Data study · The open-source tooling around AI search
16.1% of New SEO Projects on GitHub Now Put AI in Their Name, Up From 3.3% in 2024
Of 16,680 new SEO repos in 2026, 2,687 name AI, LLMs, agents, MCP or AI search optimization. Those AI-related SEO repos took 65.6% of the stars new SEO repos earned this year.
Analysis of 42,200 original SEO repositories first seen Apr 2023 to Oct 2026 · GH Archive via BigQuery, October 2026
Key findings
- 1
16.1% of new SEO repos in 2026 (2,687 of 16,680) are AI-related, up from 9.4% in 2025, 3.3% in 2024 and 1.6% in 2023.
- 2
New SEO repos overall are growing too: 7,570 in 2024, 13,099 in 2025 and 16,680 in 2026 through October 20.
- 3
AI-related SEO repos first seen in 2026 collected 3,883 of the 5,918 stars new SEO repos earned (65.6%). In 2024 their share was 9.1%.
- 4
AI-related SEO repos are more likely to get noticed: in 2025, 9.1% earned a star against 5.7% of other SEO repos.
- 5
GEO, AEO and AI visibility tools are the biggest AI-related group in 2026, at 566 repos (21.1%), followed by SEO agents and automation at 546 (20.3%).
- 6
MCP servers for SEO went from zero in 2024 to 65 in 2025 and 220 in 2026.
Summary
Picture an agency owner who has used the same rank tracker and site crawler for ten years and opens GitHub to find a replacement. Half the new tools on the first page call themselves agents, GEO checkers or MCP servers. The SEO toolkit is being rebuilt around AI.
SEO tools have always been a busy corner of open source: crawlers, meta tag checkers, sitemap generators, rank trackers. We looked at every new GitHub repo with SEO in its name since April 2023 and checked how many also name AI.
In 2026, 16.1% of new SEO repos are AI-related, nearly five times the 2024 rate. They also take most of the attention: 65.6% of the stars new SEO repos earned in 2026 went to AI-related projects.
What we measured
We used GH Archive, the public log of GitHub events, in Google BigQuery. We kept repositories with SEO as a word or prefix in their name (excluding words such as Seoul), removed probable forks, and used each repo's first recorded event as its creation date. We started in April 2023 to avoid counting old repos that first showed activity in early 2023.
We flagged a repo as AI-related when its name also contains AI, LLM, GPT, RAG, agent, MCP, a major AI model or company name, or GEO, AEO or AI visibility terms. We compared shares, recorded stars and how many repos were updated in three or more months.
AI-related SEO repos went from rare to one in six
Share of new SEO repos with AI-related names, by half year.
Share (%)
| Period | New SEO repos | AI-related | Share (%) |
|---|---|---|---|
| 2023 Q2 | 1,603 | 31 | 1.9 |
| 2023 H2 | 3,248 | 49 | 1.5 |
| 2024 H1 | 3,299 | 86 | 2.6 |
| 2024 H2 | 4,271 | 165 | 3.9 |
| 2025 H1 | 5,778 | 464 | 8 |
| 2025 H2 | 7,321 | 773 | 10.6 |
| 2026 H1 | 12,205 | 1,992 | 16.3 |
| 2026 H2 (to Oct 20) | 4,475 | 695 | 15.5 |
Source: aisearchoptimization.net analysis of 42,200 original SEO repositories first seen Apr 2023 to Oct 2026 · GH Archive via BigQuery, October 2026
The share rose in almost every half year, from 2.6% in early 2024 to 16.3% in early 2026. Meanwhile the number of new SEO repos more than doubled, from 7,570 in 2024 to 16,680 in 2026 through October 20.
AI-related SEO tools take most of the attention
Recorded stars and activity by the year a repo first appeared.
| Year first seen | AI-related repos | AI-related stars | Other repos | Other stars | AI-related share of stars | AI-related starred | Other starred |
|---|---|---|---|---|---|---|---|
| 2023 (Apr to Dec) | 80 | 275 | 4,771 | 3,763 | 6.8% | 20.0% | 14.8% |
| 2024 | 251 | 366 | 7,319 | 3,661 | 9.1% | 17.5% | 10.1% |
| 2025 | 1,237 | 875 | 11,862 | 1,873 | 31.8% | 9.1% | 5.7% |
| 2026 (to Oct 20) | 2,687 | 3,883 | 13,993 | 2,035 | 65.6% | 5.5% | 2.4% |
Source: aisearchoptimization.net analysis of 42,200 original SEO repositories first seen Apr 2023 to Oct 2026 · GH Archive via BigQuery, October 2026
In every year, AI-related SEO repos were more likely to earn a star than other SEO repos. The 2026 share is driven by a few popular AI SEO toolkits, so treat it as a sign of where attention is going, not a measure of quality.
GEO checkers and SEO agents lead the AI wave
We grouped the 2,687 AI-related SEO repos first seen in 2026 by keywords in their names.
Repos
| Type | Repos | Share (%) |
|---|---|---|
| GEO, AEO or AI visibility | 566 | 21.1 |
| Agent or automation | 546 | 20.3 |
| MCP server | 220 | 8.2 |
| Content writer or generator | 202 | 7.5 |
| Audit or analyzer | 109 | 4.1 |
| Keyword, rank or SERP tool | 89 | 3.3 |
| Other | 955 | 35.5 |
Source: aisearchoptimization.net analysis of 42,200 original SEO repositories first seen Apr 2023 to Oct 2026 · GH Archive via BigQuery, October 2026
Classic SEO jobs such as keyword research and audits are a small part of the AI-related wave. The two biggest groups, about two in five projects together, either measure AI search visibility or try to automate SEO work end to end with agents.
What this means
The tools SEO providers use are changing fast. More of them now check how a site appears in AI answers, not just where it ranks on Google. If your SEO reports still only show keyword positions, you are missing part of the picture. Reporting on AI search optimization should show which AI answers mention you, for which questions.
Ask your provider how they track whether ChatGPT, Gemini and Google's AI features mention your business. If you want a quick baseline first, our free AI visibility audit shows where you appear in AI answers today, which makes it easier to judge any LLM optimization your provider proposes.
Limits
We matched repo names only. SEO tools without SEO in their name, and AI features not mentioned in the name, are missed.
GH Archive recorded far fewer star events in 2026 and had collection gaps in October 2025 and August to October 2026. Star figures for 2026 are understated and come mostly from a few popular repos.
Two AI SEO toolkits account for most of the 2026 AI-related star total, so the 65.6% share reflects concentrated attention.
First seen is the first recorded public event. Fork removal is a name-based heuristic.
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Cite this study
APA
Grenyo, K. (2026). 16.1% of New SEO Repos on GitHub Now Mention AI. AI Search Optimization. https://aisearchoptimization.net/resources/data-studies/seo-github-repos-mentioning-ai
Plain link
16.1% of New SEO Repos on GitHub Now Mention AI - AI Search Optimization - https://aisearchoptimization.net/resources/data-studies/seo-github-repos-mentioning-ai
Frequently asked questions
How many new SEO repos mention AI?
In 2026 through October 20, 2,687 of 16,680 new SEO repos (16.1%) had AI-related names. In 2024 the share was 3.3%.
Are AI SEO tools more popular than classic SEO tools on GitHub?
In 2026, AI-related SEO repos collected 65.6% of the stars earned by new SEO repos, though they were 16.1% of repos. In 2025, 9.1% of them earned a star against 5.7% of other SEO repos.
What kinds of AI SEO tools are being built?
In 2026, 21.1% are GEO, AEO or AI visibility tools and 20.3% are agents or automation. MCP servers make up 8.2%, and content writers 7.5%.
Is the number of SEO repos growing?
Yes. New SEO repos rose from 7,570 in 2024 to 13,099 in 2025, and 2026 had 16,680 by October 20.
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