ClawsGO Science
BitMiracle AI · ClawsGO Science: Cloud AI Research Agent That Runs Analyses and Drafts Cited LaTeX Papers
ClawsGO Science is a hosted AI research agent from BitMiracle AI that takes a research task, works on its own cloud Linux host for hours, and delivers files such as literature reviews, analysis code, figures and LaTeX manuscripts. It suits researchers, analysts and labs who want to hand off a long literature, data-analysis or drafting job and come back to a finished deliverable.
Best for
Researchers, graduate students, analysts and research groups who want to hand a long literature, analysis or drafting task to a hosted agent with a ready-made research environment and come back to files they can check and edit
Not ideal for
Users who need an API or self-hosted tool, predictable fixed monthly costs, data kept outside Hong Kong-hosted infrastructure or away from US model providers, or results that can be trusted without careful expert review
Who it's for
Academic researchers, graduate students, lab groups, consultants, policy analysts and investment or market researchers who produce cited reports, analyses and papers
Capabilities
- Long-running agent on a dedicated cloud Linux host that keeps working after you close the tab, up to 24 hours per run on a cloud host and 72 hours on a local device, resumable with Continue
- Searches academic sources and the web, reads papers in a cloud browser you can take over, writes and runs code, and drafts reports, with a replayable timeline of every step
- Four modes: Quick (no tools), Solo (one agent), Delegate (a main agent plans while subagents execute) and Cluster (many parallel subagents for large surveys)
- Built-in LaTeX workbench with source and PDF side by side, plus Typst, Markdown, Jupyter, Office, PDF and image previews in the task's file panel
- Scientific file previews for sequence alignments and trees, 3D molecular structures, cryo-EM and crystallographic density maps, medical images, FITS and NumPy arrays
- Cloud host with a graphical desktop and preinstalled research tools and databases that can be referenced with @ in the composer
- SSH servers configured on the host let the agent run heavy jobs on your own lab or GPU machines and bring results back to the workspace
- Desktop app for macOS and Windows that registers your computer so tasks can read local files and run local commands
- /goal command keeps a task working until a stated finish condition is met, checked by a separate model call
- Choice of ClawsGO 1.5 models or Claude and GPT models per task, a separate subagent model, five reasoning levels and 256K, 512K or 1M context windows
- Projects that share one working directory across tasks, team workspaces with per-member credit limits, a Skill Market and public share links for tasks
Limitations
- Outputs are AI-generated and the company says they may be wrong: papers, citations, statistics and figures need expert verification before you publish, cite or decide on them
- Credit usage is metered per token at each model's rates, so long runs, Cluster mode, Max reasoning, 1M context and the Claude Fable line can use credits quickly and are hard to budget in advance
- The Free plan has no monthly credits, only 1,500 one-time signup credits (about $0.50 at the documented rate of 3,000 credits per dollar), and is limited to the ClawsGO 1.5 Lithium model
- Payments are non-refundable except where required by law, plans cannot be downgraded, and Free and Plus cannot buy credit top-ups
- No public API, MCP server or self-hosted deployment is documented for self-serve plans; private deployment is offered only on the contract-based Enterprise plan
- The global edition signs in with Google only, and its accounts and credits do not carry over to the separate China edition at clawsgo.cn
- Task content goes to Anthropic or OpenAI when you choose their models, and data is hosted on Alibaba Cloud in Hong Kong, which may not suit groups with strict data-residency rules
- Local-device tasks stop when that computer is off, and desktop automation and remote desktop viewing work only on cloud hosts
Use cases
- Running a literature survey or systematic-review draft overnight, with a screening log, evidence table, PRISMA-style figures and a cited LaTeX or PDF report
- Reproducing figures or statistics from a published paper using its data and recording the code that produced them
- Cleaning a dataset, running a meta-analysis or regression, and producing publication-style plots with reproducible scripts
- Drafting or revising a manuscript section, or a response to reviewers, in the LaTeX workbench
- Sending a training or simulation job to a lab GPU server over SSH and syncing results back into the project
- Producing sourced policy scans, due-diligence memos or market and competitor research reports
Our take
ClawsGO Science packages the pieces a research agent usually lacks into one hosted service: a persistent Linux host with research software, a cloud browser, a LaTeX workbench and viewers for formats such as molecular structures and density maps. That makes it a quick way to hand off a literature survey, reanalysis or first draft and return to a folder of files rather than a chat reply. The questions to settle before relying on it are cost, since per-token credit metering on long or Cluster runs is hard to predict, and verification, because the polished manuscript format can hide wrong citations or weak analyses. It is a strong assistant for producing drafts and reproducible scripts that a researcher then checks, not a substitute for that review.
Who should use it
Researchers, graduate students and lab groups who regularly run literature surveys, reanalyses and manuscript drafts and want a hosted agent with a research toolchain, plus consultants and analysts who need sourced reports and are prepared to verify the results.
Who should skip it
Teams that need an API, self-hosting without an enterprise contract, or data kept away from Hong Kong infrastructure and US model providers; users on tight fixed budgets who cannot tolerate variable credit use; and anyone hoping to submit generated papers without careful checking and disclosure.
Strengths
- A ready research environment: cloud host, desktop, preinstalled tools and models with no setup
- Runs unattended for hours and keeps working after you disconnect
- Every search, command and file edit is visible on a replayable timeline
- LaTeX workbench and previews for many scientific file formats inside the task
- Can send heavy jobs to your own GPU servers over SSH or run tasks on your own computer
- Low entry price, with a Free plan and prepaid plans that never auto-renew
Weaknesses
- Generated papers, citations and analyses still need expert checking
- Per-token credit metering makes the cost of long or Cluster runs hard to predict
- No public API, and self-hosting only through Enterprise contracts
- Non-refundable payments and no plan downgrades
- Google-only sign-in and Hong Kong hosting may not fit every institution
ClawsGO Science pricing
Free
$0
- 1,500 one-time signup credits that never expire
- ClawsGO 1.5 Lithium model
- 2 parallel tasks, 2 CPU / 4 GiB cloud host, 10 GB disk, 256K context
Plus
$9.90
Billed monthly
- 30,000 credits every 30 days
- Adds ClawsGO 1.5 Silicon, Claude Sonnet 5.5 and GPT 6.1 Terra
- Delegate mode, 3 parallel tasks, 20 GB disk, 512K context
Pro
$29.90
Billed monthly
- 120,000 credits every 30 days
- Adds ClawsGO 1.5 Titanium, Claude Opus 5.5, GPT 6.1 Sol and GPT 6 Astra
- Cluster mode, 10 parallel tasks, 4 CPU / 8 GiB host, 50 GB disk, 1M context, credit packs
Max
$99.90
Billed monthly
- 500,000 credits every 30 days
- Unlimited team members, 20 parallel tasks
- 8 CPU / 16 GiB host, 100 GB disk, priority compute at peak hours
Ultra
$299.90
Billed monthly
- 2,000,000 credits every 30 days
- Adds Claude Fable 5.1
- 50 parallel tasks, 8 CPU / 16 GiB host, 200 GB disk
Business
$999
Billed monthly
- 5,000,000 credits a month and 100 parallel tasks
- 16 CPU / 32 GiB host with 500 GB disk, Claude Fable 5.1
- Contracts and bank transfer, sold through sales
Enterprise
From $2,999
Billed monthly
- Higher credit and parallelism caps, 1 TB disk
- Private deployment and SLAs
- Tailored by contract
Free tier limits: 1,500 one-time signup credits (plus 1,500 per activated referral), ClawsGO 1.5 Lithium only, 2 parallel tasks, 50 MB per uploaded file, no credit top-ups
Note: Plans are prepaid in US dollars by card through Stripe and never auto-renew; yearly billing is 40% off, and unused monthly credits on yearly plans roll into permanent credits. Usage is metered per token at each model's own input, output and cache rates (the credit docs value 3,000 credits at one US dollar, while plan allowances work out to about 3,000 credits per dollar on Plus rising to about 6,700 on Ultra); web search costs 5 credits and image generation 100 credits per image. The cloud host is included. Credit packs ($10 to $1,000, with volume and plan bonuses) are available on Pro and above. Payments are non-refundable except where the law requires, though credits used by tasks that fail through ClawsGO's fault are returned.
Technical specs
Context window
256K, 512K or 1M tokens selectable, depending on plan
Modalities
Text, Code, Image
Available models
Where ClawsGO Science excels
Overnight literature survey for a review article
A cloud-host task keeps searching, screening and drafting after you log off, and returns a screening log, evidence table, figures and a LaTeX draft that you can check against the sources.
Reanalysing published data for a methods check
The agent writes and runs the analysis code on its own host and keeps the scripts and figures in the project folder, so the result can be rerun and audited.
Running a GPU training job on lab hardware
With the lab server added as an SSH host, the agent can start the job, monitor it and sync results back, combining compute you already own with the hosted workspace.
ClawsGO Science vs. competitors
ClawsGO Science vs. OpenScience
OpenScience is an open-source research agent that runs on your own machine and files with your choice of model keys or local models, and dispatches jobs to Modal, SSH hosts or clusters. ClawsGO Science is a closed, hosted service that includes a cloud host, research software, models and a LaTeX workbench in a credit subscription. Choose OpenScience for control and self-hosting, ClawsGO for a ready environment with no setup.
ClawsGO Science vs. Manus
Manus is a general-purpose cloud agent for tasks such as research briefs, data collection and slide decks. ClawsGO Science uses a similar cloud-host model but is built around research work, with academic search, a LaTeX workbench, scientific file previews and SSH access to lab GPUs.
ClawsGO Science vs. Elicit
Elicit specializes in searching and screening scientific papers, extracting data into tables and producing cited research reports, with a dedicated systematic-review workflow. ClawsGO Science can also run literature reviews, but it executes code and analyses on its own host and drafts full manuscripts, so it covers more of the workflow while giving less structured screening and extraction tooling.
Frequently asked questions
What is ClawsGO Science?
ClawsGO Science is a cloud AI research agent from BitMiracle AI. You describe a research task, attach any material, and an agent works on its own cloud Linux host, searching academic sources and the web, reading papers, writing and running code, and drafting documents. It delivers files such as reports, datasets, figures and LaTeX manuscripts that you can preview and edit in the app.
How much does ClawsGO Science cost?
There is a Free plan with 1,500 one-time signup credits and the ClawsGO 1.5 Lithium model. Paid plans are Plus at $9.90, Pro at $29.90, Max at $99.90 and Ultra at $299.90 per month, or 40% less per month when paid yearly, and each grants a monthly credit allowance. Business ($999 a month) and Enterprise (from $2,999 a month) are sold through sales. Usage is metered per token at each model's rates, plans are prepaid and do not auto-renew, and payments are non-refundable except where the law requires.
Which AI models does ClawsGO Science use?
It offers BitMiracle's own ClawsGO 1.5 models (Lithium, Silicon and Titanium, built on open models and post-trained for its harness) plus Claude Sonnet 5.5, Claude Opus 5.5, Claude Fable 5.1, GPT 6.1 Terra, GPT 6.1 Sol and GPT 6 Astra. Which ones you can use depends on your plan, and you can set a different model for subagents.
How long can a ClawsGO task run?
A single run can last up to 24 hours on a cloud host and 72 hours on a local device. When a run times out, is interrupted or runs out of credits, you can click Continue (after topping up if needed) and the task picks up where it stopped. Cloud-host tasks keep running when you close the browser or shut down your computer.
Is my research data used for training?
According to ClawsGO's FAQ and privacy policy, your tasks, files and outputs are used only to run your tasks and are not used to train models, and your personal information is not sold. Each team gets a dedicated cloud host. Content is sent to the model provider powering each step, such as Anthropic or OpenAI, and the service is hosted on Alibaba Cloud servers in Hong Kong.
Can I submit papers written by ClawsGO Science?
You own the outputs and may publish them, but ClawsGO warns that outputs are AI-generated and may contain errors, so they must be verified before you publish or cite them. Its usage policy also prohibits passing off AI output as your own work where academic integrity rules apply, such as journals, degrees and exams, so check your journal's or institution's AI disclosure rules first.
Can ClawsGO use my own GPUs or computer?
Yes. You can add SSH servers to the agent's configuration so it can run heavy jobs on your lab or GPU machines and bring results back to the workspace. The macOS and Windows desktop app can also register your computer so tasks run there with access to local files, though those tasks stop when the computer is off.
ClawsGO Science vs OpenScience: what is the difference?
Both are research agents that read literature, run code and write up results. OpenScience is open source and runs on your own machine with your own model keys or local models, while ClawsGO Science is a closed, hosted service that supplies a cloud host, models and a LaTeX workbench for a credit-based subscription. OpenScience suits teams that want control and self-hosting; ClawsGO suits users who want a ready environment without setup.
Integrations & fit
Alternatives to consider
Synthetic Sciences
Computational scientists, ML researchers, and research engineers who want an open-source agent that runs analysis code and experiments on their own files and compute, with a full record of each step and their choice of model provider
Free
Manus
Professionals and teams who need AI to complete defined tasks end-to-end — research reports, data extraction, scheduled automation, presentations — rather than assist with each step manually
FreemiumElicit
Researchers, students, and R&D teams who need to process large volumes of scientific literature efficiently
FreemiumAbout ClawsGO Science
ClawsGO Science gives each team a dedicated cloud host (Ubuntu 24.04 with a graphical desktop and a preinstalled research toolchain) and an agent that searches academic sources and the open web, reads papers in a cloud browser, writes and runs code, and drafts documents while you are away. You describe the task in a sentence or two, attach material, and watch a timeline of every search, command and file edit, or close the laptop and return later; a cloud-host run continues after you disconnect, up to 24 hours per run, and can be resumed with Continue. Outputs land in a project folder with built-in previews for LaTeX (a side-by-side source and PDF workbench), Typst, Jupyter notebooks, Office files, and scientific formats such as sequence alignments, molecular structures, density maps and FITS arrays. Four modes trade cost against depth: Quick answers without tools, Solo runs one agent, Delegate has a main agent plan while subagents execute (Plus and above), and Cluster runs many subagents in parallel for large surveys (Pro and above). Models include BitMiracle's own ClawsGO 1.5 tiers (Lithium, Silicon, Titanium), built on open models and post-trained for its harness, plus Claude Sonnet 5.5, Claude Opus 5.5, Claude Fable 5.1, GPT 6.1 Terra, GPT 6.1 Sol and GPT 6 Astra on higher plans. Heavy jobs can go to your own servers: the agent reads and edits the host's SSH configuration to run work on a lab GPU machine, and a macOS and Windows desktop app lets tasks run on your own computer instead. Pricing is credit-based: a Free plan with 1,500 one-time signup credits, then prepaid Plus ($9.90), Pro ($29.90), Max ($99.90) and Ultra ($299.90) monthly plans that never auto-renew, with usage metered per token at each model's rates and the cloud host itself included. The company is BitMiracle Technology Limited, which operates from Hong Kong, runs on Alibaba Cloud servers in Hong Kong, and sends task content to Anthropic and OpenAI when you pick their models. The main tradeoffs: credit consumption is hard to predict for long or Cluster runs, there is no public API, sign-in is Google-only on the global edition, and every paper, citation and statistic it produces still needs expert checking before you rely on or submit it.
Updates from ClawsGO Science
ClawsGO Science launched on Product Hunt on November 1, 2026 and finished second on that day's leaderboard.
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