SERVER

Vectora

Rank #13,291

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 (1 servers)View repository ↗

First listed

May 21, 2026

Last publish date

May 22, 2026

PURPOSE

What you can do with Vectora

Vectora is a Model Context Protocol (MCP) server published by brunosrz. It ranks #13,291 of 152,076 active servers on MCP Toplist, and its repository has 1 GitHub stars. Vectora is listed across 2 registries — Official MCP and PulseMCP, with 1 tracked version. It was first listed on May 21, 2026 and most recently updated on May 22, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What Vectora can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Vectora

DeclaredAPI keyCredentials declared

The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.

Declared by the Official MCP Registry, last synced Oct 25, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

GOOGLE_API_KEY · optional
COHERE_API_KEY · required
TAVILY_API_KEY · required
OPENAI_API_KEY · optional
ANTHROPIC_API_KEY · optional
LANGSMITH_API_KEY · optional

INSTALLATION AND FIRST TASK

Connect Vectora and confirm it works

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.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: May 21, 2026
Latest version published: May 22, 2026
Version history: 1 version tracked (below)
Requirements evidence: Declared by the Official MCP Registry, last synced Oct 25, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Jun 9, 2026

Registry sightings

PulseMCP ↗listed since May 24, 2026 · delisted, last seen Jun 9, 2026
Official MCP ↗listed since Jul 24, 2026 · still listed

Do you maintain Vectora? to correct or enrich this profile.

VERSIONS

Available versions (1)

Version	Published
0.1.0rc3	May 22, 2026

STANDING

#13,291of 152,076 active serversTop 10%

Ranks ahead of 138,785 of 152,076 servers on MCP Toplist.

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 10% of 152,076" /></a>

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

FAQ

Frequently asked questions

Who maintains Vectora?: Vectora is maintained by brunosrz, which publishes 1 MCP server (1 total version) tracked on MCP Toplist.
Is Vectora listed on the Official MCP Registry?: Yes — Vectora is listed on the Official MCP Registry, alongside PulseMCP.
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.

Used in projects

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