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  • Context Engine

    melonelish
    A
    license
    Not graded
    quality
    A
    maintenance
    A task-aware context compression layer for Agent workflows, RAG pipelines, and AI Coding assistants, reducing noisy logs, retrieval chunks, and code context into high-signal LLM inputs via CLI, Python SDK, and MCP.
    363
    MIT

  • mcp-prompt-engine

    vasayxtx
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine. Create reusable, logic-driven prompts with variables, partials, and conditionals that can be served to any compatible MCP client like Claude Code, Claude Desktop, Gemini CLI, etc.
    18
    MIT

  • magpie-search

    xfloukiex-lab
    A
    license
    A
    quality
    A
    maintenance
    Federated, local-first search for AI agents: one query fans across transcripts, files, a knowledge graph, a vector store, the live web, and YouTube, fused by trust-weighted RRF into one ranked answer. Five modes (grep/lexical/semantic/hybrid/rerank), runs entirely on your machine over MCP.
    6
    29
    Apache 2.0

  • search-docs

    otolab
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.
    9
    2
    1
    MIT

  • Zoom Search

    goofrey
    A
    license
    B
    quality
    A
    maintenance
    MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.
    1
    1
    MIT

  • a2a-board-engine

    AGICoffe
    F
    license
    B
    quality
    B
    maintenance
    An ultra-rational A2A protocol for zero-token edge pre-filtering and FEP-driven deadlock prevention. Uses Cloudflare Vectorize (384d cosine similarity) with a 24h deposit model, restricting bargaining to a 4-rally limit before forcing HTTP 402 dimension jumps.
    2
  • doc-search by SodaShikenn

    doc-searchofficial

    SodaShikenn
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed repositories.
    MIT

  • skill-search

    sowhan
    A
    license
    Not graded
    quality
    A
    maintenance
    Semantic, on-demand skill retrieval for Claude Code that saves tokens and improves skill discovery by replacing the native skill listing with vector embedding search.
    8
    MIT

  • Alethea World History Engine

    Watashicuvu
    A
    license
    Not graded
    quality
    D
    maintenance
    A narrative graph engine that enables LLMs to generate, track, and mutate complex fictional worlds while maintaining consistency between factions, characters, and locations. It acts as a specialized RAG framework for storytelling, allowing models to manage thousands of entities without exceeding context limits.
    MIT

  • thought-search

    Reppin123
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for searching files on macOS by name or content using semantic and lexical search, providing file paths and line numbers for agents to read from.
    MIT

  • MCP Search Server

    ZhenMoon
    A
    license
    Not graded
    quality
    A
    maintenance
    Multi-engine aggregated search MCP server that combines results from 7 search engines with deduplication, relevance ranking, and web page content extraction.
    1
    MIT

  • Agent Search

    cedarsaam
    A
    license
    Not graded
    quality
    B
    maintenance
    A self-hosted, MCP-native web-search backend for AI agents that provides meta-search, clean extraction, RAG with citations, and GitHub project selection.
    1
    MIT

  • gemini-search

    leacvikas0
    A
    license
    Not graded
    quality
    D
    maintenance
    Free, unlimited web search MCP server using Gemini CLI's Google Search grounding to provide cited, live web results for any AI agent.
    1
    MIT
  • FoundryNet Search by FoundryNet

    FoundryNet Searchofficial

    FoundryNet
    F
    license
    Not graded
    quality
    F
    maintenance
    Enables web search and AI-summarized answers via an x402-gated gateway, with options for structured results or enriched summaries, accessible as an MCP server.

  • Search MCP Server

    kikohz
    A
    license
    Not graded
    quality
    D
    maintenance
    Free web search MCP server using SearXNG, supporting web search, news search, and search summaries.
    MIT