CoCalc

CoCalc is a web-based platform for collaborative computational work, providing persistent projects with files, notebooks, terminals, and integrated AI agents ^S1. It serves researchers, educators, and technical teams who need shared, reproducible environments for experiments, courses, and long-lived projects ^S1. Its main value is keeping work, context, and collaboration together in one durable workspace, avoiding dependence on a single laptop or chat window ^S1.

• Identity: CoCalc is a collaborative computational workspace with integrated AI agents ^S1.
• Core purpose: It solves the problem of technical work being trapped in isolated environments or chat contexts ^S1.
• Intended users: Individual researchers, collaborative groups, educators, and organizations with governance needs ^S1.
• Product scope: A web application with persistent projects, notebooks, terminals, and agent tools; also available as self-hosted CoCalc Star ^{S6 S13}.
• Positioning: CoCalc positions itself as an agent platform where agents work alongside teams in shared projects ^S1.
• Claimed distinction: It emphasizes persistent, shared, inspectable environments over API-managed sandboxes ^S25.

CoCalc helps people and teams build and use software with AI. Agents work in shared Linux projects with your files, notebooks, terminals, and collaborators. cocalc.ai: an estimated 267,212 total monthly visits and about 6,005 monthly organic visits across 748 ranking keywords. Scout crawled 15 pages and measured a technical health score of 98/100.

• Total traffic (modeled): 267,212 monthly visits across all channels.
• Organic search traffic (estimated): 6,005 monthly visits from search.
• Strongest sampled ranking: cocalc at position 1.
• Leading page in the collected evidence: https://cocalc.ai/features/sage.
• Closest measured organic competitor: jupyter.org, appearing 1 times in the sampled first-page SERPs.
• Technical crawl: 15 pages, health score 98/100.

Website intelligence — Collected evidence

Company identity and positioning

Total website traffic

Domain identity

Website capture

Top organic keywords

Independent Google result page

Query: cocalc

Website intelligence — Collected evidence

Prioritized website intelligence pages

Features

Pricing and plans

Integrations and supported platforms

No supporting public-page evidence was collected for this category.

Product and company updates

No supporting public-page evidence was collected for this category.

This analysis created the first position baseline at 2026-10-24T15:22:47.227Z. Movement appears after the next fresh analysis using the same location and language.

Sampled competitors

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

Backlink comparison profile

• Domain rating: 56/100
• Backlinks: 979,574
• Referring domains: 3,176
• Dofollow backlinks: 100.0%
• Dofollow referring domains: 77.0%

Collection decision

The Scout search index remains intentionally excluded from automatic Scout analysis. This Scout traffic model profile costs 5 credits (0.5 cents) and is included in the first comparison run so its usefulness can be judged before the recurring collection is finalized.

AI-assistant referral traffic

• Estimated current generative-AI referral share: 1.7%

Website intelligence — Collected evidence

Site-stated AI capabilities

These are first-party product claims, not independent measurements of AI-search visibility.

Website intelligence — Collected evidence

Website evidence gaps

• integrations: no usable public page was collected; verify whether the site publishes this evidence.
• customers: no usable public page was collected; verify whether the site publishes this evidence.
• reviews: no usable public page was collected; verify whether the site publishes this evidence.
• changes: no usable public page was collected; verify whether the site publishes this evidence.
• identity: no usable public page was collected; verify whether the site publishes this evidence.
• technical: no usable public page was collected; verify whether the site publishes this evidence.

Independent reviews

No citation-grounded independent review links were found.

Customer proof

No named customers, testimonials, or customer case studies were found.

Independent mentions

• Announcing: CoCalc+ --- early alpha version · sagemathinc/cocalc · Discussion #8651 · GitHub — AI support, which was a significant amount of work to add. To configure AI, click on the settings icon in the UPPER RIGHT, then click on "AI" and paste in a key and click ... . You might need to refresh your browser, but you'll get full AI integration for
• Build and Use Software with AI / CoCalc — # Build and use software with AI. Agents work in a shared project with your files, software, and collaborators. Open what they save, or take over the work yourself. - Codex and AI modelCode in one project - Collaborators see edits live - Restore earlier versions ... Use the integrated Codex agent or AI modelCode, or run other command-line agents in project terminals, all with the files, tools, and running services your collaborators already use. AI modelCode is an experimental preview on sites that
• CoCalc Features / CoCalc — CoCalc Features / CoCalc ... # Agents, software, and compute in one project. ... See what you can use in a CoCalc project: Codex agents, the CoCalc CLI, installed software, compute options, and tools such as Jupyter, LaTeX, R, Julia, and SageMath. - ## Work with agents ... Ask Codex, or AI modelCode (experimental preview) with your personal AI modelPro or Max subscription, to build or use software. What it makes stays in the project, where you can open the files and the terminal yourself. - ## Run
• sagemathinc/cocalc-ai — CoCalc Plus: a local, single-user CoCalc runtime - CoCalc Launchpad: a multi-user CoCalc with project hosts - CoCalc CLI: the operator and agent CLI used to drive projects, browsers, workspaces, and automation - `CoCalc Rocket
• Online Python Environment / CoCalc — Use Python online with Jupyter notebooks, scripts, terminals, and web apps. Select and verify the environment used by each tool; use compatible hosted GPU resources where available. ... , and VS Code. Choose an environment and available compute for your
• CoCalc by SageMath, Inc. — Keep the work behind the result within reach: source files, data, tools, compute, history, and collaborators. Inspect the details when you need to, continue where you left off, and build systems you can reuse
• Watch for events with sensors - Documentation / CoCalc — : CoCalc's own one-shot checks that an agent sets for itself (for example "wake me when the CI checks on this pull request ... or "run this build in a terminal and wake me when it exits"). They need no approval; they wake the agent once
• AI Assistant — CoCalc Manual documentation — CoCalc does NOT have any automatic/background communication with LLMs. Your code, requests ... and documents are sent to LLMs ONLY when you explicitly ask for it. Our ... your work to the chosen LLM, but you have full control over it and can preview what

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

Not found on the collected pages: uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

Not found in the collected public sources: public roadmap, changelog or release notes, status page, separate help center or knowledge base.

Scout — Bounded technical crawl

• Pages crawled: 15 of 15 maximum
• Technical health: 98/100
• Critical issues: 0
• Warnings: 3
• Notices: 6

Issues

Crawled pages

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

Modeled acquisition channels

First-party connections

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

The collected pages do not mention specific competitors by name. Evidence gaps include lack of customer testimonials, independent reviews, security certifications, uptime status, and release history. Pricing details for research allowances are not published. The comparison with agent sandboxes is generic and does not name specific products ^S25.

This report is based on 15 collected pages from cocalc.ai, including product, feature, and documentation pages, plus an authoritative pricing table. The collector used static and browser rendering rendering; external proof search was enabled but only one search was performed. Limitations: no third-party reviews or customer evidence were collected, and some pages may have been incomplete.

• Official Websitehttps://cocalc.ai/Verified
• Official Websitehttps://cocalc.ai/aboutVerified
• Official Websitehttps://cocalc.ai/featuresVerified
• Official Websitehttps://cocalc.ai/productsVerified
• Official Websitehttps://cocalc.ai/features/aiVerified
• Documentationhttps://cocalc.ai/docsVerified
• Pricing Pagehttps://cocalc.ai/pricingVerified
• Official Websitehttps://cocalc.ai/features/apiVerified
• Official Websitehttps://cocalc.ai/features/compareVerified
• Official Websitehttps://cocalc.ai/features/juliaVerified
• Official Websitehttps://cocalc.ai/features/jupyter-notebookVerified
• Official Websitehttps://cocalc.ai/features/latex-editorVerified
• Official Websitehttps://cocalc.ai/features/linuxVerified
• Official Websitehttps://cocalc.ai/features/octaveVerified
• Official Websitehttps://cocalc.ai/features/pythonVerified
• Articlehttps://github.com/sagemathinc/cocalc/discussions/8651Verified
• Articlehttps://github.com/sagemathinc/cocalc-aiVerified
• Articlehttps://linkedin.com/company/sagemath-inc.Verified
• Articlehttps://cocalc.ai/docs/ai/codex-automationVerified
• Articlehttps://doc.cocalc.com/ai.htmlVerified
• Articlehttps://doc.cocalc.com/getting-started.htmlVerified
• Articlehttps://github.com/sagemathinc/cocalc-ai/blob/main/docs/self-host.mdVerified