A measurement infrastructure built on VPN Gate's 192K volunteer-operated residential vantage points (3.5K ASes, 181 countries) detected I2P blocking events that were missed entirely by both OONI—which had no test data for four of the five affected countries—and ICLab—which had vantage points in only two of the five countries and obtained only intermittent connections there. Residential vantage points reveal filtering policies invisible from datacenter-hosted probes, with ISP-level granularity confirming partial national blocking (one of six Kuwaiti ASes, heterogeneous Chinese AS behavior) that aggregate measurements would miss.

China's GFW poisons DNS responses from major open resolvers (Google 8.8.8.8/8.8.4.4, Cloudflare 1.1.1.1/1.0.0.1, OpenDNS 208.67.222.222/220) for I2P domains, returning public IPs belonging to Facebook, SoftLayer, and other non-Chinese organizations. Blocking is non-uniform: AS9808 (Guangdong Mobile) appended a loopback 127.0.0.1 record alongside falsified IPs—a pattern not seen at other ASes—while the I2P mirror site remained accessible from most Chinese locations despite the homepage being blocked.

§5.1 detection

DNS injection from China's GFW leaked into South Korean networks: queries sent from Korean ASes (AS38676, AS9848) to open resolvers returned the same falsified IP addresses observed inside China, because geographic proximity caused transit routing through Chinese infrastructure. This demonstrates that the GFW censors both egress and ingress traffic, producing cross-border poisoning as a side effect. Sporadic rather than consistent injection at these ASes confirmed the leakage hypothesis rather than intentional Korean blocking.

§5.1 detection

Oman and Qatar deploy layered blocking: after a TCP handshake to geti2p.net completes normally, a TCP RST is injected immediately after the TLS ClientHello (SNI-based blocking), while HTTP connections to the mirror site receive injected packets redirecting to explicit national block pages. Kuwait applied only the HTTP mirror block, and only at one of six tested ASes (AS47589, Kuwait Telecommunication Company), with all other Kuwaiti networks leaving I2P fully accessible—illustrating significant ISP-level variation within a single country.

§5.2–5.3 detection

Over one month, 54K measurements from 1.7K ASes in 164 countries detected I2P blocking in exactly five countries: China (DNS poisoning of homepage and 3 of 10 reseed servers), Iran (TCP RST injection with HTTP 403 on mirror site), Oman and Qatar (SNI-based blocking of HTTPS homepage plus TCP injection with block-page redirect on HTTP mirror), and Kuwait (TCP injection on mirror site at AS47589 only). All other tested countries left I2P fully reachable.

§5, Table 2 evaluation

The largest single source of censored domains in the GNL is MESA lab's SNI monitoring dataset (E21-SNI-Top200w.txt) containing 57,362 censored domains, and E21-SNI-Top120W-20221020.txt with 36,467 domains—totaling over 93K domains from network tap data alone for a single country (E21 = Ethiopia per InterSecLab attribution). A separate Xinjiang dataset (XJ-CUCC-SNI-Top200w.txt) contains 13,604 domains. These datasets "do not seem to come from popular domain lists, and instead appear to be gathered from network taps," confirming that Geedge builds censorship target lists directly from passive traffic observation.

2026-sheffey-geedge §4.2, Table 3 dpisni-blockingmeasurement-platform

Of 6,915,266 domains extracted from the 572 GiB Geedge Networks Leak (GNL), 298,955 censored domains (93.7% of all GNL-censored domains) appear in neither Tranco top-1M nor CitizenLab test lists. Measurements across China (Guangzhou/Nanjing), Myanmar, Pakistan, and Algeria confirmed censorship via DNS injection and SNI-based TLS connection termination. The GNL covers 25–62% of Tranco-censored domains across countries, showing substantial but incomplete overlap. This vendor-side ground truth reveals a censorship surface roughly two orders of magnitude larger than curated academic test lists.

2026-sheffey-geedge §4.1, Table 2 dpisni-blockingdns-poisoningmeasurement-platform

CensorAlert aggregates censorship signals from heterogeneous open sources — including OONI, Cloudflare Radar, NetBlocks, GitHub Issues of circumvention tools (Hysteria, Xray), Net4People BBS, NTC Party forum, Mastodon, X, Telegram channels, and arXiv — normalizing each item into a common schema preserving timestamp, source, raw data, and provenance with a link to the original content.

2026-zohaib-extended §2 (Data Sources) measurement-platform

Systematic measurement platforms (OONI, Censored Planet, Cloudflare Radar, NetBlocks) have inherent blind spots due to geographic coverage and protocol-specific test constraints; critical censorship discoveries — including GFW fully-encrypted protocol blocking and regional Chinese censorship — were first surfaced by user reports on forums and GitHub issue pages of circumvention tools, not by automated measurement infrastructure.

2026-zohaib-extended §1 measurement-platformfully-encrypted-detect

CensorAlert generates text embeddings (OpenAI text-embedding-3-small) from each item's summary, title, and tags to cluster semantically similar reports within configurable time windows; near-duplicates such as reposts, copied headlines, and translations are collapsed into a single canonical post that preserves all original source URLs and metadata.

2026-zohaib-extended §2 (AI-based Scoring) measurement-platform

CensorAlert's LLM agent scores each ingested item 0–5 on five independent dimensions — credibility, novelty, impact, timeliness, and verifiability — then computes a normalized significance score (0–10) from these components; items are processed every two hours using OpenAI GPT-5 Thinking (hosted on Azure) constrained to return structured JSON output.

2026-zohaib-extended §2 (AI-based Scoring) measurement-platform