VectorVein turns complex work into deliverables. Reuse proven steps as visual workflows.
Describe the outcome. A Task Agent plans the steps, uses tools, and delivers reports, datasets, and webpages to your workspace.
New accounts receive 5,000 credits. No card required.
Real tasks and deliverables
View all public cases- 01 / 06 Agent evaluation · 2026.07 Agent benchmark selection guide See real tasks and deliverablesguide.html
17 benchmarks
- 02 / 06 Interactive web · 2026.04 City culture flow map See real tasks and deliverablesflow-map.html
18 cities · 35 interactive routes
- 03 / 06 Structured data · 2026.01 European accelerator and incubator database See real tasks and deliverableseurope_accelerators_incubators.csvNameWebsiteX_TwitterLinkedInCityCountryFund_SizeInvestment_Amount
47 organization records
- 04 / 06 Multimedia marketing · 2026.01 Loaded Waters VIRAL marketing video See real tasks and deliverables9:1612345
15-second vertical video · Five-shot script
- 05 / 06 Financial research · 2025.12 2025 Fed rate-cut cycle research report See real tasks and deliverables
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Eight research sections · Four rate-cut cycles
- 06 / 06 Technical research · 2026.01 AI Agent memory technology review See real tasks and deliverables
Five memory benchmarks
Seven open-source approaches
Platform at scale
- OpenAI
- Anthropic
- Google Gemini
- DeepSeek
- Qwen
- Moonshot Kimi
- MiniMax
- Zhipu GLM
- Mistral
- FLUX
- Sora
- Veo
- Kling
- Suno
Two ways to work, and they call each other
Task Agent
Open-ended work where the path changes
- Plan
- Act
- Observe
- Revise
Visual Workflow
Fixed steps you run again and again
- Input
- Process
- Output
- Runs on schedule
Agents can call configured workflows, and workflows can be published as an MCP Server for compatible clients.
Use organization-shared files directly in Agents and workflows
- 01Organization · departments · members
- 02Share files by member, department, or organization
- 03Use them directly in Agents and workflows
Which one? Start from the deliverable.
See the full comparison
Choose based on both the final deliverable and what your team needs to share over time. VectorVein lets teams use organization-shared files in Agents and workflows, then save outputs back to shared folders; Codex and Claude Code center collaboration on repositories and software-development processes.
| Dimension | VectorVein | Codex | Claude Code |
|---|---|---|---|
| Primary work | Research, content, data processing, and other multi-step tasks with a defined deliverable. | Build, debug, refactor, and review code in a software repository, and run tests. | Build, debug, refactor, and review code in a codebase, and run tests. |
| Primary context | Webpages, Office and PDF files, datasets, knowledge bases, media, and external tools. | Code repositories, terminals, IDEs, Git, and development tools. | Codebases, terminals, IDEs, Git, and development tools. |
| Organization and team collaboration | Built-in organization, department, member, and invitation management. Share files and folders with members, departments, or the whole organization, set view-only or collaboration access, and use shared files directly in Agents and workflows. | Team collaboration mainly centers on repositories, shared development guidance, code review, pull requests, and related engineering processes. ChatGPT Business and Enterprise workspaces also provide admin controls. | Team collaboration mainly centers on repositories, project settings, GitHub workflows, pull requests, and related engineering processes. It supports team-shared settings and organization-managed configuration. |
| When to choose it | Your main deliverable is a report, dataset, webpage, or media result, or your organization needs to reuse shared files and standardize repeatable processes as workflows. | Your main deliverable is code and you prefer OpenAI models, or want to work through the desktop app, IDE, CLI, cloud tasks in the web app, or SDK. | Your main deliverable is code and you prefer Claude models, or want to work through the terminal, IDE, desktop app, browser, GitHub Actions, or Agent SDK. |
| Typical outputs | Reports, datasets, webpages, media results, workspace files, and reusable workflows. | Code changes, diffs, test or command results, code-review feedback, commits, and pull requests. | Code changes, diffs, test or command results, code-review feedback, commits, and pull requests. |
Use them togetherThey can divide the work: use Codex or Claude Code to build and maintain code, and VectorVein to run and reuse business processes. Claude Code can call published workflows through VectorVein's current SSE MCP endpoint. Codex remote MCP currently requires Streamable HTTP, so use a REST API or an adapter for now.
Features and access options can change. See the official documentation: CodexCodex MCPClaude CodeClaude Code SettingsClaude Code MCP
What a Task Agent can do
- Process files and run analysis
- Move complex work forward in parallel
- Retrieve material with source file paths
- Run by time or task status
- Reuse steps that have been verified
Use your own API keys without spending platform credits on model calls
Platform-key fallback is optional. Only fallback calls use platform credits.
Start tasks from where you already work
Frequently Asked Questions
Looking for setup and usage details? Read the docs
How does pricing work?
Creating and configuring Task Agents and editing workflows do not use credits. Runs consume credits based on the platform models and paid tools used. Calls made with your own third-party model keys do not use platform credits; your model provider bills those calls under its own terms. View model credit pricing
Who is VectorVein for?
VectorVein fits research, content, operations, and data work that involves finding sources, processing files, using multiple tools, and keeping reviewable steps and deliverables. Fixed processes can be built as visual workflows. For a one-off short answer, a standard chat product may be simpler.
How is VectorVein different from Codex and Claude Code?
Consider both the deliverable and what your team needs to reuse over time: choose VectorVein for reports, datasets, webpages, or media, or when your organization needs to reuse shared files and standardize repeatable processes as workflows; choose Codex or Claude Code for code changes, tests, and review around a codebase. They can also be used together. See the full comparison
Are my tasks and workspace files public by default?
No. New tasks are not shared and do not appear in the community by default. When you explicitly enable sharing in task details, anyone with the link can view the task description, execution records, tool calls, and workspace files. Enabling Public also lists the task in the community. Sharing a parent task also makes its subtasks accessible by link, so review and remove sensitive content before sharing.
Does using my own model API key consume platform credits?
Successful third-party model calls made with your own key do not use platform credits; your model provider bills you directly. You can choose to use only your own key or fall back to a platform key when it is unavailable. Only fallback calls use platform credits.
Can I try for free?
Yes. New accounts receive 5,000 credits and can try Task Agents and workflows without adding a payment method first.
Is there an open-source edition?
Yes. Download the open-source desktop edition from GitHub Releases and run it locally. It focuses on visual workflows; Task Agents are currently available on the hosted VectorVein platform.
Start with a task you need done.
Describe the outcome and add your materials. New accounts receive 5,000 credits with no payment method required.
Create a task for free