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  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides a citation-first memory layer for AI agents, enabling verified search across Git-backed repositories and optional conversation memory. It exposes tools for doctor, sync, search, get, init, and ingest, returning JSON results with verified citations or abstain status.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to search, read, and traverse a local knowledge base of Markdown files using full-text search and relationship graph, reducing token usage.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Skill librarian for coding agents: describe a task and get the few matching skills from a large local skill collection, then report whether they worked. Runs locally with Ollama and SQLite.
    42
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to search curated, cited knowledge bases built from founders', CEOs', and investors' public talks, essays, and posts, returning passages with source links and dates. It also exposes available source collections via MCP tools so users can ask how those individuals might approach business, product, or growth questions.
    96
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides tools to fetch and search news from The Verge's RSS feed, allowing users to get today's news, retrieve random articles from the past week, and search for specific keywords in recent Verge content.
    3
    3 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    16 npm
    288
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables retrieval-augmented question answering over a private podcast archive with hybrid search (BM25 + dense embeddings), returning ranked passages with timestamps and citations.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Exposes publisher journalism to LLMs and agent frameworks via search, retrieval, source grounding, and consistent citation, enabling accurate content retrieval with attribution and policy enforcement.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    An enterprise-ready MCP server that exposes a RAG tool for retrieving relevant context and metadata from a Qdrant vector database using natural language queries.
    2
    -
  • A
    license
    A
    quality
    B
    maintenance
    Provides access to 61 public digital libraries through a single unified interface, enabling users to search and retrieve information from academic papers, books, legal records, and more using natural language.
    11
    53 npm
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables LLM-based agents to interact with FHIR healthcare data through natural language prompts, providing full CRUD operations on FHIR resources, document processing, and semantic search capabilities.
    13
    102
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI and LLM systems to interact with the Buttondown newsletter service, supporting email drafting, scheduling, analytics retrieval, and list management through a Model Context Protocol interface.
    4
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A local-first personal archive with a read-only MCP gateway that preserves files and AI conversations, derives evidence-linked memory candidates using local models, and enables bounded context retrieval for questions.
    7
    MIT
  • -
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to analyze B2C Gold IRA sales call transcripts through 6 specialized prompts executed in strategic order. Provides structured analysis of conversation dynamics, psychology, objections, deal risk, and strategic qualification for retirement planning sales calls.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables grounded, dated research from a curated AI-knowledge repository, offering free BM25 retrieval and a research loop that combines the knowledge base, curated sources, and the open web with tiered citations.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that indexes a repository locally and provides keyword, semantic, hybrid, and SQL search tools, enabling coding agents to answer questions about the codebase efficiently without reading files one by one.
    3
    83 npm
    32
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables free indexing of repository files into a live semantic code search Worker via the index_code tool, while semantic search requires calling the paid x402-gated endpoint directly.
    1
    37 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables semantic and keyword search over Obsidian-style Markdown knowledge bases by registering any folder as a vault, with support for incremental indexing, raw source reads, and cache-backed embeddings over MCP stdio.
    12
    5
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI coding assistants to recall and manage repository-aware memory, including project ingestion, status monitoring, memory retrieval, and explicit content ingestion via the CueMap engine.
    31
    87 npm
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that generates prompts based on Git repository content, including a command to generate PR descriptions from diffs.
    3
    2
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server that allows Claude and other MCP-compatible LLMs to interact with the GitHub API, supporting features like creating issues, getting repository information, listing issues, and searching repositories.
    4
    ISC
  • A
    license
    C
    quality
    B
    maintenance
    This project is based on the Knowledge Graph Memory Server from the MCP servers repository and retains its core functionality.
    44
    354
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides AI coding agents with token-budgeted, context-aware code retrieval from a persistent code graph, enabling efficient question answering without loading the entire repository.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Transforms any GitHub repository into a documentation hub for AI assistants, enabling access to up-to-date documentation and code to eliminate hallucinations. Supports repository-specific and dynamic endpoints with smart search capabilities.
    48 npm
    Apache 2.0