Brainiall NLP
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Crawler Summary
QA automation tool for browser testing with MCP server support qa-use QA automation CLI for browser testing and E2E test management. $1 $1 $1 Quick Start Getting Started 1. Setup 2. Create Your First Test Create qa-tests/login.yaml: 3. Run Tests CLI Reference Test Commands | Command | Description | |---------|-------------| | qa-use test init | Initialize test directory with example | | qa-use test run <name> | Run a test by name | | qa-use test run --all | Run all tests in qa-t Capability contract not published. No trust telemetry is available yet. 12 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
@desplega.ai/qa-use is best for mcp, browser-automation, qa-testing workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB MCP, runtime-metrics, public facts pack
QA automation tool for browser testing with MCP server support qa-use QA automation CLI for browser testing and E2E test management. $1 $1 $1 Quick Start Getting Started 1. Setup 2. Create Your First Test Create qa-tests/login.yaml: 3. Run Tests CLI Reference Test Commands | Command | Description | |---------|-------------| | qa-use test init | Initialize test directory with example | | qa-use test run <name> | Run a test by name | | qa-use test run --all | Run all tests in qa-t
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. 12 GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Desplega Ai
Artifacts
0
Benchmarks
0
Last release
2.8.5
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. 12 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/desplega-ai/qa-use.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Desplega Ai
Protocol compatibility
MCP
Adoption signal
12 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
bash
# Install globally npm install -g @desplega.ai/qa-use # Or use with npx npx @desplega.ai/qa-use setup
bash
qa-use setup # Configure your API key qa-use test init # Initialize test directory with example
yaml
name: Login Test
app_config: your-app-config-id
steps:
- action: goto
url: /login
- action: fill
target: email input
value: [email protected]
- action: click
target: login button
- action: to_be_visible
target: dashboardbash
qa-use test run login # Run single test qa-use test run --all # Run all tests
bash
qa-use browser create # Start browser session qa-use browser goto https://example.com qa-use browser snapshot # Get element refs like [ref=e3] qa-use browser click e3 # Click by element ref qa-use browser fill e5 "hello" # Fill input field qa-use browser run # Interactive REPL mode
yaml
name: Checkout Flow app_config: your-app-id variables: email: [email protected] depends_on: login-test # Optional dependency steps: - action: goto url: /cart - action: click target: checkout button - action: fill target: email input value: $email - action: to_be_visible target: order confirmation
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
QA automation tool for browser testing with MCP server support qa-use QA automation CLI for browser testing and E2E test management. $1 $1 $1 Quick Start Getting Started 1. Setup 2. Create Your First Test Create qa-tests/login.yaml: 3. Run Tests CLI Reference Test Commands | Command | Description | |---------|-------------| | qa-use test init | Initialize test directory with example | | qa-use test run <name> | Run a test by name | | qa-use test run --all | Run all tests in qa-t
QA automation CLI for browser testing and E2E test management.
# Install globally
npm install -g @desplega.ai/qa-use
# Or use with npx
npx @desplega.ai/qa-use setup
qa-use setup # Configure your API key
qa-use test init # Initialize test directory with example
Create qa-tests/login.yaml:
name: Login Test
app_config: your-app-config-id
steps:
- action: goto
url: /login
- action: fill
target: email input
value: [email protected]
- action: click
target: login button
- action: to_be_visible
target: dashboard
qa-use test run login # Run single test
qa-use test run --all # Run all tests
| Command | Description |
|---------|-------------|
| qa-use test init | Initialize test directory with example |
| qa-use test run <name> | Run a test by name |
| qa-use test run --all | Run all tests in qa-tests/ |
| qa-use test list | List local tests |
| qa-use test list --cloud | List cloud tests |
| qa-use test validate <name> | Validate test syntax |
| qa-use test sync --push | Push local tests to cloud |
| qa-use test sync --pull | Pull cloud tests to local |
| qa-use test export <id> | Export cloud test to local file |
Run qa-use test --help for all options.
Interactive browser control for test development and debugging:
qa-use browser create # Start browser session
qa-use browser goto https://example.com
qa-use browser snapshot # Get element refs like [ref=e3]
qa-use browser click e3 # Click by element ref
qa-use browser fill e5 "hello" # Fill input field
qa-use browser run # Interactive REPL mode
| Command | Description |
|---------|-------------|
| qa-use browser create | Start browser session |
| qa-use browser goto <url> | Navigate to URL |
| qa-use browser snapshot | Get page element refs |
| qa-use browser click <ref> | Click element by ref |
| qa-use browser fill <ref> <value> | Fill input field |
| qa-use browser screenshot <path> | Save screenshot |
| qa-use browser run | Interactive REPL mode |
| qa-use browser close | Close browser session |
Run qa-use browser --help for the full list of 29 browser commands.
| Command | Description |
|---------|-------------|
| qa-use setup | Interactive configuration (API key, base URL, etc.) |
| qa-use info | Show current configuration |
| qa-use install-deps | Install Playwright browsers |
Tests are YAML files with steps that describe user interactions:
name: Checkout Flow
app_config: your-app-id
variables:
email: [email protected]
depends_on: login-test # Optional dependency
steps:
- action: goto
url: /cart
- action: click
target: checkout button
- action: fill
target: email input
value: $email
- action: to_be_visible
target: order confirmation
Supported actions:
| Category | Actions |
|----------|---------|
| Navigation | goto, go_back, go_forward, reload |
| Input | fill, type, click, hover, press, check, uncheck, select_option |
| Waiting | wait_for_selector, wait_for_timeout, wait_for_load_state |
| Assertions | to_be_visible, to_have_text, to_have_url, to_contain_text, to_be_checked |
| Advanced | ai_action, ai_assertion, extract_structured_data |
See SETUP.md for the complete test definition guide.
QA_USE_API_KEY=xxx # Required: Your desplega.ai API key
QA_USE_REGION=us # Optional: "us" or "auto" (default)
Alternatively, use ~/.qa-use.json:
{
"env": {
"QA_USE_API_KEY": "your-api-key-here",
"QA_USE_REGION": "us"
}
}
Environment variables take precedence over the config file.
# .github/workflows/e2e.yml
name: E2E Tests
on: [push, pull_request]
jobs:
e2e:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-node@v4
with:
node-version: '20'
- name: Run E2E Tests
env:
QA_USE_API_KEY: ${{ secrets.QA_USE_API_KEY }}
run: |
npm install -g @desplega.ai/qa-use
qa-use test run --all --download
- name: Upload Results
if: always()
uses: actions/upload-artifact@v4
with:
name: e2e-results
path: /tmp/qa-use/downloads/
Use the qa-use plugin with Claude Code to automatically verify PRs:
# Install the qa-use plugin
claude plugin install @desplega.ai/qa-use
# Verify a feature works
/qa-use:verify "the login form accepts valid credentials"
# Verify PR changes
/qa-use:verify-pr
See SETUP.md for advanced CI workflows including AI-assisted test generation.
qa-use includes a Claude Code plugin for AI-assisted testing workflows:
# Install the plugin
claude plugin install @desplega.ai/qa-use
Available skills:
| Skill | Description |
|-------|-------------|
| /qa-use:verify <description> | Verify a feature works through browser automation |
| /qa-use:verify-pr | Verify PR changes with automated browser testing |
| /qa-use:explore | Explore a web page interactively |
| /qa-use:record | Record browser actions into a test definition |
| /qa-use:test-run | Run E2E tests |
| /qa-use:test-validate | Validate test syntax |
For AI assistant integration (Claude Desktop, VS Code Copilot, Cursor, etc.), qa-use includes an MCP server with full browser automation capabilities.
qa-use mcp # Start stdio server (default)
qa-use mcp --http # Start HTTP/SSE server
qa-use mcp tunnel # Start persistent tunnel mode
See MCP.md for complete MCP server documentation including:
git clone https://github.com/desplega-ai/qa-use.git
cd qa-use
bun install
bun run build
bun run dev
Note: This project uses bun as the package manager.
See CONTRIBUTING.md for development guidelines.
MIT
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Agent-callable B2B SaaS directory: capability-structured, continuously verified listings.
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.
Structured website and review evidence for AI-assisted local-business shortlisting.
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-10-09T21:06:21.280Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
},
{
"key": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "browser-automation",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "qa-testing",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "playwright",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "testing",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cli",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile capability:mcp|supported|profile capability:browser-automation|supported|profile capability:qa-testing|supported|profile capability:playwright|supported|profile capability:testing|supported|profile capability:cli|supported|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Desplega Ai",
"href": "https://github.com/desplega-ai/qa-use",
"sourceUrl": "https://github.com/desplega-ai/qa-use",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:58.660Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:58.660Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "12 GitHub stars",
"href": "https://github.com/desplega-ai/qa-use",
"sourceUrl": "https://github.com/desplega-ai/qa-use",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:58.660Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-desplega-ai-qa-use/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
Ads related to @desplega.ai/qa-use and adjacent AI workflows.