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"JSON File Upload, Data Vectorization, and LLM Similarity Search" matching MCP servers:

  • LLM Optimizer

    jonradoff
    A
    license
    -
    quality
    B
    maintenance
    LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.
    Last updated
    10
    MIT

  • Claude MCP File Server

    ErosAO
    F
    license
    -
    quality
    D
    maintenance
    A file management system powered by Claude AI that provides document access and manipulation through MCP protocol and Telegram bot integration, enabling users to interact with files via natural language commands.
    Last updated

  • prismAId

    open-and-sustainable
    A
    license
    -
    quality
    A
    maintenance
    MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.
    Last updated
    24
    AGPL 3.0

  • genieacs-mcp

    GeiserX
    A
    license
    A
    quality
    A
    maintenance
    GenieACS-MCP is a Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC
    Last updated
    12
    70
    15
    GPL 3.0

  • coremcp

    CoreBaseHQ
    A
    license
    B
    quality
    B
    maintenance
    Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source bridge for LLM data analysis.
    Last updated
    9
    11
    Apache 2.0

  • agent-guard-mcp

    Kavachh
    A
    license
    -
    quality
    B
    maintenance
    Provides git-aware safe file operations, allowing AI agents to delete files while protecting git-tracked source code from accidental deletion.
    Last updated
    MIT

  • helmdeck

    tosin2013
    A
    license
    -
    quality
    B
    maintenance
    A self-hosted MCP server that provides capability packs for AI agents to perform browser, desktop, git, and code actions via schema-validated JSON calls, enabling reliable agentic workflows even with small open-weight models.
    Last updated
    5
    Apache 2.0

  • TOONer

    chaindead
    A
    license
    -
    quality
    B
    maintenance
    MCP proxy that wraps any MCP server and transparently converts JSON responses in tools/call to TOON format — a token-efficient alternative to JSON optimized for LLMs (~40% fewer tokens).
    Last updated
    18
    MIT

  • mcp-telegram

    Prgebish
    A
    license
    -
    quality
    D
    maintenance
    MCP server that connects AI assistants to your real Telegram account via User API (MTProto). Features default-deny ACL with per-chat permissions, message search, file sending, forwarding, media downloads, and rate limiting.
    Last updated
    1
    MIT

  • Relay

    valtors
    A
    license
    -
    quality
    B
    maintenance
    A single MCP server with 40 tools across 7 categories - PM, Research, Brand, UX, GTM, File, and Web. Built in Go, zero dependencies, one binary. Handles file operations, web fetching, screenshots, search, and planning workflows through one MCP connection.
    Last updated
    12
    MIT

  • flux7-memory

    KTCrisis
    A
    license
    -
    quality
    A
    maintenance
    Governed multi-agent memory for AI agents. Hybrid markdown + SQLite store with full-text search, vector retrieval, and LLM reranking. Three transports: MCP stdio, HTTP JSON-RPC, and MCP SSE. One Go binary
    Last updated
    1
    Apache 2.0