Qai Consultant MCP

An open-source AI agent that acts as a senior QA Architect - automatically generating a Test Strategy, Risk Register, Effort Estimation Report, and Test Plan from a simple project description, plus deterministic QA Document Quality Review, Test Results Analysis, and QA Maturity Assessment for evaluating what already exists. Also available as a local MCP server so Claude Code, Claude Desktop, and other MCP clients…

People who work with langchain, quality assurance engineer and rag and want it reachable from Claude, Cursor, VS Code, or another MCP client. The project is written in Python.

VERIFIED ACTIVE

LAST COMMIT 2026-09-30 · ★ 5 · #29 OF 117 MAINTAINED AI & ML · VERIFIED 2026-09-30

NOASSERTION · Python servers · how we verify → /methodology

01 · Install Qai Consultant MCP

before you install - you'll need

The README does not document required environment variables for a basic install.

Claude Code

claude mcp add gvasile29-qai-consultant -- uvx qai-consultant-mcp

Claude Desktop / Cursor / VS Code - add to config

{
  "mcpServers": {
    "gvasile29-qai-consultant": {
      "command": "uvx",
      "args": [
        "qai-consultant-mcp"
      ]
    }
  }
}

Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.

Using another client? Same JSON, different key

Claude Desktop · mcpServers

Cursor · mcpServers

VS Code · servers

Windsurf · mcpServers

Zed · context_servers

Cline · mcpServers

Roo Code · mcpServers

Continue · mcpServers

LibreChat · mcpServers

Gemini CLI · mcpServers

Codex CLI · mcp_servers

Full setup guides: every client.

02 · Evidence

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as local process (stdio) - runs on your machine with your user's permissions

license no standard license detected - usage rights unclear; check the repo before commercial use

pypi package qai-consultant-mcp - check the name against the project README before installing (PyPI has no namespace ownership)

registry namespace io.github.gvasile29 is GitHub-verified and matches the repo owner

03 · What Qai Consultant MCP can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

Latest releases

v3.6.2 · 2026-09-24

Changed · The primary AI model is now Mistral's Ministral 14B (ministral-14b-2512) instead of Mistral Small. On Mistral's free plan, Mistral Small (and Medium) had been rejecting every request with "rate limit…

v3.5.4 · 2026-09-23

Reliability fixes from an external audit (docs/audits/2026-09-23-external-audit.md). · Fixed · Generated documents could show their opening section twice. If the primary LLM provider (Mistral) dropped the connection…

v3.5.3 · 2026-09-22

Changed · qai-consultant-mcp's local knowledge-base index (local_index.py) now uses fastembed (ONNX Runtime) instead of sentence-transformers/torch for embeddings. This removes the single largest contributor to the…

04 · Who maintains Qai Consultant MCP

qai-consultant-mcp is maintained by gvasile29. It's the only MCP server we track from this author; the repo dates to Feb 2026.

05 · Facts

repository: github.com/gvasile29/qai-consultant
category: AI & ML - ranked #29 of 117 actively-maintained AI & ML servers as of 2026-09-30.
release cadence: 10+ releases in the last 90 days (latest 2026-09-24)
registry: io.github.gvasile29/qai-consultant-mcp (active, first published 2026-07-23 · 7 versions)
packages: pypi:qai-consultant-mcp

06 · Qai Consultant MCP FAQ

What is Qai Consultant MCP?

Is Qai Consultant MCP still maintained?

Yes - as of 2026-09-30, its last commit was 2026-09-30 and it shipped 10+ releases in the last 90 days. We re-verify nightly.

How do I install Qai Consultant MCP?

Run `uvx qai-consultant-mcp`. The README does not document required environment variables for a basic install. You can also paste the ready-made client config above.

Does Qai Consultant MCP run locally?

Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.

07 · Alternatives to Qai Consultant MCP

Alternatives to Qai Consultant MCP

Maintained AI & ML servers if Qai Consultant MCP isn't the fit.

Pairs well with

Servers that cover what Qai Consultant MCP doesn't - only shown when the pairing reason fits the companion.

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