents to find references, trace impacts, guard APIs, and explain errors without text-search false positives.
    4 npm
    1
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Provides codebase indexing and retrieval tools that give AI agents token-efficient, query-relevant context packages (symbols, imports, and dependencies) instead of scanning entire repositories.
    6
    -
  • F
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    B
    quality
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    maintenance
    A stdio MCP server that queries Commonware blockchain research via NotebookLM, enabling users to ask research questions, get code-backed implementation suggestions, search reference repositories, and validate documents against source code.
    15
    1
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  • A
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    Not graded
    quality
    D
    maintenance
    A production-grade MCP server providing advanced code intelligence capabilities such as semantic search, dependency analysis, and natural language Q&A across multiple programming languages.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables AI coding agents to query the semantic graph, observations, and context packs generated for their repository, receiving compact answers with file:line evidence and redacted snippets instead of raw generations. It resolves generations from local folders, OCI caches, or GHCR and supports federation queries across repositories.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Provides a semantic understanding of your codebase by parsing with tree-sitter and building a graph of symbols and dependencies. Enables AI assistants to navigate code, analyze changes, and discover architecture using 18 tools with minimal context overhead.
    12 npm
    1
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Provides GitHub repository analysis tools for Claude, including repo summaries, commit history, issue tracking, contributor stats, and code quality assessment. Enables natural language queries about code quality, contributor activity, and repository comparisons.
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  • A
    license
    A
    quality
    A
    maintenance
    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.
    1
    12
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Interact with CodeLogic, a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight.
    8
    268 PyPI
    37
    Mozilla Public 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI coding agents to discover, evaluate, and select the best existing open-source implementations by assessing license compatibility, extracting only the needed symbols and dependencies, and producing integration or adaptation plans.
    Apache 2.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    A high-performance MCP server integrated with a Django analytics dashboard, featuring 19 tools for AI interaction tracking, AST code analysis, and real-time token efficiency metrics.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides Cursor-like code intelligence using tools like ripgrep, ctags, and tree-sitter to help LLMs explore and understand entire codebases. It implements a structured, phase-gated workflow to ensure high-confidence code modifications and eliminate hallucinations.
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