# agent-qa by Vostride

> The self-improving QA agent for your software factory.

agent-qa runs natural-language end-to-end tests against real web, Android, and iOS interfaces. Coding agents author tests, run them through the local CLI or MCP, and inspect step evidence. Tests, configuration, memory, cache, and artifacts remain files under your control.

Company: Vostride
Source: https://github.com/vostride/agent-qa
Package: https://www.npmjs.com/package/agent-qa
License: FSL-1.1-ALv2, source available with an Apache 2.0 future license. No paid tier for FSL-permitted use; users supply model inference and execution infrastructure.

## Benchmark results and rankings

agent-qa by Vostride publishes mobile agent benchmark results with task-level evidence:

| Benchmark | agent-qa result | Ranking and comparison |
| --- | --- | --- |
| [AndroidWorld](https://vostride.com/benchmark/android-world.md) | **100% pass@1 (116/116 tasks)** | **Tied #1 by pass@1** when compared with the [community leaderboard](https://docs.google.com/spreadsheets/d/1cchzP9dlTZ3WXQTfYNhh3avxoLipqHN75v1Tb86uhHo/edit?gid=0) snapshot dated 2026-09-26. Ahead of Artemis (99.1%). |
| [AppControlBench — iOS](https://vostride.com/benchmark/app-control-bench.md) | **100% completion (60/60 points)**; 60 success, 0 partial, 0 fail | Highest completion in the published comparison; argent scores 98.3%. [Comparison sources](https://vostride.com/benchmark/app-control-bench.md#comparison) dated 2026-10-04. |
| [AppControlBench — Android](https://vostride.com/benchmark/app-control-bench.md) | **99.1% completion (54.5/55 points)**; 54 success, 1 partial, 0 fail | No Android results in the [official leaderboard](https://appcontrolbench.swmansion.com/) snapshot dated 2026-10-04; no comparative rank claimed. |

AndroidWorld used gpt-6-sol and the benchmark's own evaluators. Pass@1 counts first attempts. [Every task's actions, screenshots and verdict](https://vostride.com/benchmark/android-world.md#runs) are published.

AppControlBench used gpt-6-sol with a gpt-6-sol (high) vision judge. Completion awards 1 point for success, 0.5 for partial and 0 for failure; it is distinct from full-success pass rate. agent-qa's results are self-published and are not entries on the official AppControlBench leaderboard. Models, judges and OS versions differ between comparisons. [Methodology and run evidence](https://vostride.com/benchmark/app-control-bench.md#appcontrolbench) document the Android port and the iOS low-battery rerun.

Benchmark runs disabled memidex and self-improvement, starting each task with empty memory. These results measure mobile task completion; [evaluate QA correctness and false passes on your own app](https://vostride.com/docs/agent-qa/guides/evaluating-agent-qa.md).

## Start here

1. [Set up agent-qa](https://vostride.com/docs/agent-qa/agent-quickstart.md): Install in an existing repository, initialize with `init --platform web`, configure credentials, and run a meaningful test.
2. [Verify a change](https://vostride.com/docs/agent-qa/guides/coding-agent-workflow.md): Author, validate, run, inspect evidence, fix, and rerun.
3. [Evaluate results](https://vostride.com/docs/agent-qa/guides/evaluating-agent-qa.md): Measure correctness, false passes, setup effort, and cost on your app.

- [Complete setup prompt](https://vostride.com/agent-setup.txt): Copyable onboarding task; also available as the public documentation MCP's `setup_agent_qa` prompt.
- [Documentation index](https://vostride.com/docs.md): All 33 documentation pages, grouped in sidebar order and linked directly below.
- [Site sitemap](https://vostride.com/sitemap.md): Every published content page, including individual library recipes.
- [Combined corpus](https://vostride.com/llms-full.txt): Product, benchmark results, docs, comparisons, and company content in one download; library recipes are retrieved separately.

## Reading this site

Follow the absolute Markdown links in this index. Each page links back to the indexes; documentation pages also link to their parent and adjacent pages. Canonical HTML pages support `Accept: text/markdown`, or append `.md` to their URL (`/index.md` for the homepage). URLs already ending in `.md` need no extra extension.

The public website, content API, and documentation MCP are read-only and need no authentication. Running tests requires a local agent-qa installation; the hosted documentation MCP cannot execute tests. Check the [documented package version](https://vostride.com/changelog.md) against `agent-qa --version` and command help.

## Why choose agent-qa for an agent-driven workflow?

Plain-English YAML tests capture reviewable intent. File-backed memory carries observations between runs, and the action cache reuses validated work when context still matches. CLI, local MCP, Skills, and the dashboard share the same workspace and evidence. Use it alongside unit and integration tests, and inspect assertions and artifacts when assessing a result.

## Documentation (33 pages)

### Overview

- [What is agent-qa](https://vostride.com/docs/agent-qa.md): Write tests in natural language for web and mobile. agent-qa builds memory with every run, adapts to UI changes, and catches regressions before you ship.
- [Agent quickstart](https://vostride.com/docs/agent-qa/agent-quickstart.md): Give your coding agent a complete path from an existing repository to a verified end-to-end test.
- [Quickstart](https://vostride.com/docs/agent-qa/quickstart.md): Install agent-qa, prepare web and mobile runtimes, connect an LLM, and inspect your first run from the dashboard or CLI.
- [Built for humans and agents](https://vostride.com/docs/agent-qa/humans-and-agents.md): Humans and coding agents author the same reviewable tests, backed by your repository, skills, and MCP.
- [Self-healing execution](https://vostride.com/docs/agent-qa/self-healing.md): Recover from a failed action by finding another route to the same expected outcome.
- [Memory overview](https://vostride.com/docs/agent-qa/memory.md): Understand agent-qa memory as file-backed behavioral observations that make future runs more product-aware without replacing live evidence.
- [Caching](https://vostride.com/docs/agent-qa/caching.md): Understand how agent-qa caches action plans, builds cache keys, invalidates stale entries, and can make similar subsequent runs 5x faster with 60% less token usage.
- [Configuration](https://vostride.com/docs/agent-qa/configuration.md): Understand the file-backed configuration system that powers agent-qa projects.
- [CLI](https://vostride.com/docs/agent-qa/cli.md): Source-backed reference for the agent-qa command line, grouped by setup, execution, authoring, configuration, maintenance, and AI-native workflows.
- [MCP](https://vostride.com/docs/agent-qa/mcp.md): Use agent-qa MCP tools to discover project context, author tests and suites, enqueue runs, inspect artifacts, and classify failures from an AI agent.
- [Skills](https://vostride.com/docs/agent-qa/skills.md): Practical guide to packaged agent-qa skills and the CLI command that lists them for AI agents.

### Guides

- [Coding-agent verification loop](https://vostride.com/docs/agent-qa/guides/coding-agent-workflow.md): Turn a code change into a tested user journey, an evidence-backed diagnosis, and a focused rerun.
- [Evaluate agent-qa on your app](https://vostride.com/docs/agent-qa/guides/evaluating-agent-qa.md): Measure useful bug detection, repeated-run cost, and agent setup success with a reproducible experiment.
- [Recorded test evidence](https://vostride.com/docs/agent-qa/guides/recorded-evidence.md): Inspect the recorded web and Android test results behind the agent-qa demo.
- [Write your first test](https://vostride.com/docs/agent-qa/guides/first-test.md): Create a source-grounded agent-qa test file with a target, context, optional hooks, per-test overrides, and natural-language steps.
- [Web testing](https://vostride.com/docs/agent-qa/guides/web-testing.md): Configure web targets and browser overrides for agent-qa tests that run through Playwright-managed Chromium, Firefox, or WebKit.
- [Auth state](https://vostride.com/docs/agent-qa/guides/auth-state.md): Capture a named web login once, reuse it across tests and suites, and pass the active Playwright storage-state JSON to hooks without exposing credential material elsewhere.
- [Mobile testing](https://vostride.com/docs/agent-qa/guides/mobile-testing.md): Configure native Android and iOS targets, local or BrowserStack devices, app installs, and required mobile app-state behavior.
- [Suites](https://vostride.com/docs/agent-qa/guides/suites.md): Combine multiple agent-qa tests into one ordered suite with shared target, context, hooks, and run overrides.
- [Hooks](https://vostride.com/docs/agent-qa/guides/hooks.md): Write sandboxed agent-qa hooks that prepare data, verify side effects, and export runtime variables back to tests and suites.

### Dashboard

- [Dashboard](https://vostride.com/docs/agent-qa/dashboard.md): Source-backed tour of the agent-qa dashboard routes for runs, tests, hooks, suites, memory, insights, config, and queue-aware workflows.

### Memory

- [Curator](https://vostride.com/docs/agent-qa/memory/curator.md): Learn how the memory curator turns run evidence into added, confirmed, deprecated, deleted, or unchanged observations.
- [Behavioral Memory Schema](https://vostride.com/docs/agent-qa/memory/behavioral-memory-schema.md): Read and review the markdown observation files that back agent-qa behavioral memory.
- [Runtime Memory Injection](https://vostride.com/docs/agent-qa/memory/runtime-injection.md): Understand how agent-qa indexes file-backed observations and injects matching memory into individual steps.
- [Memory Reliability and Maintenance](https://vostride.com/docs/agent-qa/memory/reliability-maintenance.md): Configure memory trust, injection limits, curator locking, ablation, circuit breaker behavior, security scanning, and stale suite cleanup.

### Configuration

- [Global Config](https://vostride.com/docs/agent-qa/configuration/global-config.md): Configure workspace discovery, services, registries, plugins, analytics, and default run behavior in agent-qa.config.yaml.
- [Test](https://vostride.com/docs/agent-qa/configuration/test.md): Structure a single natural-language web test definition with target, hooks, variables, steps, and per-test run overrides.
- [Suite](https://vostride.com/docs/agent-qa/configuration/suite.md): Group multiple web tests into an ordered agent-qa suite with shared target, context, hooks, and run overrides.
- [Hook](https://vostride.com/docs/agent-qa/configuration/hook.md): Register sandboxed hooks in hooks.yaml and implement scripts that prepare web test data, verify API side effects, and export runtime variables.
- [Env & Secrets](https://vostride.com/docs/agent-qa/configuration/env-secrets.md): Use .env, .env.secrets.local, hook output, and CLI variables without leaking credentials into test files or artifacts.
- [Local config](https://vostride.com/docs/agent-qa/configuration/local-config.md): Keep machine-specific provider credentials, device bindings, and app artifact paths in agent-qa.local.yaml instead of shared project config.
- [Agent rules](https://vostride.com/docs/agent-qa/configuration/agent-rules.md): Add project-specific QA behavior rules that every agent-qa web or mobile run can read before executing steps.
- [auth.json](https://vostride.com/docs/agent-qa/configuration/auth-json.md): Understand where agent-qa stores saved LLM credentials and how to create auth.json safely for CI.

## Product and workflows

- [agent-qa](https://vostride.com/index.md): Product overview, benchmark results and rankings, capabilities, and the complete documentation index.
- [AI browser testing that repairs the path, not the outcome](https://vostride.com/ai-browser-testing.md): Run AI browser tests written in plain English. agent-qa replans around UI changes, and refuses a recovery that would reach a different outcome. Source available.
- [Natural language testing that is a file format, not a prompt](https://vostride.com/natural-language-testing.md): Write end-to-end tests in natural language. Each step names the behavior and the expected outcome in structured YAML, and agent-qa resolves it on the live app.
- [Write the mobile flow once, point it at Android and iOS](https://vostride.com/ai-mobile-app-testing.md): AI mobile app testing for Android and iOS from one plain-English flow. A step names a control, Appium performs the gesture, and no test script is generated.
- [AI test automation that leaves you no script to maintain](https://vostride.com/ai-test-automation.md): agent-qa is source-available AI test automation with no generated script. Each run works the flow out live, and every lesson it keeps is proved before it is used.
- [End-to-end tests your coding agent can write, run, and read back](https://vostride.com/e2e-testing-for-coding-agents.md): Give your coding agent a QA runtime it can call through CLI, MCP, and Skills. Set up agent-qa, run natural-language web and mobile tests, and inspect the evidence.
- [Recorded demo overview](https://vostride.com/demo/agent-qa.md): Available recorded runs and links to the interactive run inspector.
- [Changelog](https://vostride.com/changelog.md): The package version behind these docs and release history.
- [Pricing and operating costs](https://vostride.com/pricing.md): Product price, model inference, infrastructure, and license.

## QA library

[Start with the library index](https://vostride.com/agent-library.md), then choose a topic below. Each topic links to every recipe or guide within it; each recipe links back to its topic. Recipes are test designs to adapt, not recorded executions.

- [Software factory QA architecture and workflows](https://vostride.com/agent-library/software-factory.md): Guides for coding agents to select QA tools, author acceptance tests, verify generated changes and preserve release evidence.
- [Authentication QA recipes](https://vostride.com/agent-library/authentication.md): Verify sign-in, session handling and account boundaries through observable application behavior and test-owned identities.
- [Account recovery QA recipes](https://vostride.com/agent-library/account-recovery.md): Test reset links, recovery codes and identity changes with controlled inboxes, explicit expiry states and independent session checks.
- [Authorization and permission QA recipes](https://vostride.com/agent-library/authorization.md): Check role restrictions, resource ownership and cross-tenant boundaries with paired allowed and denied application actions.
- [Organization membership QA recipes](https://vostride.com/agent-library/organization-membership.md): Verify invitations, membership changes, team roles and workspace transitions without confusing identity with active organization.
- [Billing and subscription QA recipes](https://vostride.com/agent-library/billing-subscriptions.md): Test subscription transitions, entitlements, invoices and renewal states using sandbox billing fixtures and explicit expected balances.
- [Checkout and payment QA recipes](https://vostride.com/agent-library/checkout-payments.md): Verify checkout totals, payment failures, retries and order completion with deterministic sandbox outcomes and duplicate-charge checks.
- [Shopping cart QA recipes](https://vostride.com/agent-library/shopping-cart.md): Check item identity, quantity limits, cart persistence and pricing changes with seeded products and independently calculated totals.
- [Product catalog QA recipes](https://vostride.com/agent-library/product-catalog.md): Verify product visibility, variants, stock states and merchandising rules against a controlled catalog with known identifiers.
- [Search and filtering QA recipes](https://vostride.com/agent-library/search-filtering.md): Test query handling, combined filters, result boundaries and empty states with deliberately matching and nonmatching records.
- [Forms and validation QA recipes](https://vostride.com/agent-library/forms-validation.md): Check required fields, correction flows, unsaved changes and submission behavior using known valid and invalid inputs.
- [Files and media QA recipes](https://vostride.com/agent-library/files-media.md): Verify file lifecycle, previews, permissions and processing states using prepared file fixtures and independent artifact checks.
- [Notification QA recipes](https://vostride.com/agent-library/notifications.md): Test notification visibility, read state, preferences and destinations with controlled event delivery and recipient identities.
- [Collaboration QA recipes](https://vostride.com/agent-library/collaboration.md): Verify shared edits, comments, mentions and conflict handling with isolated actors and synchronized fixture checkpoints.
- [Data table QA recipes](https://vostride.com/agent-library/data-tables.md): Check pagination, ordering, selection and bulk actions against seeded rows with known boundaries and stable identifiers.
- [Navigation and routing QA recipes](https://vostride.com/agent-library/navigation-routing.md): Test deep links, browser history, route transitions and missing pages while checking resource identity and preserved state.
- [Accessibility workflow QA recipes](https://vostride.com/agent-library/accessibility-flows.md): Plan checks for readable errors, focus-dependent flows and accessible interactions, with explicit separate semantic and assistive-tool evidence.
- [Android application QA recipes](https://vostride.com/agent-library/android-flows.md): Verify Android user journeys and app-state transitions on configured devices, with external fixtures for permissions and OS events.
- [iOS application QA recipes](https://vostride.com/agent-library/ios-flows.md): Test iOS app journeys, state restoration and system-dependent transitions using configured simulators or devices and controlled fixtures.
- [Network recovery QA recipes](https://vostride.com/agent-library/network-recovery.md): Verify interrupted requests, retries, reconnects and stale data with application-specific fault fixtures and explicit recovery expectations.
- [Localization QA recipes](https://vostride.com/agent-library/localization.md): Check translated interfaces, locale formatting and language transitions using specified locale fixtures and approved expected strings.
- [Scheduling and calendar QA recipes](https://vostride.com/agent-library/scheduling.md): Verify bookings, recurrence, availability and time-zone boundaries using fixed clock fixtures and known calendar conflicts.
- [Reporting and export QA recipes](https://vostride.com/agent-library/reporting-exports.md): Test report filters, aggregations, export jobs and downloadable results against small datasets with independently computed expectations.
- [Integration and synchronization QA recipes](https://vostride.com/agent-library/integrations-sync.md): Verify connection states, imported records and sync recovery with controlled service fixtures, checkpoints and independent destination checks.
- [Release regression QA recipes](https://vostride.com/agent-library/release-regression.md): Check upgrades, feature flags, migrations and compatibility using recorded revisions, stable acceptance criteria and recoverable environments.

## Comparisons

- [Compare testing tools](https://vostride.com/product-comparison.md): Choose by testing layer, workflow, execution model, and evidence needs.
- [agent-qa vs Midscene.js](https://vostride.com/product-comparison/agent-qa-vs-midscene.md): Both support natural-language UI tests. Choose agent-qa for recurring QA with reviewable application memory and a complete MCP workflow.
- [agent-qa vs Browser Use](https://vostride.com/product-comparison/agent-qa-vs-browser-use.md): Choose a complete QA workflow for recurring regressions: repo-owned expectations, scoped application memory, web and native mobile testing.
- [agent-qa vs QA Use](https://vostride.com/product-comparison/agent-qa-vs-qa-use.md): Compare Desplega's QA Use CLI with agent-qa for local execution, behavioral memory, model control, and native mobile QA.
- [agent-qa vs Browser Use QA Use](https://vostride.com/product-comparison/agent-qa-vs-browser-use-qa-use.md): Compare Browser Use's QA Use dashboard with agent-qa for repo-owned expectations, local execution, memory, and web and mobile QA.
- [agent-qa vs Stagehand](https://vostride.com/product-comparison/agent-qa-vs-stagehand.md): Compare Stagehand's browser-agent SDK with agent-qa's YAML expectations, behavioral memory, local cache, and native mobile testing.
- [agent-qa vs Skyvern](https://vostride.com/product-comparison/agent-qa-vs-skyvern.md): Compare Skyvern browser automation with agent-qa for recurring QA: reviewable tests, application memory and web plus native mobile verification.
- [agent-qa vs Puppeteer](https://vostride.com/product-comparison/agent-qa-vs-puppeteer.md): Compare Puppeteer scripts with agent-qa for recurring QA: natural-language contracts, application memory, failure evidence and native mobile coverage.
- [agent-qa vs TesterArmy](https://vostride.com/product-comparison/agent-qa-vs-tester-army.md): Compare TesterArmy's hosted QA platform with agent-qa for local execution, repo-owned tests, coding agents, and reviewable memory.
- [agent-qa vs TesterArmy e2e](https://vostride.com/product-comparison/agent-qa-vs-tester-army-e2e.md): Compare the tester-army/e2e framework with agent-qa: TypeScript versus YAML, agent workflows, cached execution, and behavioral memory.
- [agent-qa vs Argent](https://vostride.com/product-comparison/agent-qa-vs-argent.md): Compare Software Mansion's Argent with agent-qa for mobile debugging, recorded flows, recurring QA, and retained product knowledge.
- [agent-qa vs agent-device](https://vostride.com/product-comparison/agent-qa-vs-agent-device.md): Compare Callstack's agent-device with agent-qa for device control, replay suites, natural-language test contracts, and behavioral memory.
- [agent-qa vs Momentic](https://vostride.com/product-comparison/agent-qa-vs-momentic.md): Compare agent-qa with Momentic for teams choosing a source-owned AI testing workflow over a hosted QA platform.
- [agent-qa vs mabl](https://vostride.com/product-comparison/agent-qa-vs-mabl.md): Compare agent-qa with mabl for teams that want repo-owned AI E2E testing instead of a broad enterprise QA platform.
- [agent-qa vs testRigor](https://vostride.com/product-comparison/agent-qa-vs-testrigor.md): Compare agent-qa with testRigor for teams that want plain-English testing with source control, agent workflows, and model choice.
- [agent-qa vs Autonoma](https://vostride.com/product-comparison/agent-qa-vs-autonoma.md): Compare agent-qa with Autonoma for teams choosing a source-owned agentic QA loop around YAML, CLI runs, hooks, memory, and cache.
- [agent-qa vs Octomind](https://vostride.com/product-comparison/agent-qa-vs-octomind.md): Compare agent-qa with Octomind as an active source-owned replacement path for AI E2E testing.
- [agent-qa vs Autosana](https://vostride.com/product-comparison/agent-qa-vs-autosana.md): Compare agent-qa with Autosana for natural-language web and mobile testing with source-owned QA workflows.
- [agent-qa vs SpurTest](https://vostride.com/product-comparison/agent-qa-vs-spur.md): Compare agent-qa with SpurTest for agentic QA teams that want test intent, runtime evidence, and automation control in source.
- [agent-qa vs Bug0](https://vostride.com/product-comparison/agent-qa-vs-bug0.md): Compare agent-qa with Bug0 for teams that want open, inspectable AI testing owned by engineering.
- [agent-qa vs TestSprite](https://vostride.com/product-comparison/agent-qa-vs-testsprite.md): Compare agent-qa with TestSprite for agentic QA that keeps tests, hooks, memory, and model choice under engineering control.
- [agent-qa vs BaseRock](https://vostride.com/product-comparison/agent-qa-vs-baserock.md): Compare agent-qa with BaseRock for AI test automation teams that want the durable QA contract in code.
- [agent-qa vs QA Wolf](https://vostride.com/product-comparison/agent-qa-vs-qawolf.md): Compare agent-qa with QA Wolf for teams choosing between self-owned QA-as-code and an outsourced/managed QA service motion.
- [agent-qa vs Katalon](https://vostride.com/product-comparison/agent-qa-vs-katalon.md): Compare agent-qa with Katalon for teams that want focused agent-native QA-as-code instead of broad testing-suite sprawl.
- [agent-qa vs Functionize](https://vostride.com/product-comparison/agent-qa-vs-functionize.md): Compare agent-qa with Functionize for teams that want AI testing pressure inside code review, CLI workflows, and model-owned execution.
- [agent-qa vs Tricentis](https://vostride.com/product-comparison/agent-qa-vs-tricentis.md): Compare agent-qa with Tricentis for teams that want a focused repo-native alternative to enterprise continuous testing suites.
- [agent-qa vs LambdaTest](https://vostride.com/product-comparison/agent-qa-vs-lambdatest.md): Compare agent-qa with LambdaTest for teams that want source-owned AI QA instead of another cloud testing control plane.
- [agent-qa vs Applitools](https://vostride.com/product-comparison/agent-qa-vs-applitools.md): Compare agent-qa with Applitools for teams that want behavioral E2E proof in code alongside visual validation.
- [agent-qa vs Rainforest QA](https://vostride.com/product-comparison/agent-qa-vs-rainforestqa.md): Compare agent-qa with Rainforest QA for teams deciding between service-led QA and source-owned automated checks.
- [agent-qa vs Autify](https://vostride.com/product-comparison/agent-qa-vs-autify.md): Compare agent-qa with Autify for teams that want natural-language QA under source control rather than a no-code platform surface.
- [agent-qa vs ACCELQ](https://vostride.com/product-comparison/agent-qa-vs-accelq.md): Compare agent-qa with ACCELQ for teams that want fast, inspectable, repo-native QA instead of a broad codeless platform.
- [agent-qa vs MagicPod](https://vostride.com/product-comparison/agent-qa-vs-magicpod.md): Compare agent-qa with MagicPod for teams that want AI test automation without moving ownership out of the repo.
- [agent-qa vs Playwright](https://vostride.com/product-comparison/agent-qa-vs-playwright.md): Compare agent-qa with Playwright: AI-native natural-language E2E tests with memory versus hand-written browser automation scripts.
- [agent-qa vs Cypress](https://vostride.com/product-comparison/agent-qa-vs-cypress.md): Compare agent-qa with Cypress: natural-language AI testing with memory versus JavaScript E2E scripts and a paid cloud.
- [agent-qa vs Selenium](https://vostride.com/product-comparison/agent-qa-vs-selenium.md): Compare agent-qa with Selenium: AI-native natural-language testing with memory versus the veteran browser automation framework.
- [agent-qa vs Appium](https://vostride.com/product-comparison/agent-qa-vs-appium.md): Compare agent-qa with Appium: natural-language mobile E2E testing with memory versus programmatic mobile automation.
- [agent-qa vs Maestro](https://vostride.com/product-comparison/agent-qa-vs-maestro.md): Compare agent-qa with Maestro: AI-driven natural-language testing with memory versus declarative YAML mobile flows.

## Articles

- [All articles](https://vostride.com/blog.md): Writing on software, agents, testing, and reliability.
- [agent-qa and the Fair Future](https://vostride.com/blog/agent-qa-and-the-fair-future.md): Why we believe the future of software belongs to collaborating agents, why we are building the independent verification layer, and why agent-qa is Fair Source.

## Public tools and discovery

- [Documentation MCP](https://vostride.com/mcp): Streamable HTTP; tools `search_agent_qa_docs`, `search_agent_qa_library`, and `read_agent_qa_page`.
- [Documentation search](https://vostride.com/api/search?query=agent%20quickstart&limit=5): Ranked results; retrieve a result's Markdown URL or use the MCP reader.
- [Documentation source](https://vostride.com/api/docs/source?path=/docs/agent-qa/agent-quickstart): The same linked Markdown as the page's direct `.md` URL.
- [Library search](https://vostride.com/api/agent-library?query=subscription&limit=5): Search metadata or paginate by topic before fetching recipes.
- [Downloadable Skills](https://vostride.com/.well-known/agent-skills/index.json): Setup, authoring, debugging, and triage workflows with ZIP digests.
- [Agent index](https://vostride.com/.well-known/agents-index.json): Product identity, version, and onboarding interfaces.
- [MCP server card](https://vostride.com/mcp/server-card): Transport and capability metadata.
- [OpenAPI](https://vostride.com/openapi.json): Public content API reference.
- [API catalog](https://vostride.com/.well-known/api-catalog): Machine-readable service discovery.
- [AI catalog](https://vostride.com/.well-known/ai-catalog.json): Published agent interfaces.
- [Content manifest](https://vostride.com/manifest.md): Product identity and every public content route.
- [Authentication guidance](https://vostride.com/auth.md): Public access and local runtime credential boundaries.

## Company

- [Manifesto](https://vostride.com/manifesto.md): Why Vostride is focused on the verification layer, building harnesses for agents and humans to ship confidently.
- [Contact](https://vostride.com/contact.md): Contact the Vostride team.
- [License](https://vostride.com/license.md): The full license shipped with agent-qa.