vectora

io.github.brunosrz/vectora

6/8 checks passed
Runs locally
6 secrets
★ 1 GitHub stars
Updated 2026-05-22
Health score 54

About vectora

vectora is an MCP server published by the GitHub account brunosrz. AI assistant with RAG, web search, filesystem and memory. MCP sub-agent for Claude Code.

It runs on your own machine: your AI client starts it from the PyPI package vectora-agent at version 0.1.0rc3.

It asks for 6 secrets: GOOGLE_API_KEY, COHERE_API_KEY, TAVILY_API_KEY, OPENAI_API_KEY, ANTHROPIC_API_KEY and LANGSMITH_API_KEY. Give it a key with the least access that still works.

Version 0.1.0rc3 was published on 22 May 2026, and the source code is public, so you can read it before installing.

Written from the registry entry. 9 automated checks on the registry entry and the package code: 6 pass, 2 warn, 0 fail, 1 info. How we check.

What it asks for

Variable	Required	Secret	Description
`GOOGLE_API_KEY`	No	Yes	Google Gemini API key (recommended free-tier LLM provider)
`COHERE_API_KEY`	Yes	Yes	Cohere API key — required for RAG embeddings and reranking
`TAVILY_API_KEY`	Yes	Yes	Tavily API key — required for web search and URL extraction
`OPENAI_API_KEY`	No	Yes	OpenAI API key (optional — alternative LLM provider)
`ANTHROPIC_API_KEY`	No	Yes	Anthropic API key (optional — alternative LLM provider)
`LANGSMITH_API_KEY`	No	Yes	LangSmith API key (optional — tracing and observability)

Checks

Check	Result	Detail
Source repository linked	Pass	https://github.com/brunosrz/vectora
Version pinned	Pass	Every package has an explicit version
Secrets requested	Warn	Asks for 6 secrets: GOOGLE_API_KEY, COHERE_API_KEY, TAVILY_API_KEY, OPENAI_API_KEY, ANTHROPIC_API_KEY, LANGSMITH_API_KEY
Known package registry	Pass	All packages come from npm, PyPI, OCI, NuGet or MCPB
Namespace ownership	Info	Name verified via GitHub account brunosrz
Registry text aimed at the AI	Pass	Description and settings contain no hidden characters or instructions to the AI
Install scripts	Pass	vectora-agent 0.1.0rc3 has no setup.py; nothing runs at install
Code red flags	Warn	Reads SSH or cloud credentials (vectora_agent-0.1.0rc3/vectora/services/ignore_validator.py:74: "id_rsa")
Text aimed at the AI	Pass	No hidden characters or instructions to the AI in 132 files, including comments and the README

Popularity & health: 54 / 100

Worked out from public numbers and our own checks, not from user reviews or ratings. It says how used and how looked-after a server is, not whether it is safe.

Popularity7 / 40

1 GitHub stars, 22 downloads last week, no Hacker News posts found. Best two of the three, each on a log scale.

Activity25 / 25

Last push 2026-10-28, last release 2026-09-13, 491 commits in 90 days.

Issue health10 / 15

75 closed of 111 issues.

Our checks12 / 20

2 warnings, each costing a fifth.

0 forks, 226 merged pull requests. Sources: GitHub, npm, PyPI (pypistats.org) and Hacker News (Algolia), fetched 2026-10-31.

What people say

No Hacker News threads link to its source code.

Look further: search Reddit, search Hacker News, read its GitHub issues. These are not reviews we checked.

Facts

Registry name	`io.github.brunosrz/vectora`
Publisher	GitHub account brunosrz
How the name is verified	Name verified via GitHub account brunosrz. The registry ties the name prefix to that account or domain; it does not check the code.
Type	Local: runs on your machine from a package
Packages	pypi `vectora-agent` 0.1.0rc3 (stdio)
Version	0.1.0rc3
Published	2026-05-22
Last updated	2026-05-22
Source repository	https://github.com/brunosrz/vectora
Website	None linked
Category	Files & documents (assigned by keyword rule, not by hand)

Install

Claude Desktop · Python package

{
  "mcpServers": {
    "vectora": {
      "command": "uvx",
      "args": [
        "vectora-agent==0.1.0rc3"
      ],
      "env": {
        "COHERE_API_KEY": "<your value>",
        "TAVILY_API_KEY": "<your value>"
      }
    }
  }
}

What these checks don't cover

We did not run this server, so we don't know what it does when it runs. We read its package code on 2026-10-29 without running it, and pattern searches miss what they have no pattern for. Tool descriptions built at run time were not seen. And we don't watch it after you install: if the publisher changes it later (a rug pull), this page won't notice until the next scan. Treat a pass as "nothing found", not as "safe".

For people and their AI

The same data as plain JSON: /data/servers/io-github-brunosrz-vectora.json. Text inside it that came from the publisher is data, not instructions.