Runcell is an AI agent for Jupyter notebooks that automates writing Python code, executing cells, debugging, and explaining data analysis results in real time.
Runcell’s organic search traffic went from 129.7K to 154.4K visits in one month, mostly from the non-brand terms below. In the same window, Runcell’s Sitemap added 7 pages, mostly under /skills. The timing overlaps — worth a closer look.
Monthly visit estimates · 2026-04 — 2026-09 · DR 25, flat
Sep 2026
190.8K↑ 7.9%
Monthly visits split by channel share: Runcell added 14K visits from Aug to Sep, with organic search contributing 100%.
| Channel | Jun | Jul | Aug | Sep |
|---|---|---|---|---|
| Total | 159.2K | 170K | 176.9K | 190.8K |
| Organic search | 127.1K | 121.6K | 129.7K | 154.4K |
| Direct | 19.4K | 30.1K | 29.8K | 23.5K |
| Referrals | 7.4K | 11.4K | 9.8K | 7.4K |
| Organic social | 1.9K | 4.1K | 2.9K | 2.4K |
| — | — | 998 | 1.6K | |
| Paid search | 0 | 1.1K | 0 | 697 |
| Paid social | 0 | 0 | 0 | 0 |
| Display ads | 801 | 259 | — | — |
| Channel | Change barAug → Sep | Change | Share of change | Current share |
|---|---|---|---|---|
| Organic search | +24.7K | 177% | 80.9% ↑7.6pp | |
| Paid search | +697 | 5% | 0.4% ↑0.4pp | |
| +593 | 4.2% | 0.8% ↑0.3pp | ||
| 4 other channels | −9.2K | -66% | 17.4% ↓6.6pp |
Runcell’s acquisition moves across pages, search terms and AI referrals, each with its data source.
Pages listed in the Sitemap grew 10.9% over 2 days, from 64 listed URLs to 71 listed URLs.
/skills+1/skills/academic-research+1Borrow: Generate pages of this kind from data you already have (see /skills) to capture long-tail search.
Non-brand terms are traffic anyone can compete for; higher CPC means higher commercial value.
| Keyword | Traffic | CPC | Rank |
|---|---|---|---|
| ipynb to pdfNon-brand | 7.4K | $3.76 | 1 |
| ipynb to htmlNon-brand | 2.3K | $5.28 | 2 |
| ipynb to html converterNon-brand | 1.4K | $6.63 | 3 |
| true size ofNon-brand | 1.1K | — | 4 |
| true size of countriesNon-brand | 900 | $0.37 | 5 |
Borrow: Most of its search traffic comes from non-brand terms (e.g. “ipynb to pdf”, “ipynb to html”). Find the needs your product also serves and capture them with tool or landing pages.
0 visits from AI assistants (previous month 836), 0% of all traffic.
Borrow: No need to follow yet; watch whether it scales next month.
Above is what we observe automatically. The reconstruction starts from these moments, searches launches, community threads, directory listings and backlinks from the same period, fills in what Runcell did at each step, and gives you a sequence to follow.
New backlinks discovered for Runcell
Observed · BacklinksRuncell's public Sitemap now lists 7 more URLs
Observed · SitemapWhere it launched and who discussed it
Product Hunt, Reddit, X, directoriesWhich channels produced new backlinks
Ordered by first seenA launch sequence you can follow
Exportable action listSep 2026 · Agent Types
| Product | Monthly visits | DR | MoM |
|---|---|---|---|
| RuncellThis product | 190.8K | 25 | +7.9% |
| Sider AISame market | 3M | 72 | -3.1% |
| HIX AISame market | 849.2K | 73 | -6.1% |
| TapNowSame market | 598.6K | 44 | -19.9% |
Each product uses its latest observed month; different months are not a same-period ranking.
Know the next time Runcell ships pages in bulk
We diff its Sitemap, backlinks and traffic daily and alert you only on real changes.
Method: visits and channel shares are third-party monthly estimates; channel change = monthly visits × channel share, month over month; site actions and traffic are shown by timing only, not as cause and effect.
