Who maintains Vectora?

Vectora is maintained by brunosrz, which publishes 2 MCP servers (3 total versions) tracked on MCP Toplist.

Is Vectora listed on the Official MCP Registry?

Yes — Vectora is listed on the Official MCP Registry.

How many versions does Vectora have?

MCP Toplist tracks 1 version of Vectora, most recently published on May 22, 2026.

Where can I find the source code for Vectora?

The source code for Vectora is hosted at github.com/brunosrz/vectora.

SERVER

Vectora

Rank #4,976

io.github.brunosrz/vectora

AI assistant with RAG, web search, filesystem and memory. MCP sub-agent for Claude Code.

1 version

1 GitHub stars

by brunosrz (2 servers)View repository ↗

Listed & last published

May 22, 2026

OVERVIEW

Vectora is a Model Context Protocol (MCP) server published by brunosrz. It ranks #4,976 of 115,591 servers tracked on MCP Toplist, and its repository has 1 GitHub stars. Vectora is listed on Official MCP, with 1 tracked version. It was first listed on May 22, 2026 and most recently updated on May 22, 2026.

STANDING

#4,976of 115,591 tracked serversTop 5%

Ranks ahead of 110,615 of 115,591 servers on MCP Toplist.

CONNECT

Use Vectora

API keyNeeds credentials

Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.

Python package (PyPI)

claude mcp add vectora -e "GOOGLE_API_KEY=<your GOOGLE_API_KEY>" -e "COHERE_API_KEY=<your COHERE_API_KEY>" -e "TAVILY_API_KEY=<your TAVILY_API_KEY>" -e "OPENAI_API_KEY=<your OPENAI_API_KEY>" -e "ANTHROPIC_API_KEY=<your ANTHROPIC_API_KEY>" -e "LANGSMITH_API_KEY=<your LANGSMITH_API_KEY>" -- uvx vectora-agent

Replace each placeholder with your own value before saving.

Python package (PyPI)

[mcp_servers.vectora]
command = "uvx"
args = ["vectora-agent"]

[mcp_servers.vectora.env]
GOOGLE_API_KEY = "<your GOOGLE_API_KEY>"
COHERE_API_KEY = "<your COHERE_API_KEY>"
TAVILY_API_KEY = "<your TAVILY_API_KEY>"
OPENAI_API_KEY = "<your OPENAI_API_KEY>"
ANTHROPIC_API_KEY = "<your ANTHROPIC_API_KEY>"
LANGSMITH_API_KEY = "<your LANGSMITH_API_KEY>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "vectora": {
      "command": "uvx",
      "args": [
        "vectora-agent"
      ],
      "env": {
        "GOOGLE_API_KEY": "<your GOOGLE_API_KEY>",
        "COHERE_API_KEY": "<your COHERE_API_KEY>",
        "TAVILY_API_KEY": "<your TAVILY_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "LANGSMITH_API_KEY": "<your LANGSMITH_API_KEY>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "vectora": {
      "command": "uvx",
      "args": [
        "vectora-agent"
      ],
      "env": {
        "GOOGLE_API_KEY": "<your GOOGLE_API_KEY>",
        "COHERE_API_KEY": "<your COHERE_API_KEY>",
        "TAVILY_API_KEY": "<your TAVILY_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "LANGSMITH_API_KEY": "<your LANGSMITH_API_KEY>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "servers": {
    "vectora": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "vectora-agent"
      ],
      "env": {
        "GOOGLE_API_KEY": "<your GOOGLE_API_KEY>",
        "COHERE_API_KEY": "<your COHERE_API_KEY>",
        "TAVILY_API_KEY": "<your TAVILY_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "LANGSMITH_API_KEY": "<your LANGSMITH_API_KEY>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "vectora": {
      "command": "uvx",
      "args": [
        "vectora-agent"
      ],
      "env": {
        "GOOGLE_API_KEY": "<your GOOGLE_API_KEY>",
        "COHERE_API_KEY": "<your COHERE_API_KEY>",
        "TAVILY_API_KEY": "<your TAVILY_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "LANGSMITH_API_KEY": "<your LANGSMITH_API_KEY>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "vectora": {
      "command": "uvx",
      "args": [
        "vectora-agent"
      ],
      "env": {
        "GOOGLE_API_KEY": "<your GOOGLE_API_KEY>",
        "COHERE_API_KEY": "<your COHERE_API_KEY>",
        "TAVILY_API_KEY": "<your TAVILY_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "LANGSMITH_API_KEY": "<your LANGSMITH_API_KEY>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.brunosrz%2Fvectora.svg)](https://mcptoplist.com/server/io.github.brunosrz%2Fvectora)

HTML

<a href="https://mcptoplist.com/server/io.github.brunosrz%2Fvectora"><img src="https://mcptoplist.com/badge/io.github.brunosrz%2Fvectora.svg" alt="MCP Toplist: Top 5% of 115,591" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

REGISTRIES

Listed on 1 registry

Official MCP

ORGANIZATION

brunosrz

Organization

brunosrz

Servers in org

Versions across org

VERSIONS

Available versions (1)

Version	Published
0.1.0rc3	May 22, 2026

FAQ

Frequently asked questions

Who maintains Vectora?: Vectora is maintained by brunosrz, which publishes 2 MCP servers (3 total versions) tracked on MCP Toplist.
Is Vectora listed on the Official MCP Registry?: Yes — Vectora is listed on the Official MCP Registry.
How many versions does Vectora have?: MCP Toplist tracks 1 version of Vectora, most recently published on May 22, 2026.
Where can I find the source code for Vectora?: The source code for Vectora is hosted at github.com/brunosrz/vectora.

EXPLORE

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