baltamatica.mcp

baltamatica.mcp

Enables AI agents to interact with the Baltamatica scientific computing kernel, executing code, managing variables, and running scripts while preserving workspace state across calls.

Category
Visit Server

README

baltamatica.mcp

License: MIT MCP Protocol Baltamatica

๐Ÿ”— ่ฎฉ AI ไปฃ็†๏ผˆClaude Code / Cursor / Codex๏ผ‰็›ดๆŽฅ้ฉฑๅŠจๅ›ฝไบง็ง‘ๅญฆ่ฎก็ฎ—่ฝฏไปถ ๅŒ—ๅคชๅคฉๅ…ƒ๏ผˆBaltamatica๏ผ‰ ่ฟ›่กŒไบคไบ’ๅผๆ•ฐๅ€ผ่ฎก็ฎ—ใ€‚


๐Ÿ“– ้กน็›ฎ็ฎ€ไป‹

baltamatica.mcp ๆ˜ฏไธ€ไธชๅŸบไบŽ Model Context Protocol (MCP) ็š„ๅผ€ๆบๆœๅŠก๏ผŒไธบๅคง่ฏญ่จ€ๆจกๅž‹ๆไพ›ไธŽๅŒ—ๅคชๅคฉๅ…ƒ็ง‘ๅญฆ่ฎก็ฎ—ๅ†…ๆ ธไน‹้—ด็š„ๅŒๅ‘้€šไฟกๆกฅๆขใ€‚

้€š่ฟ‡ๆœฌ้กน็›ฎ๏ผŒAI ไปฃ็†ๅฏไปฅ๏ผš

  • ๐Ÿงฎ ๆ‰ง่กŒไปฃ็ ๏ผš็›ดๆŽฅๅœจๅŒ—ๅคชๅคฉๅ…ƒไธญ่ฟ่กŒ .m ่„šๆœฌๆˆ–ๅ•่กŒ่กจ่พพๅผ
  • ๐Ÿ“Š ่ฏปๅ–ๅ˜้‡๏ผš่Žทๅ–ๅทฅไฝœๅŒบไธญ็Ÿฉ้˜ตใ€ๅ‘้‡ใ€็ป“ๆž„ไฝ“็ญ‰ๅ˜้‡็š„ๅ€ผ
  • ๐Ÿ” ๆŸฅ่ฏข็Šถๆ€๏ผšๅˆ—ๅ‡บๅฝ“ๅ‰ๅทฅไฝœๅŒบไธญๆ‰€ๆœ‰ๅ˜้‡็š„ๅ็งฐใ€็ฑปๅž‹ๅ’Œ็ปดๅบฆ
  • ๐Ÿ“‚ ็ฎก็†่„šๆœฌ๏ผš่ฟ่กŒๆœฌๅœฐ .m ่„šๆœฌๆ–‡ไปถ
  • ๐Ÿงน ๆธ…็ฉบๅทฅไฝœๅŒบ๏ผš้‡็ฝฎ่ฎก็ฎ—็Žฏๅขƒ

ๆ ธๅฟƒ็‰นๆ€ง๏ผšๆ‰€ๆœ‰่ฎก็ฎ—ๅœจๅŒไธ€ไธชๅŒ—ๅคชๅคฉๅ…ƒ่ฟ›็จ‹ไธญๆ‰ง่กŒ๏ผŒๅ˜้‡ๅ’ŒๅทฅไฝœๅŒบ็Šถๆ€ๅœจๅคšๆฌก่ฐƒ็”จไน‹้—ดไฟๆŒ๏ผŒๅฎž็Žฐ็œŸๆญฃ็š„ไบคไบ’ๅผ็ง‘ๅญฆ่ฎก็ฎ—ไฝ“้ชŒใ€‚


๐Ÿ—๏ธ ็ณป็ปŸๆžถๆž„

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                   AI Agent (Claude Code / Cursor)       โ”‚
โ”‚                                                         โ”‚
โ”‚   "ๅธฎๆˆ‘็”Ÿๆˆไธ€ไธช 5x5 ้šๆœบ็Ÿฉ้˜ต๏ผŒๆฑ‚ๅ…ถ็‰นๅพๅ€ผ"                  โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                       โ”‚ MCP Protocol (stdio / SSE)
                       โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚              Python MCP Server (baltamatica-mcp)        โ”‚
โ”‚                                                         โ”‚
โ”‚   โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”   โ”‚
โ”‚   โ”‚ Tool:     โ”‚  โ”‚ Tool:    โ”‚  โ”‚ Tool:              โ”‚   โ”‚
โ”‚   โ”‚ exec_code โ”‚  โ”‚ list_var โ”‚  โ”‚ get_variable_value โ”‚   โ”‚
โ”‚   โ””โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜   โ”‚
โ”‚         โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜              โ”‚
โ”‚                        โ”‚ TCP Socket / stdin pipe         โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                         โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚           Baltamatica Engine (ๅŒ—ๅคชๅคฉๅ…ƒๅ†…ๆ ธ)                โ”‚
โ”‚                                                         โ”‚
โ”‚   bxEvalIn()  bxGetVariableNames()  bxAddVariable()     โ”‚
โ”‚   bxGetDoublesRO()  bxCallBaltamatica()                 โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

๐Ÿš€ ๅฟซ้€Ÿๅผ€ๅง‹

ๅ‰็ฝฎๆกไปถ

  • Python 3.10+
  • ๅŒ—ๅคชๅคฉๅ…ƒ 2025๏ผˆ็คพๅŒบ็‰ˆๅณๅฏ๏ผ‰
  • baltamaticaC.sh ๆˆ– baltamatica ๅทฒๅŠ ๅ…ฅ็ณป็ปŸ PATH

ๅฎ‰่ฃ…

git clone https://github.com/wzlwww/baltamatica.mcp.git
cd baltamatica.mcp
python3 -m venv .venv
source .venv/bin/activate
pip install -e .

ๅœจ Claude Desktop ไธญ้…็ฝฎ

็ผ–่พ‘ ~/Library/Application Support/Claude/claude_desktop_config.json๏ผš

{
  "mcpServers": {
    "baltamatica": {
      "command": "/path/to/baltamatica.mcp/.venv/bin/python",
      "args": ["-m", "baltamatica_mcp"]
    }
  }
}

ๅœจ Claude Code ไธญ้…็ฝฎ

claude mcp add baltamatica -- /path/to/baltamatica.mcp/.venv/bin/python -m baltamatica_mcp

๐Ÿ“ ้กน็›ฎ็ป“ๆž„

baltamatica.mcp/
โ”œโ”€โ”€ README.md                   # ้กน็›ฎ่ฏดๆ˜Žๆ–‡ๆกฃ
โ”œโ”€โ”€ LICENSE                     # MIT ๅผ€ๆบ่ฎธๅฏ่ฏ
โ”œโ”€โ”€ pyproject.toml              # Python ้กน็›ฎ้…็ฝฎ & ไพ่ต–็ฎก็†
โ”œโ”€โ”€ .gitignore                  # Git ๅฟฝ็•ฅ่ง„ๅˆ™
โ”‚
โ”œโ”€โ”€ src/
โ”‚   โ””โ”€โ”€ baltamatica_mcp/
โ”‚       โ”œโ”€โ”€ __init__.py         # ๅŒ…ๅˆๅง‹ๅŒ–
โ”‚       โ”œโ”€โ”€ __main__.py         # ๅ…ฅๅฃ๏ผšpython -m baltamatica_mcp
โ”‚       โ”œโ”€โ”€ server.py           # MCP Server ไธป้€ป่พ‘ & Tool ๆณจๅ†Œ
โ”‚       โ”œโ”€โ”€ engine.py           # ๅŒ—ๅคชๅคฉๅ…ƒ่ฟ›็จ‹็ฎก็†ไธŽ้€šไฟก
โ”‚       โ””โ”€โ”€ serializer.py       # ๅ˜้‡ๅบๅˆ—ๅŒ–๏ผˆ็Ÿฉ้˜ตโ†’JSON๏ผ‰
โ”‚
โ”œโ”€โ”€ bex/                        # BEX ๆ’ไปถๆบ็ ๏ผˆC ่ฏญ่จ€๏ผŒPhase 2๏ผ‰
โ”‚   โ”œโ”€โ”€ CMakeLists.txt          # ่ทจๅนณๅฐ็ผ–่ฏ‘้…็ฝฎ
โ”‚   โ”œโ”€โ”€ mcp_bridge.c            # BEX ๆ’ไปถๆ ธๅฟƒ๏ผšSocket ็›‘ๅฌ + API ่ฐƒ็”จ
โ”‚   โ””โ”€โ”€ mcp_bridge.h            # ๅคดๆ–‡ไปถ
โ”‚
โ”œโ”€โ”€ tests/
โ”‚   โ”œโ”€โ”€ test_engine.py          # ๅผ•ๆ“Ž้€šไฟกๅ•ๅ…ƒๆต‹่ฏ•
โ”‚   โ”œโ”€โ”€ test_server.py          # MCP Tool ้›†ๆˆๆต‹่ฏ•
โ”‚   โ””โ”€โ”€ fixtures/
โ”‚       โ””โ”€โ”€ sample_script.m     # ๆต‹่ฏ•็”จ .m ่„šๆœฌ
โ”‚
โ”œโ”€โ”€ docs/
โ”‚   โ”œโ”€โ”€ architecture.md         # ๆžถๆž„่ฎพ่ฎก่ฏฆ็ป†่ฏดๆ˜Ž
โ”‚   โ”œโ”€โ”€ sdk-api-reference.md    # ๅŒ—ๅคชๅคฉๅ…ƒ BEX SDK API ้€ŸๆŸฅ
โ”‚   โ””โ”€โ”€ contributing.md         # ่ดก็ŒฎๆŒ‡ๅ—
โ”‚
โ””โ”€โ”€ examples/
    โ”œโ”€โ”€ monte_carlo_pi.m        # ่’™็‰นๅกๆด›ไผฐ็ฎ— Pi
    โ””โ”€โ”€ matrix_demo.m           # ็Ÿฉ้˜ต่ฟ็ฎ—็คบไพ‹

๐Ÿ› ๏ธ MCP Tools๏ผˆๆšด้œฒ็ป™ AI ็š„ๅทฅๅ…ทๆŽฅๅฃ๏ผ‰

Tool ๅ็งฐ ๅ‚ๆ•ฐ ๆ่ฟฐ
execute_code code: string ๅœจๅŒ—ๅคชๅคฉๅ…ƒๅทฅไฝœๅŒบไธญๆ‰ง่กŒไธ€่กŒๆˆ–ๅคš่กŒไปฃ็ ๏ผŒ่ฟ”ๅ›žๆŽงๅˆถๅฐ่พ“ๅ‡บ
run_script file_path: string ่ฟ่กŒๆŒ‡ๅฎš่ทฏๅพ„็š„ .m ่„šๆœฌๆ–‡ไปถ
list_variables โ€” ่ฟ”ๅ›žๅฝ“ๅ‰ๅทฅไฝœๅŒบๆ‰€ๆœ‰ๅ˜้‡็š„ๅ็งฐใ€ๅคงๅฐใ€็ฑปๅž‹๏ผˆ็ญ‰ๆ•ˆ whos๏ผ‰
get_variable name: string ่Žทๅ–ๆŒ‡ๅฎšๅ˜้‡็š„ๅ€ผ๏ผŒไปฅ JSON ๆ ผๅผ่ฟ”ๅ›ž
clear_workspace โ€” ๆธ…็ฉบๅฝ“ๅ‰ๅทฅไฝœๅŒบๆ‰€ๆœ‰ๅ˜้‡

๐Ÿ—บ๏ธ ๅผ€ๅ‘่ทฏ็บฟๅ›พ (Roadmap)

Phase 1๏ผšๅŸบ็ก€ๆ— ็Šถๆ€ๆ‰ง่กŒๅ™จ โœจ

  • [x] ้กน็›ฎ็ป“ๆž„ๅˆๅง‹ๅŒ–
  • [ ] Python MCP Server ้ชจๆžถ (FastMCP)
  • [ ] ๆ— ็Šถๆ€ CLI ๆ‰ง่กŒๅ™จ๏ผˆbaltamaticaC.sh -nodesktop -s๏ผ‰
  • [ ] execute_code ๅทฅๅ…ทๅฎž็Žฐ
  • [ ] ๅŸบๆœฌๅ•ๅ…ƒๆต‹่ฏ•

Phase 2๏ผšBEX ๆกฅๆŽฅๆ’ไปถ

  • [ ] C ่ฏญ่จ€ BEX ๆ’ไปถ็ผ–ๅ†™๏ผˆTCP Socket ็›‘ๅฌ๏ผ‰
  • [ ] bxEvalIn / bxGetVariableNames ้›†ๆˆ
  • [ ] CMake ่ทจๅนณๅฐ็ผ–่ฏ‘้…็ฝฎ
  • [ ] ๆ’ไปถ่‡ชๅŠจๅŠ ่ฝฝๆœบๅˆถ

Phase 3๏ผš็Šถๆ€ไฟๆŒไบคไบ’ๅฑ‚

  • [ ] Python ็ซฏ TCP ๅฎขๆˆท็ซฏไธŽ BEX ๆกฅๆŽฅ้•ฟ่ฟžๆŽฅ
  • [ ] ๅ˜้‡ JSON ๅบๅˆ—ๅŒ–๏ผˆ็Ÿฉ้˜ตใ€็ป“ๆž„ไฝ“ใ€ๅ…ƒ่ƒžๆ•ฐ็ป„๏ผ‰
  • [ ] list_variables / get_variable ๅทฅๅ…ทๅฎž็Žฐ
  • [ ] ้”™่ฏฏๅค„็†ไธŽ่ถ…ๆ—ถๆœบๅˆถ

Phase 4๏ผšๆ‰“็ฃจไธŽๅ‘ๅธƒ

  • [ ] ๅŒ—ๅคชๅคฉๅ…ƒ IDE ๅ†…ๅตŒ AI ็Šถๆ€้ขๆฟ๏ผˆQt๏ผ‰
  • [ ] ่ฟœ็จ‹ SSH ๆจกๅผๆ”ฏๆŒ
  • [ ] PyPI ๅ‘ๅธƒ & MCP ๅฎ˜ๆ–นๆœๅŠกๅˆ—่กจๆณจๅ†Œ
  • [ ] ๅฎŒๅ–„ๆ–‡ๆกฃไธŽ็คบไพ‹

๐Ÿ”ง ๆ ธๅฟƒไพ่ต–็š„ๅŒ—ๅคชๅคฉๅ…ƒ SDK API

ๆœฌ้กน็›ฎไพ่ต–ๅŒ—ๅคชๅคฉๅ…ƒ BEX SDK (bex.h, API v3.9) ๆไพ›็š„ไปฅไธ‹ๅ…ณ้”ฎๆŽฅๅฃ๏ผš

API ๅ‡ฝๆ•ฐ ๅŠŸ่ƒฝ
bxEvalString(expr) ๆ‰ง่กŒไธ€ๆกๅญ—็ฌฆไธฒๅ‘ฝไปค
bxEvalIn(ws, expr, plhs) ๅœจๆŒ‡ๅฎšๅทฅไฝœๅŒบๆ‰ง่กŒ่กจ่พพๅผๅนถๆ•่Žท่ฟ”ๅ›žๅ€ผ
bxCallBaltamatica(...) ้€š่ฟ‡ๅ‡ฝๆ•ฐๅ่ฐƒ็”จๅŒ—ๅคชๅคฉๅ…ƒๅ†…็ฝฎ/่‡ชๅฎšไน‰ๅ‡ฝๆ•ฐ
bxGetVariableNames(result, num) ่Žทๅ–ๅฝ“ๅ‰ๅทฅไฝœๅŒบๆ‰€ๆœ‰ๅ˜้‡ๅ
bxAddVariable(name, value, mode) ๅ‘ๅทฅไฝœๅŒบๆณจๅ…ฅๅ˜้‡
bxRemoveVariable(name) ๅˆ ้™คๅทฅไฝœๅŒบๅ˜้‡
bxGetDoublesRO(ba) ๅช่ฏป่Žทๅ–ๆตฎ็‚น็Ÿฉ้˜ตๆ•ฐๆฎๆŒ‡้’ˆ
bxGetDimensions(ba) ่Žทๅ–ๆ•ฐ็ป„็ปดๅบฆไฟกๆฏ
bxGetClassID(ba) ่Žทๅ–ๅ˜้‡็š„ๆ•ฐๆฎ็ฑปๅž‹
bxArrayToCStr(ba, ...) ๅฐ†ๅ˜้‡ๆ ผๅผๅŒ–ไธบๅญ—็ฌฆไธฒ่พ“ๅ‡บ

๐Ÿค ่ดก็ŒฎๆŒ‡ๅ—

ๆฌข่ฟŽ่ดก็Œฎไปฃ็ ๏ผ่ฏทๅ‚้˜… CONTRIBUTING.mdใ€‚

ๅˆ†ๆ”ฏๆจกๅž‹

  • main๏ผš็จณๅฎšๅ‘ๅธƒๅˆ†ๆ”ฏ๏ผŒๅง‹็ปˆไฟๆŒๅฏ็”จ
  • develop๏ผšๅผ€ๅ‘ไธปๅˆ†ๆ”ฏ๏ผŒๆ‰€ๆœ‰ feature ๅˆๅ…ฅๆญคๅค„
  • feature/<name>๏ผšๅŠŸ่ƒฝๅˆ†ๆ”ฏ๏ผŒไปŽ develop ๆ‹‰ๅ‡บ
  • fix/<name>๏ผšBug ไฟฎๅคๅˆ†ๆ”ฏ

ๆไบค่ง„่Œƒ

ไฝฟ็”จ Conventional Commits ่ง„่Œƒ๏ผš

feat: ๆทปๅŠ  execute_code ๅทฅๅ…ทๅฎž็Žฐ
fix: ไฟฎๅคๆŽงๅˆถๅฐ่พ“ๅ‡บๆˆชๆ–ญ้—ฎ้ข˜
docs: ๆ›ดๆ–ฐ README ๅฎ‰่ฃ…่ฏดๆ˜Ž
refactor: ้‡ๆž„ๅผ•ๆ“Ž้€šไฟกๆจกๅ—
test: ๆทปๅŠ ๅ˜้‡ๅบๅˆ—ๅŒ–ๅ•ๅ…ƒๆต‹่ฏ•
chore: ๆ›ดๆ–ฐ CI ้…็ฝฎ

๐Ÿ“„ License

MIT License ยฉ 2026 wzlwww

Recommended Servers

playwright-mcp

playwright-mcp

A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.

Official
Featured
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

Official
Featured
Local
TypeScript
Audiense Insights MCP Server

Audiense Insights MCP Server

Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

Official
Featured
Local
TypeScript
VeyraX MCP

VeyraX MCP

Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.

Official
Featured
Local
graphlit-mcp-server

graphlit-mcp-server

The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.

Official
Featured
TypeScript
Kagi MCP Server

Kagi MCP Server

An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

Official
Featured
Python
Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

Official
Featured
E2B

E2B

Using MCP to run code via e2b.

Official
Featured
Exa Search

Exa Search

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

Official
Featured
Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Official
Featured