Symbolic and Numerical Computation System
Maxima (sourceforge.io) scores 68 out of 100 on Brand Analyzer, placing it in the Developing tier among Technology brands, Education brands, SaaS brands, in the 18th percentile of 35718 Technology brands.
Maxima is a free, open-source computer algebra system used for symbolic and numerical manipulation of mathematical expressions. Originating in 1982, it provides capabilities such as differentiation, integration, equation solving, matrix operations, and graphing. Maxima serves as a community-driven alternative to commercial computer algebra software, targeting mathematicians, scientists, engineers, educators, and students who need reliable computational tools without licensing costs.
| Brand Name | Maxima |
|---|---|
| Domain | sourceforge.io |
| Industry | Technology, Education |
| Founded | 1982 |
| Main Competitors | Mathematica (97/100), MATLAB (91/100), Maple (87/100), SageMath (77/100), SymPy, GNU Octave (82/100), MathCad (77/100) |
Moz Domain Authority 92/100 vs category average 40 / leader 100 - a strong backlink profile, so AI systems frequently encounter mentions of the brand.
Maxima appears on Wikipedia but without a dedicated company entity, so AI models can confuse it with similarly named subjects.
The homepage meta description reads "Maxima A Computer Algebra System" (Meta description: 5 words. OG description present but brief) - this is the summary AI engines are most likely to quote.
Structured data on the homepage: og:title, og:description. Adding Organization and FAQ schema would further help AI crawlers parse the brand's identity.
AI-crawler access: No robots.txt found (default: all bots allowed, but explicit file preferred) - robots.txt controls whether engines like GPTBot and ClaudeBot can read the site at all.
Detected tech stack: Cloudflare.
Social footprint: verified profiles on Facebook, Instagram; no detected presence on X (Twitter), LinkedIn, YouTube, GitHub - consistent profiles reinforce the brand's identity across the web.
0 Reddit mentions - community discussion signals real-world reputation to AI models.
Live results from asking a general-purpose AI assistant about the brand, checked August 2026.
When asked "What is SourceForge?", Claude could identify the brand as of August 2026. SourceForge is a web-based platform for hosting, comparing, and distributing open-source and other software projects, and it also runs a software review and comparison site. Note that its actual well-known domain is sourceforge.net, so sourceforge.io is unusual and may not be the Best known for Being one of the earliest and largest repositories for open-source software downloads.
When asked "Best brands similar to SourceForge?", Claude would recommend Maxima as of August 2026. It's a long-standing, widely recognized name in software hosting and comparison, so I'd mention it if discussing similar platforms, though I'd flag the domain discrepancy.
Common questions people ask in Google, ChatGPT, Claude, Gemini, Perplexity, and other AI search engines.
Maxima's main competitors in Technology: Mathematica (97/100), MATLAB (91/100), Maple (87/100), SageMath (77/100), GNU Octave (82/100).
Sources: Brand Analyzer scan
Maxima offers a single core product: a computer algebra system that enables symbolic and numerical manipulation of mathematical expressions, along with graphical plotting capabilities. It supports operations such as algebraic simplification, calculus, equation solving, matrix computation, and visualization of mathematical functions, all provided as free, open-source software.
Sources: Maxima official site
Maxima is a free, open-source computer algebra system (CAS) designed for symbolic and numerical manipulation of mathematical expressions. It originated in 1982 and has been developed and maintained by a community of contributors since then. Maxima can perform tasks such as differentiation, integration, solving equations, matrix operations, and generating graphical plots of mathematical functions.
Sources: Maxima official site
Maxima has limited AI-search visibility, scoring 41/100 on Brand Analyzer's AI visibility composite (visibility 35, trust 44, recommendation 48). This estimates how likely AI engines like ChatGPT, Claude, Gemini and Perplexity are to know, trust, and recommend the brand.
Sources: Maxima official site
Maxima was founded in 1982. Maxima operates in the Technology category. It is analyzed by Brand Analyzer across seven brand dimensions and AI-search visibility.
Sources: Wikidata
Maxima performs symbolic, numerical, and graphical computations for mathematical expressions. This includes algebraic manipulation, calculus operations like differentiation and integration, solving systems of equations, working with matrices and polynomials, and producing visual plots of functions. As a computer algebra system, it allows users to manipulate mathematical expressions exactly, rather than through decimal approximations alone.
Sources: Maxima official site
Maxima scores 48/100 on Brand Analyzer's AI recommendation signal, indicating it is less likely to be surfaced when AI assistants like ChatGPT suggest Technology options. Recommendation depends on crawlability, structured data, and category authority; a Wikipedia presence helps.
Sources: Maxima official site
Maxima can improve AI discoverability by strengthening structured data (Organization and FAQ schema), maintaining an accurate Wikipedia/Wikidata entity, earning authoritative citations, and keeping content crawlable for AI bots. Brand Analyzer measures these as visibility, trust, and recommendation signals.
Sources: Maxima official site
Maxima is used by mathematicians, scientists, engineers, educators, and students who require a free tool for symbolic and numerical computation. It serves academic and research purposes, as well as educational settings where cost-free access to advanced mathematical computation tools is valuable.
Sources: Maxima official site
Maxima is known for being a free, open-source computer algebra system that offers capabilities comparable to commercial alternatives like Mathematica or Maple. It is particularly recognized for its long history, dating back to 1982, and its community-driven development model, which has kept it freely available and continuously updated for symbolic and numerical mathematics.
Sources: Maxima official site
Maxima is popular because it provides a free, open-source alternative to costly commercial computer algebra systems while offering robust symbolic, numerical, and graphical computation capabilities. Its long-standing presence since 1982 and community-driven development have helped it remain a trusted tool among mathematicians, scientists, engineers, educators, and students who need accessible mathematical computation tools.
Sources: Maxima official site
Maxima scores 41/100 for AI visibility - how well ChatGPT, Claude, Perplexity and Google AI Overviews can discover, identify and cite the brand.
Maxima has a limited AI-visibility profile at 41/100 - a proxy for how readily ChatGPT, Perplexity and Google's AI Overviews can recognise and cite it. Its strongest area is recommendation likelihood (48/100) and its weakest is visibility (35/100). It benefits from a Wikidata knowledge-graph entry, a Moz Domain Authority of 92/100 and open access for AI crawlers (GPTBot, ClaudeBot, etc.). The main gaps holding it back: no clear Wikipedia entity to anchor it in LLM training data, thin schema.org structured data and no llms.txt to steer AI to its best pages. In a live check, Claude could already identify Maxima from memory (August 2026) - a sign these signals are paying off.
The score combines seven dimensions - name quality, digital presence, visual identity, messaging clarity, trust foundation, AI discoverability, and brand authority - into a single objective benchmark.
68 in September 2026, down from 83 in August 2026.
Ranked closest to Maxima: Sophia Consulting (68/100), Soocel (68/100), Source Photonics (68/100), SparkBeyond (68/100).
A step up - brands to learn from: Zocket (71/100), Zhangyue (71/100).
Category leader: Hostinger (97/100).
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