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Developers ask AI: How do I expose localhost to the internet?

Representative prompt — one of many ways developers ask this question

ngrok, Cloudflare Tunnel, and Tailscale hold the top three spots, unchanged from last month.

The biggest mover is frp (Fast Reverse Proxy), jumping 7 spots from #27 to #20. Tunnelmole had the steepest drop, falling 6 positions from #12 to #18.

Updated October 2026 Compared to September 2026

Rank Ordered by prominence across all models, compared to September 2026. Product Company or product name that appeared in model responses for this category. Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility.
1 — 100
Gemini OpenAI Claude
2 —
Cloudflare
90
Gemini OpenAI Claude
3 — 85
Gemini OpenAI Claude
4 —
Databerry GmbH
77
Gemini OpenAI Claude
5 — 74
Gemini OpenAI Claude
6 ▲2
Beyond Code
65
Gemini OpenAI Claude
7 ▼1
Microsoft
62
Gemini OpenAI Claude
8 ▲3
OpenFaaS Ltd
62
Gemini OpenAI Claude
9 — 56
Gemini OpenAI Claude
10 ▼3 56
Gemini OpenAI Claude
ALSO RANKED
11 ▲6 55
Gemini OpenAI Claude
12 ▼2
NetFoundry
50
Gemini OpenAI Claude
13 — 50
Gemini OpenAI Claude
14 ▲6
Microsoft
47
Gemini OpenAI Claude
15 — 44
Gemini OpenAI Claude
16 ▼2
Loophole Labs
43
Gemini OpenAI Claude
17 ▼1 41
Gemini OpenAI Claude
18 ▼6 41
Gemini OpenAI Claude
19 ▼1 32
Gemini OpenAI Claude
20 ▲7 16
Gemini OpenAI Claude
21 13
Gemini OpenAI Claude
22 ▲2 12
Gemini OpenAI Claude
23 ⭐ 11
Gemini OpenAI Claude

Also tracked

Remote.It, Tunnelto, playit.gg, Twingate

These products appeared in at least one model response but did not meet the threshold to rank. This is not a comprehensive list. Many factors influence whether a product appears in AI-generated results. Rankings reflect AI model behavior at time of testing. Appearance or absence does not constitute an endorsement or evaluation by LLM Rank.

These rankings reflect a snapshot from October 2026 compared to September 2026. Model updates between snapshots: OpenAI (GPT-5.6 → GPT-6.1); Anthropic (Claude Opus 5 → Claude Opus 5.5). See the full changelog →

Top 10 over time

October 2026

How standings changed across April 2026 → May 2026 → June 2026 → July 2026 → August 2026 → September 2026 → October 2026. Hover a point or product name for details.

Dashed lines = months outside the top 10.

The top Tunneling tools, according to…

October 2026 · top 5 per model
Gemini
Gemini Gemini 3.1
  1. 1
    ngrok 100
    pos 1.0 · vis 100%
  2. 2
    pos 2.0 · vis 100%
  3. 3
    pos 3.0 · vis 100%
  4. 4
    Pinggy 80
    pos 4.3 · vis 100%
  5. 5
    Inlets 75
    pos 6.4 · vis 100%
OpenAI
OpenAI GPT-6.1
  1. 1
    ngrok 100
    pos 1.0 · vis 100%
  2. 2
    pos 2.0 · vis 100%
  3. 3
    pos 3.0 · vis 100%
  4. 4
    Pinggy 76
    pos 6.0 · vis 100%
  5. 5
    Expose 73
    pos 7.4 · vis 100%
Claude
Claude Claude Opus 5.5
  1. 1
    ngrok 100
    pos 1.0 · vis 100%
  2. 2
    pos 2.0 · vis 100%
  3. 3
    pos 3.0 · vis 100%
  4. 4
    pos 4.0 · vis 100%
  5. 5
    pos 5.0 · vis 100%

Tunneling developers also ask about…

What are the best open-source tunneling tools? Representative prompt — one of several specialized views within Tunneling

Rankings for a specialized prompt within Tunneling.

Updated October 2026

Rank Ordered by prominence across all models. Product Company or product name that appeared in model responses for this category. Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility.
1
Cloudflare
86
Gemini OpenAI Claude
2 79
Gemini OpenAI Claude
3
frp 20
72
Gemini OpenAI Claude
4 72
Gemini OpenAI Claude
5 61
Gemini OpenAI Claude
6
NetBird NR
61
Gemini OpenAI Claude
7
Zrok 12
NetFoundry
58
Gemini OpenAI Claude
8
OpenVPN NR
OpenVPN Inc.
53
Gemini OpenAI Claude
9
rathole NR
52
Gemini OpenAI Claude
10 52
Gemini OpenAI Claude

Full report & dataset

Need to work with this data?

Complete per-model results and every individual model run in a spreadsheet, a PDF for citing with a written read on what moved.

In the October 2026 export

  • 66 ranked products
  • 3 models ranked in full
  • 120 runs, with verbatim replies
  • 3 prompt variants scored

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