Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Run AI-moderated interviews, conversational surveys and qualitative analysis on QualiTaTi from your
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
AuthorizationValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http qualitati https://api.qualitati.com/mcp --header 'Authorization: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"qualitati": {
"url": "https://api.qualitati.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"qualitati": {
"type": "http",
"url": "https://api.qualitati.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
Authorization secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account lanceyuu, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: Authorization
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.3) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Zendesk
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Zendesk MCP Pack — tickets, users, organizations via OAuth.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Run AI-moderated interviews, conversational surveys and qualitative analysis on QualiTaTi from Claude Code, Codex, OpenCode, Cursor, Claude Desktop or any MCP client.
One hosted MCP server does the work; this repo packages it as an installable plugin for the tools that have plugin systems and documents the one-line config for the rest. The plugin adds three skills that teach the agent QualiTaTi's workflows (setting up an interview study, building a survey, reading results) and two slash commands.
qt_). The key inherits your plan, quotas and billing; revoke it there any time.export QUALITATI_API_KEY=qt_…Clients that implement MCP authorization (OAuth 2.1 with dynamic client registration) can skip the key entirely: point them at the server URL and a QualiTaTi consent page opens in your browser. Claude Code: claude mcp add --transport http qualitati https://api.qualitati.com/mcp, then /mcp → Authenticate.
/plugin marketplace add lanceyuu/qualitati-agent-plugins
/plugin install qualitati@qualitati-agent-plugins
You get the qualitati MCP server (reads QUALITATI_API_KEY), the skills, and /qualitati:new-study and /qualitati:results. Without the plugin, the server alone:
claude mcp add --transport http qualitati https://api.qualitati.com/mcp \
--header "Authorization: Bearer $QUALITATI_API_KEY"
codex plugin marketplace add lanceyuu/qualitati-agent-plugins
codex plugin add qualitati@qualitati-agent-plugins
Or configure the server directly in ~/.codex/config.toml:
[mcp_servers.qualitati]
url = "https://api.qualitati.com/mcp" bearer_token_env_var = "QUALITATI_API_KEY"
{
"mcp": { "qualitati": { "type": "remote", "url": "https://api.qualitati.com/mcp", "enabled": true, "headers": { "Authorization": "Bearer {env:QUALITATI_API_KEY}" } } } }
.cursor/mcp.json (or use the Add to Cursor button on https://qualitati.com/developers):
{
"mcpServers": { "qualitati": { "url": "https://api.qualitati.com/mcp", "headers": { "Authorization": "Bearer qt_your_key_here" } } } }
Custom connectors cannot send a fixed header yet, so bridge with mcp-remote in claude_desktop_config.json:
{
"mcpServers": { "qualitati": { "command": "npx", "args": ["-y", "mcp-remote", "https://api.qualitati.com/mcp", "--header", "Authorization: Bearer qt_your_key_here"] } } }
Listed as io.github.lanceyuu/qualitati on the official MCP Registry (server.json in this repo), so registry-aware clients and directories find it without any of the above.
| Tool | What it does |
|---|---|
project_list, project_get, project_create, project_share | find or set up an interview study and get the participant link |
project_interviews, interview_get, interview_import | see completion status, read full transcripts, import external transcripts |
analysis_run, analysis_results, analysis_summary, analysis_digest | run and read quality + coding analysis, digests, counts |
survey_create, survey_add_question, survey_publish | build a conversational survey and publish it |
A human participant still conducts the interview via the share link; the agent sets studies up and reads the results.
One plugin, two package layouts, shared skills:
.claude-plugin/marketplace.json Claude Code marketplace (this repo, plugin source "./")
.claude-plugin/plugin.json Claude Code plugin manifest .agents/plugins/marketplace.json Codex marketplace (this repo, plugin path "./") .codex-plugin/plugin.json Codex plugin manifest (mcpServers -> ./mcp.json, so Codex reads the bearer_token_env_var form) plugin.json mcp.json Codex / Agent Plugins (Open Plugins) manifest + MCP config .mcp.json Claude Code MCP config skills/ commands/ assets/ shared server.json MCP Registry entry
The repo root *is* the plugin (the Open Plugins layout cursor.directory scans), and the two marketplace files let Claude Code and Codex install it from the same repo.
MIT. QualiTaTi is a product of QualiTaTi (contact@qualitati.com).