# OpenScience OpenScience is an open-source AI workbench for scientific research. Bring literature search, scientific databases, code, experiments, compute, and results into one workspace, with included models, external provider keys, subscriptions, and local model support. - Findings24: - Website: - Pricing: Freemium - Categories: Developer Tools ## What is OpenScience? OpenScience is an open-source workbench for agent-assisted scientific research. Its workspace combines literature, code, experiments, compute, and results so a research task can move from a question to sourced analysis and generated artifacts in one project. The product is designed to work with different model providers rather than tying the workflow to a single model. The research agent can search literature through OpenAlex and arXiv, read full-text papers, access scientific databases through 42 connectors, and use tools and compute while working. Its skill library contains 371 procedures across 18 categories, covering areas such as biology, chemistry, physics, machine learning, data analysis, and scientific writing. The site’s example workflow compares predicted protein-stability changes with ProTherm measurements, runs Python code, and produces a plot with its result location. ## What can OpenScience do? ### Model-agnostic workspace Use the models included with OpenScience, connect models from providers such as Claude, GPT, and Gemini, or continue using your own keys, subscriptions, and local models. ### Scientific literature and database access Search OpenAlex and arXiv, read papers, and use 42 connectors to scientific databases across six domains, including examples such as UniProt, PDB, ChEMBL, and PubChem. ### Research skill library The agent has access to an indexed library of 371 skills in 18 categories. It loads a skill’s full instructions when a task requires a particular research procedure. ### Code and compute execution Run work in long-lived Python and R kernels or a shell. Heavier jobs can be dispatched, with approval, to an SSH host, Slurm or PBS cluster, or Modal as durable jobs. ### Parallel specialist agents A lead agent can assign bounded tasks to seven workers, including an exploration worker and specialists for machine learning, biology, physics, chemistry, data, and general tasks. Worker reports include verification requirements. ### Ace managed model access Ace provides a reviewed roster of 21 models from providers including OpenAI, Anthropic, Google, and xAI, along with managed research search through one Wallet. Users can set a monthly cap and use Ace beside their own model routes. ## Use Cases ### Literature-grounded research Start with a scientific question, search relevant literature, read source papers, and use the resulting evidence in an analysis or report. ### Reproducible computational experiments Ask the agent to write and run Python or R code, inspect files, generate figures, and retain outputs such as a plotted image in the project workspace. ### Biomedical and life-science analysis Apply domain skills and database connectors to workflows involving biological structures, protein measurements, biomedical datasets, or related research data. ### Distributed research tasks Break a broad question into bounded literature, data, coding, or domain-specific tasks and run specialist workers in parallel. ### Lab or team infrastructure Send approved, compute-intensive jobs to a workstation, SSH host, Slurm or PBS cluster, or Modal while keeping the research task connected to its results. ## Frequently Asked Questions ### What is OpenScience? OpenScience is an open-source AI workbench and scientific research agent for reading papers, writing code, running experiments, accessing scientific data, and organizing results. ### Do I need a separate AI subscription? No. The site says free models are included, and users can also connect their own provider keys, subscriptions, or local models. ChatGPT Plus or Pro users can sign in with OpenAI to use an existing subscription. ### Can OpenScience run code and use remote compute? Yes. It supports Python and R kernels and a shell. Approved heavier jobs can be sent to an SSH host, Slurm or PBS cluster, or Modal as durable jobs. ### What is Ace? Ace is an optional managed service built into OpenScience. It offers a reviewed set of models and managed research search through one Wallet, with pay-per-request usage and an optional monthly spending cap. ### Is OpenScience limited to browser use? The site provides a browser workspace and also lists a download and CLI installation flow. The available material does not document the full platform differences or CLI capabilities. ## Quick Facts - **Category**: Open-source AI workbench for scientific research - **Primary workflow**: Literature, code, experiments, compute, and results in one workspace - **Scientific resources**: 371 skills and 42 database connectors - **Model approach**: Included models, external provider keys, subscriptions, local models, and optional Ace managed routes - **Compute environments**: Python, R, shell, SSH, Slurm, PBS, and Modal - **Product site**: openscience.sh