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  • A
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    quality
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    maintenance
    Provides token-efficient code retrieval for coding agents by indexing repositories and enabling ranked snippet search, symbol outlines, and surgical line reads.
    Last updated
    MIT
  • F
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    quality
    B
    maintenance
    Integrated web search MCP server with multi-engine parallel execution, automatic fallback, BM25 relevance filtering, and content extraction. Supports DuckDuckGo and Naver (news, web, encyclopedia) searches.
    Last updated
  • A
    license
    C
    quality
    C
    maintenance
    Lens-MCP is a read-only Postgres MCP server that lets AI agents inspect and query approved database data safely.
    Last updated
    4
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    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.
    Last updated
    13
    1
    AGPL 3.0
  • A
    license
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    quality
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    maintenance
    Enables AI assistants to save, search, and manage bookmarks with semantic search, automatic metadata extraction, and optional LLM-powered enrichment, all running locally.
    Last updated
    8
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs after the fact.
    Last updated
    4
    28
    2
    MIT
  • A
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    quality
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    maintenance
    Acts as a proxy/router for multiple downstream MCP servers, exposing only meta-tools to the host to reduce token usage, enabling efficient search and invocation of tools from a fleet of servers.
    Last updated
    MIT
  • A
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    quality
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    An MCP server for supply chain intelligence that enables conversational querying of eight operational KPIs and anomaly detection data through Claude. It allows users to analyze performance metrics like OTIF and inventory turnover while providing LLM-generated root-cause explanations.
    Last updated
    10
    MIT
  • A
    license
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    quality
    B
    maintenance
    An MCP server that enables semantic search over local files or GitHub repositories by indexing content into a serverless vector database, allowing AI assistants to understand meaning rather than just keywords.
    Last updated
    24
    MIT
  • A
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    quality
    D
    maintenance
    A 100% local development monitoring tool that captures browser console logs, network requests, and backend server output for analysis by AI assistants via MCP. It enables LLMs to debug applications by providing structured, real-time access to full-stack log data and persistent local storage.
    Last updated
    19
    7
    MIT
  • F
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    quality
    B
    maintenance
    Provides browser-grade web access by rendering pages to markdown, taking screenshots, and fetching images using headless Chromium/Firefox (Playwright) and httpx.
    Last updated
  • A
    license
    A
    quality
    C
    maintenance
    Enables LLM agents to search and analyze Elasticsearch logs for errors, detect recurring patterns, analyze error-rate trends, and retrieve full trace context through MCP tools.
    Last updated
    6
    MIT