diff --git a/.gitignore b/.gitignore
index c574fc3a..8ead72d8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,6 +5,7 @@ __pycache__/
 *.log*
 *.json
 !config/*.json
+!crates/radar_gif/assets/**/*.json
 cached_*
 cache/
 GEMINI.md
@@ -13,6 +14,7 @@ CLAUDE.md
 .pytest_cache/
 .coverage
 progress.md
+.wiki/
 target/
 bot_state.db
 dist/*.whl
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 32f870e2..69e71270 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,18 @@ All notable changes to this project will be documented in this file.
 
 ## [Unreleased]
 
+### Added
+- **Sounding AI Summary Threads**: Autoposted sounding AI summaries now create a dedicated discussion thread attached to the sounding plot message instead of posting as an inline reply (#612, #614). The thread is named `Sounding: {station} — {time}` and auto-archives after 24h. Falls back gracefully to inline reply when thread creation is unavailable. Applies to all RAOB and ACARS autopost paths (high-risk monitoring, special soundings, watch-triggered, and standard synoptic-time posts).
+- **MD AI Summary Threads**: Mesoscale Discussion AI summaries now create a thread named `MD #{num}` on the MD message instead of posting a standalone message in the channel (#613, #614). The AI Analysis button detects the thread and posts inside it with an ephemeral link to the user. Falls back to channel posting when thread creation fails.
+- **Thread Cache Fallback (`_resolve_message_thread`)**: Button handlers for outlook, sounding, and MD summaries now use a shared helper that checks `message.thread` (cached property) first, then falls back to `message.fetch_thread()` from the API (#614). This handles edge cases where Discord hasn't populated the thread cache, preventing spurious channel fallback.
+- **NEXRAD Radar Loops (`/radar` command)**: New `radar_gif` Rust crate fetches NEXRAD Level II volumes from the public AWS S3 archive, decodes them using BowEcho's `nexrad_io` and `render2d` crates, and outputs animated GIFs. The `/radar` slash command accepts site ID (e.g. KTLX), product (reflectivity/velocity/spectrum width/ZDR/CC/KDP/PHIDP), frame count, and a zoom level. The render2d dependency renders publication-quality polar radar images with proper color tables and range-folding handling, including state/county outlines and city labels.
+- **Radar Zoom Control**: The `/radar` command now exposes a `zoom` option — Storm-Scale (~75km), Regional (~150km, default), Wide (~300km), or Full Range (~460km) — using `render2d`'s viewport rendering API to display any of those ranges at full resolution instead of a fixed full-range disk. Storm-scale zoom makes mesocyclone couplets and tornadic debris signatures actually resolvable.
+- **Mesocyclone/TVS Rotation Detection**: `/radar` now runs BowEcho's operational rotation-detection algorithm (Stumpf/Mitchell) on every frame by default, overlaying color-coded markers (weak circulation through TVS) with Vrot labels, and reporting the loop's peak Vrot/ΔV (with timestamp) in the embed even when the strongest rotation occurred on an earlier frame than the most recent one.
+- **PTDS (Probability of Tornadic Debris Signature)**: New `/radar` product choice combining reflectivity, correlation coefficient, and differential reflectivity into a single 0–100% debris-signature confidence score, rendered with a dedicated probability color scale. Score is also sampled at each scan's strongest detected couplet and reported scan-by-scan in the embed. PTDS is explicitly experimental — the embed carries a visible disclaimer and a low score should not be read as ruling out a tornado.
+
+### Fixed
+- **Missing `beautifulsoup4` Dependency**: `sounderpy`'s ACARS data module imports `bs4` directly but never declares it as a dependency, and the package was only ever present transitively. Pinned `beautifulsoup4` explicitly in `requirements.txt` so a fresh install (e.g. a rebuilt CI image) doesn't break every sounding-related test with `ModuleNotFoundError`.
+
 ## [5.41.0] - 2026-07-19
 
 ### Added
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
new file mode 100644
index 00000000..e4c758ef
--- /dev/null
+++ b/CODE_OF_CONDUCT.md
@@ -0,0 +1,86 @@
+# Contributor Covenant Code of Conduct
+
+## Our Pledge
+
+We as members, contributors, and leaders pledge to make participation in our
+community a harassment-free experience for everyone, regardless of age, body
+size, visible or invisible disability, ethnicity, sex characteristics, gender
+identity and expression, level of experience, education, socio-economic status,
+nationality, personal appearance, race, religion, or sexual identity
+and orientation.
+
+We pledge to act and interact in ways that contribute to an open, welcoming,
+diverse, inclusive, and healthy community.
+
+## Our Standards
+
+Examples of behavior that contributes to a positive environment for our
+community include:
+
+* Demonstrating empathy and kindness toward other people
+* Being respectful of differing opinions, viewpoints, and experiences
+* Giving and gracefully accepting constructive feedback
+* Accepting responsibility and apologizing to those affected by our mistakes,
+  and learning from the experience
+* Focusing on what is best not just for us as individuals, but for the
+  overall community
+
+Examples of unacceptable behavior include:
+
+* The use of sexualized language or imagery, and sexual attention or
+  advances of any kind
+* Trolling, insulting or derogatory comments, and personal or political attacks
+* Public or private harassment
+* Publishing others' private information, such as a physical or email
+  address, without their explicit permission
+* Other conduct which could reasonably be considered inappropriate in a
+  professional setting
+
+## Enforcement Responsibilities
+
+Community leaders are responsible for clarifying and enforcing our standards of
+acceptable behavior and will take appropriate and fair corrective action in
+response to any behavior that they deem inappropriate, threatening, offensive,
+or harmful.
+
+Community leaders have the right and responsibility to remove, edit, or reject
+comments, commits, code, wiki edits, issues, and other contributions that are
+not aligned to this Code of Conduct, and will communicate reasons for moderation
+decisions when appropriate.
+
+## Scope
+
+This Code of Conduct applies within all community spaces, and also applies when
+an individual is officially representing the community in public spaces.
+Examples of representing our community include using an official e-mail address,
+posting via an official social media account, or acting as an appointed
+representative at an online or offline event.
+
+## Enforcement
+
+Instances of abusive, harassing, or otherwise unacceptable behavior may be
+reported to the community leaders responsible for enforcement by contacting 
+the project owner at customdiscordsolutions@gmx.com.
+All complaints will be reviewed and investigated promptly and fairly.
+
+All community leaders are obligated to respect the privacy and security of the
+reporter of any incident.
+
+## Attribution
+
+This Code of Conduct is adapted from the [Contributor Covenant][homepage],
+version 2.1, available at
+[https://www.contributor-covenant.org/version/2/1/code_of_conduct.html][v2.1].
+
+Community Impact Guidelines were inspired by
+[Mozilla's code of conduct enforcement ladder][Mozilla CoC].
+
+For answers to common questions about this code of conduct, see the FAQ at
+[https://www.contributor-covenant.org/faq][FAQ]. Translations are available
+at [https://www.contributor-covenant.org/translations][translations].
+
+[homepage]: https://www.contributor-covenant.org
+[v2.1]: https://www.contributor-covenant.org/version/2/1/code_of_conduct.html
+[Mozilla CoC]: https://github.com/mozilla/diversity
+[FAQ]: https://www.contributor-covenant.org/faq
+[translations]: https://www.contributor-covenant.org/translations
diff --git a/CREDITS.md b/CREDITS.md
index d3a17c00..773d3c00 100644
--- a/CREDITS.md
+++ b/CREDITS.md
@@ -27,6 +27,18 @@ dependency via pip.
 
 ---
 
+## BowEcho
+
+NEXRAD radar decoding and rendering for `/radar` uses several crates from
+[BowEcho](https://github.com/FahrenheitResearch/bowecho) by
+[Fahrenheit Research](https://github.com/FahrenheitResearch), used under the
+MIT License.
+
+No modifications were made to the BowEcho source. It is used as a dependency
+via Cargo (git).
+
+---
+
 ## Data Sources & Acknowledgements
 
 This project relies heavily on the incredible data and services provided by the meteorological community:
diff --git a/Cargo.lock b/Cargo.lock
index f4ffdf3f..bd5b7d6b 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -2,6 +2,28 @@
 # It is not intended for manual editing.
 version = 4
 
+[[package]]
+name = "ab_glyph"
+version = "0.2.32"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "01c0457472c38ea5bd1c3b5ada5e368271cb550be7a4ca4a0b4634e9913f6cc2"
+dependencies = [
+ "ab_glyph_rasterizer",
+ "owned_ttf_parser",
+]
+
+[[package]]
+name = "ab_glyph_rasterizer"
+version = "0.1.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "366ffbaa4442f4684d91e2cd7c5ea7c4ed8add41959a31447066e279e432b618"
+
+[[package]]
+name = "adler2"
+version = "2.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "320119579fcad9c21884f5c4861d16174d0e06250625266f50fe6898340abefa"
+
 [[package]]
 name = "aho-corasick"
 version = "1.1.4"
@@ -11,6 +33,24 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "aligned"
+version = "0.4.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ee4508988c62edf04abd8d92897fca0c2995d907ce1dfeaf369dac3716a40685"
+dependencies = [
+ "as-slice",
+]
+
+[[package]]
+name = "aligned-vec"
+version = "0.6.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dc890384c8602f339876ded803c97ad529f3842aba97f6392b3dba0dd171769b"
+dependencies = [
+ "equator",
+]
+
 [[package]]
 name = "allocator-api2"
 version = "0.2.21"
@@ -26,6 +66,56 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "anstream"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "824a212faf96e9acacdbd09febd34438f8f711fb84e09a8916013cd7815ca28d"
+dependencies = [
+ "anstyle",
+ "anstyle-parse",
+ "anstyle-query",
+ "anstyle-wincon",
+ "colorchoice",
+ "is_terminal_polyfill",
+ "utf8parse",
+]
+
+[[package]]
+name = "anstyle"
+version = "1.0.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "940b3a0ca603d1eade50a4846a2afffd5ef57a9feac2c0e2ec2e14f9ead76000"
+
+[[package]]
+name = "anstyle-parse"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "52ce7f38b242319f7cabaa6813055467063ecdc9d355bbb4ce0c68908cd8130e"
+dependencies = [
+ "utf8parse",
+]
+
+[[package]]
+name = "anstyle-query"
+version = "1.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "40c48f72fd53cd289104fc64099abca73db4166ad86ea0b4341abe65af83dadc"
+dependencies = [
+ "windows-sys 0.61.2",
+]
+
+[[package]]
+name = "anstyle-wincon"
+version = "3.0.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "291e6a250ff86cd4a820112fb8898808a366d8f9f58ce16d1f538353ad55747d"
+dependencies = [
+ "anstyle",
+ "once_cell_polyfill",
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "anyhow"
 version = "1.0.102"
@@ -41,6 +131,38 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "arbitrary"
+version = "1.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c3d036a3c4ab069c7b410a2ce876bd74808d2d0888a82667669f8e783a898bf1"
+
+[[package]]
+name = "arg_enum_proc_macro"
+version = "0.3.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0ae92a5119aa49cdbcf6b9f893fe4e1d98b04ccbf82ee0584ad948a44a734dea"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
+[[package]]
+name = "arrayvec"
+version = "0.7.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d3fb67a6e08acf24fdeccbac2cb6ac4305825bd1f117462e0e6f2f193345ad56"
+
+[[package]]
+name = "as-slice"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "516b6b4f0e40d50dcda9365d53964ec74560ad4284da2e7fc97122cd83174516"
+dependencies = [
+ "stable_deref_trait",
+]
+
 [[package]]
 name = "async-trait"
 version = "0.1.89"
@@ -64,6 +186,49 @@ version = "1.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f2032f911046de80f0a198e0901378627c33f59ea0ac00e363d481118bd70a53"
 
+[[package]]
+name = "av-scenechange"
+version = "0.14.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0f321d77c20e19b92c39e7471cf986812cbb46659d2af674adc4331ef3f18394"
+dependencies = [
+ "aligned",
+ "anyhow",
+ "arg_enum_proc_macro",
+ "arrayvec",
+ "log",
+ "num-rational",
+ "num-traits",
+ "pastey",
+ "rayon",
+ "thiserror",
+ "v_frame",
+ "y4m",
+]
+
+[[package]]
+name = "av1-grain"
+version = "0.2.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8cfddb07216410377231960af4fcab838eaa12e013417781b78bd95ee22077f8"
+dependencies = [
+ "anyhow",
+ "arrayvec",
+ "log",
+ "nom",
+ "num-rational",
+ "v_frame",
+]
+
+[[package]]
+name = "avif-serialize"
+version = "0.8.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e7178fe5f7d460b13895ebb9dcb28a3a6216d2df2574a0806cb51b555d297f38"
+dependencies = [
+ "arrayvec",
+]
+
 [[package]]
 name = "aws-lc-rs"
 version = "1.17.0"
@@ -92,12 +257,27 @@ version = "0.22.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
+[[package]]
+name = "bit_field"
+version = "0.10.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1e4b40c7323adcfc0a41c4b88143ed58346ff65a288fc144329c5c45e05d70c6"
+
 [[package]]
 name = "bitflags"
 version = "2.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b4388bee8683e3d04af747c73422af53102d2bd24d9eadb6cbc100baef4b43f8"
 
+[[package]]
+name = "bitstream-io"
+version = "4.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7eff00be299a18769011411c9def0d827e8f2d7bf0c3dbf53633147a8867fd1f"
+dependencies = [
+ "no_std_io2",
+]
+
 [[package]]
 name = "blake2"
 version = "0.10.6"
@@ -125,24 +305,61 @@ dependencies = [
  "hybrid-array",
 ]
 
+[[package]]
+name = "built"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5c0e531d93d39c34eef561e929e8a7f86d77a5af08aac4f6d6e39976c51858e9"
+
 [[package]]
 name = "bumpalo"
 version = "3.20.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "72f5acc6cb2ba439de613abc23857ec3d78374d8ed5ac84e9d11336e87da8649"
 
+[[package]]
+name = "bytemuck"
+version = "1.25.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "95832e849adfb21180ccb6826a99da14e5d266ae5c2e668e1602cf234f153797"
+
 [[package]]
 name = "byteorder"
 version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
+[[package]]
+name = "byteorder-lite"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8f1fe948ff07f4bd06c30984e69f5b4899c516a3ef74f34df92a2df2ab535495"
+
 [[package]]
 name = "bytes"
 version = "1.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1e748733b7cbc798e1434b6ac524f0c1ff2ab456fe201501e6497c8417a4fc33"
 
+[[package]]
+name = "bzip2"
+version = "0.6.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f3a53fac24f34a81bc9954b5d6cfce0c21e18ec6959f44f56e8e90e4bb7c346c"
+dependencies = [
+ "bzip2-sys",
+]
+
+[[package]]
+name = "bzip2-sys"
+version = "0.1.13+1.0.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "225bff33b2141874fe80d71e07d6eec4f85c5c216453dd96388240f96e1acc14"
+dependencies = [
+ "cc",
+ "pkg-config",
+]
+
 [[package]]
 name = "castaway"
 version = "0.2.4"
@@ -196,10 +413,51 @@ dependencies = [
  "iana-time-zone",
  "js-sys",
  "num-traits",
+ "serde",
  "wasm-bindgen",
  "windows-link",
 ]
 
+[[package]]
+name = "clap"
+version = "4.6.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0fb99565819980999fb7b4a1796046a5c949e6d4ff132cf5fadf5a641e20d776"
+dependencies = [
+ "clap_builder",
+ "clap_derive",
+]
+
+[[package]]
+name = "clap_builder"
+version = "4.6.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f09628afdcc538b57f3c6341e9c8e9970f18e4a481690a64974d7023bd33548b"
+dependencies = [
+ "anstream",
+ "anstyle",
+ "clap_lex",
+ "strsim",
+]
+
+[[package]]
+name = "clap_derive"
+version = "4.6.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "32f2392eae7f16557a3d727ef3a12e57b2b2ca6f98566a5f4fb41ffe305df077"
+dependencies = [
+ "heck",
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
+[[package]]
+name = "clap_lex"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c8d4a3bb8b1e0c1050499d1815f5ab16d04f0959b233085fb31653fbfc9d98f9"
+
 [[package]]
 name = "cmake"
 version = "0.1.58"
@@ -215,6 +473,23 @@ version = "0.5.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0c9ea0ac24bc397ab3c98583a3c9ba74fa56b09a4449bbe172b9b1ddb016027a"
 
+[[package]]
+name = "color_quant"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3d7b894f5411737b7867f4827955924d7c254fc9f4d91a6aad6b097804b1018b"
+
+[[package]]
+name = "color_tables"
+version = "0.34.4"
+source = "git+https://github.com/FahrenheitResearch/bowecho#aee5574c6008cd581a91d4576bb89f629cfdfe33"
+
+[[package]]
+name = "colorchoice"
+version = "1.0.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1d07550c9036bf2ae0c684c4297d503f838287c83c53686d05370d0e139ae570"
+
 [[package]]
 name = "combine"
 version = "4.6.7"
@@ -280,6 +555,15 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "crc32fast"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9481c1c90cbf2ac953f07c8d4a58aa3945c425b7185c9154d67a65e4230da511"
+dependencies = [
+ "cfg-if",
+]
+
 [[package]]
 name = "critical-section"
 version = "1.2.0"
@@ -320,6 +604,12 @@ version = "0.8.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d0a5c400df2834b80a4c3327b3aad3a4c4cd4de0629063962b03235697506a28"
 
+[[package]]
+name = "crunchy"
+version = "0.2.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "460fbee9c2c2f33933d720630a6a0bac33ba7053db5344fac858d4b8952d77d5"
+
 [[package]]
 name = "crypto-common"
 version = "0.1.7"
@@ -354,6 +644,20 @@ version = "2.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a4ae5f15dda3c708c0ade84bfee31ccab44a3da4f88015ed22f63732abe300c8"
 
+[[package]]
+name = "data_source"
+version = "0.34.4"
+source = "git+https://github.com/FahrenheitResearch/bowecho#aee5574c6008cd581a91d4576bb89f629cfdfe33"
+dependencies = [
+ "chrono",
+ "nexrad_io",
+ "quick-xml",
+ "reqwest 0.12.28",
+ "serde",
+ "serde_json",
+ "thiserror",
+]
+
 [[package]]
 name = "digest"
 version = "0.10.7"
@@ -418,18 +722,81 @@ dependencies = [
  "cfg-if",
 ]
 
+[[package]]
+name = "equator"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4711b213838dfee0117e3be6ac926007d7f433d7bbe33595975d4190cb07e6fc"
+dependencies = [
+ "equator-macro",
+]
+
+[[package]]
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+ "miniz_oxide",
+ "zlib-rs",
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@@ -652,6 +1019,16 @@ dependencies = [
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@@ -671,6 +1048,17 @@ dependencies = [
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+ "crunchy",
+ "zerocopy",
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@@ -883,6 +1271,7 @@ dependencies = [
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+ "webpki-roots",
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 [[package]]
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+ "byteorder-lite",
+ "color_quant",
+ "exr",
+ "gif",
+ "image-webp",
+ "moxcms",
+ "num-traits",
+ "png",
+ "qoi",
+ "ravif",
+ "rayon",
+ "rgb",
+ "tiff",
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+ "getrandom 0.2.17",
+ "image",
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+ "rayon",
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+
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+[[package]]
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+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
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@@ -1123,6 +1581,30 @@ dependencies = [
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+dependencies = [
+ "either",
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+
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+
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+dependencies = [
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+dependencies = [
+ "cfg-if",
+ "rayon",
+]
+
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+dependencies = [
+ "adler2",
+ "simd-adler32",
+]
+
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+[[package]]
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+ "matrixmultiply",
+ "num-complex",
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+
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+dependencies = [
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+ "bzip2",
+ "chrono",
+ "flate2",
+ "libdeflate-sys",
+ "radar_core",
+ "rayon",
+ "thiserror",
+ "zip",
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+
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+dependencies = [
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+
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@@ -1329,6 +1931,87 @@ dependencies = [
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+dependencies = [
+ "num-bigint",
+ "num-integer",
+ "num-traits",
+]
+
 [[package]]
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@@ -1349,12 +2032,27 @@ dependencies = [
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+[[package]]
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+checksum = "384b8ab6d37215f3c5301a95a4accb5d64aa607f1fcb26a11b5303878451b4fe"
+
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+checksum = "36820e9051aca1014ddc75770aab4d68bc1e9e632f0f5627c4086bc216fb583b"
+dependencies = [
+ "ttf-parser",
+]
+
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@@ -1378,6 +2076,18 @@ dependencies = [
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+[[package]]
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+checksum = "57c0d7b74b563b49d38dae00a0c37d4d6de9b432382b2892f0574ddcae73fd0a"
+
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+
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@@ -1399,6 +2109,25 @@ version = "0.2.17"
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+dependencies = [
+ "bitflags",
+ "crc32fast",
+ "fdeflate",
+ "flate2",
+ "miniz_oxide",
+]
+
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@@ -1445,13 +2174,69 @@ dependencies = [
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+dependencies = [
+ "unicode-ident",
+]
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+source = "git+https://github.com/FahrenheitResearch/bowecho#aee5574c6008cd581a91d4576bb89f629cfdfe33"
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+
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+dependencies = [
+ "profiling-procmacros",
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+
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+dependencies = [
+ "bytemuck",
+ "cfg-if",
+ "libm",
+ "num-complex",
+ "paste",
+ "pulp-wasm-simd-flag",
+ "raw-cpuid",
+ "reborrow",
+ "version_check",
+]
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-dependencies = [
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+checksum = "d55d956fa96f5ec02be2e13af0e20391a5aa83d6a074e3ad368959d0fab299ea"
 
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+version = "0.39.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cdcc8dd4e2f670d309a5f0e83fe36dfdc05af317008fea29144da1a2ac858e5e"
+dependencies = [
+ "memchr",
+ "serde",
+]
+
 [[package]]
 name = "quinn"
 version = "0.11.9"
@@ -1587,13 +2397,55 @@ version = "6.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f8dcc9c7d52a811697d2151c701e0d08956f92b0e24136cf4cf27b57a6a0d9bf"
 
+[[package]]
+name = "radar_core"
+version = "0.34.4"
+source = "git+https://github.com/FahrenheitResearch/bowecho#aee5574c6008cd581a91d4576bb89f629cfdfe33"
+dependencies = [
+ "chrono",
+ "serde",
+]
+
+[[package]]
+name = "radar_gif"
+version = "0.1.0"
+dependencies = [
+ "ab_glyph",
+ "chrono",
+ "clap",
+ "color_tables",
+ "data_source",
+ "gif",
+ "image",
+ "imageproc",
+ "nexrad_io",
+ "product_engine",
+ "quick-xml",
+ "radar_core",
+ "render2d",
+ "reqwest 0.12.28",
+ "serde",
+ "serde_json",
+]
+
+[[package]]
+name = "rand"
+version = "0.8.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "22f6172bdec972074665ed81ed53b71da00bfc44b65a753cfde883ec4c702a1a"
+dependencies = [
+ "libc",
+ "rand_chacha 0.3.1",
+ "rand_core 0.6.4",
+]
+
 [[package]]
 name = "rand"
 version = "0.9.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "44c5af06bb1b7d3216d91932aed5265164bf384dc89cd6ba05cf59a35f5f76ea"
 dependencies = [
- "rand_chacha",
+ "rand_chacha 0.9.0",
  "rand_core 0.9.5",
 ]
 
@@ -1608,6 +2460,16 @@ dependencies = [
  "rand_core 0.10.1",
 ]
 
+[[package]]
+name = "rand_chacha"
+version = "0.3.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e6c10a63a0fa32252be49d21e7709d4d4baf8d231c2dbce1eaa8141b9b127d88"
+dependencies = [
+ "ppv-lite86",
+ "rand_core 0.6.4",
+]
+
 [[package]]
 name = "rand_chacha"
 version = "0.9.0"
@@ -1618,6 +2480,15 @@ dependencies = [
  "rand_core 0.9.5",
 ]
 
+[[package]]
+name = "rand_core"
+version = "0.6.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec0be4795e2f6a28069bec0b5ff3e2ac9bafc99e6a9a7dc3547996c5c816922c"
+dependencies = [
+ "getrandom 0.2.17",
+]
+
 [[package]]
 name = "rand_core"
 version = "0.9.5"
@@ -1633,6 +2504,16 @@ version = "0.10.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "63b8176103e19a2643978565ca18b50549f6101881c443590420e4dc998a3c69"
 
+[[package]]
+name = "rand_distr"
+version = "0.4.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "32cb0b9bc82b0a0876c2dd994a7e7a2683d3e7390ca40e6886785ef0c7e3ee31"
+dependencies = [
+ "num-traits",
+ "rand 0.8.7",
+]
+
 [[package]]
 name = "rand_pcg"
 version = "0.10.2"
@@ -1642,6 +2523,71 @@ dependencies = [
  "rand_core 0.10.1",
 ]
 
+[[package]]
+name = "rav1e"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "43b6dd56e85d9483277cde964fd1bdb0428de4fec5ebba7540995639a21cb32b"
+dependencies = [
+ "aligned-vec",
+ "arbitrary",
+ "arg_enum_proc_macro",
+ "arrayvec",
+ "av-scenechange",
+ "av1-grain",
+ "bitstream-io",
+ "built",
+ "cfg-if",
+ "interpolate_name",
+ "itertools 0.14.0",
+ "libc",
+ "libfuzzer-sys",
+ "log",
+ "maybe-rayon",
+ "new_debug_unreachable",
+ "noop_proc_macro",
+ "num-derive",
+ "num-traits",
+ "paste",
+ "profiling",
+ "rand 0.9.4",
+ "rand_chacha 0.9.0",
+ "simd_helpers",
+ "thiserror",
+ "v_frame",
+ "wasm-bindgen",
+]
+
+[[package]]
+name = "ravif"
+version = "0.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e52310197d971b0f5be7fe6b57530dcd27beb35c1b013f29d66c1ad73fbbcc45"
+dependencies = [
+ "avif-serialize",
+ "imgref",
+ "loop9",
+ "quick-error",
+ "rav1e",
+ "rayon",
+ "rgb",
+]
+
+[[package]]
+name = "raw-cpuid"
+version = "11.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "498cd0dc59d73224351ee52a95fee0f1a617a2eae0e7d9d720cc622c73a54186"
+dependencies = [
+ "bitflags",
+]
+
+[[package]]
+name = "rawpointer"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "60a357793950651c4ed0f3f52338f53b2f809f32d83a07f72909fa13e4c6c1e3"
+
 [[package]]
 name = "rayon"
 version = "1.12.0"
@@ -1662,6 +2608,12 @@ dependencies = [
  "crossbeam-utils",
 ]
 
+[[package]]
+name = "reborrow"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "03251193000f4bd3b042892be858ee50e8b3719f2b08e5833ac4353724632430"
+
 [[package]]
 name = "redox_syscall"
 version = "0.5.18"
@@ -1700,6 +2652,59 @@ version = "0.8.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d6f6ff9a378485b298a5286656da665ba74413d36db0979633275d2e708145d4"
 
+[[package]]
+name = "render2d"
+version = "0.34.4"
+source = "git+https://github.com/FahrenheitResearch/bowecho#aee5574c6008cd581a91d4576bb89f629cfdfe33"
+dependencies = [
+ "chrono",
+ "color_tables",
+ "image",
+ "radar_core",
+ "rayon",
+ "thiserror",
+]
+
+[[package]]
+name = "reqwest"
+version = "0.12.28"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
+dependencies = [
+ "base64",
+ "bytes",
+ "futures-channel",
+ "futures-core",
+ "futures-util",
+ "http",
+ "http-body",
+ "http-body-util",
+ "hyper",
+ "hyper-rustls",
+ "hyper-util",
+ "js-sys",
+ "log",
+ "percent-encoding",
+ "pin-project-lite",
+ "quinn",
+ "rustls",
+ "rustls-pki-types",
+ "serde",
+ "serde_json",
+ "serde_urlencoded",
+ "sync_wrapper",
+ "tokio",
+ "tokio-rustls",
+ "tower",
+ "tower-http",
+ "tower-service",
+ "url",
+ "wasm-bindgen",
+ "wasm-bindgen-futures",
+ "web-sys",
+ "webpki-roots",
+]
+
 [[package]]
 name = "reqwest"
 version = "0.13.4"
@@ -1746,6 +2751,12 @@ version = "0.7.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1e061d1b48cb8d38042de4ae0a7a6401009d6143dc80d2e2d6f31f0bdd6470c7"
 
+[[package]]
+name = "rgb"
+version = "0.8.53"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "47b34b781b31e5d73e9fbc8689c70551fd1ade9a19e3e28cfec8580a79290cc4"
+
 [[package]]
 name = "ring"
 version = "0.17.14"
@@ -1812,6 +2823,7 @@ dependencies = [
  "aws-lc-rs",
  "log",
  "once_cell",
+ "ring",
  "rustls-pki-types",
  "rustls-webpki",
  "subtle",
@@ -1931,6 +2943,15 @@ version = "1.0.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9774ba4a74de5f7b1c1451ed6cd5285a32eddb5cccb8cc655a4e50009e06477f"
 
+[[package]]
+name = "safe_arch"
+version = "0.7.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "96b02de82ddbe1b636e6170c21be622223aea188ef2e139be0a5b219ec215323"
+dependencies = [
+ "bytemuck",
+]
+
 [[package]]
 name = "same-file"
 version = "1.0.6"
@@ -2040,6 +3061,18 @@ dependencies = [
  "zmij",
 ]
 
+[[package]]
+name = "serde_urlencoded"
+version = "0.7.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d3491c14715ca2294c4d6a88f15e84739788c1d030eed8c110436aafdaa2f3fd"
+dependencies = [
+ "form_urlencoded",
+ "itoa",
+ "ryu",
+ "serde",
+]
+
 [[package]]
 name = "sha1"
 version = "0.11.0"
@@ -2085,6 +3118,25 @@ version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d7f45b8998ced5134fb1d75732c77842a3e888f19c1ff98481822e8fbfbf930b"
 
+[[package]]
+name = "simba"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "061507c94fc6ab4ba1c9a0305018408e312e17c041eb63bef8aa726fa33aceae"
+dependencies = [
+ "approx",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "wide",
+]
+
+[[package]]
+name = "simd-adler32"
+version = "0.3.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3a219298ac11a56ea9a6d2120044824d6f01aeb034955e7af7bc16858527deea"
+
 [[package]]
 name = "simd_cesu8"
 version = "1.1.1"
@@ -2095,6 +3147,15 @@ dependencies = [
  "simdutf8",
 ]
 
+[[package]]
+name = "simd_helpers"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "95890f873bec569a0362c235787f3aca6e1e887302ba4840839bcc6459c42da6"
+dependencies = [
+ "quote",
+]
+
 [[package]]
 name = "simdutf8"
 version = "0.1.5"
@@ -2147,7 +3208,7 @@ dependencies = [
  "once_cell",
  "pyo3",
  "regex",
- "reqwest",
+ "reqwest 0.13.4",
  "rstar 0.13.0",
  "serde",
  "tokio",
@@ -2185,6 +3246,12 @@ dependencies = [
  "unicode-properties",
 ]
 
+[[package]]
+name = "strsim"
+version = "0.11.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7da8b5736845d9f2fcb837ea5d9e2628564b3b043a70948a3f0b778838c5fb4f"
+
 [[package]]
 name = "subtle"
 version = "2.6.1"
@@ -2286,6 +3353,20 @@ dependencies = [
  "syn 2.0.117",
 ]
 
+[[package]]
+name = "tiff"
+version = "0.11.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b63feaf3343d35b6ca4d50483f94843803b0f51634937cc2ec519fc32232bc52"
+dependencies = [
+ "fax",
+ "flate2",
+ "half",
+ "quick-error",
+ "weezl",
+ "zune-jpeg",
+]
+
 [[package]]
 name = "tinystr"
 version = "0.8.3"
@@ -2465,6 +3546,18 @@ version = "0.2.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e421abadd41a4225275504ea4d6566923418b7f05506fbc9c0fe86ba7396114b"
 
+[[package]]
+name = "ttf-parser"
+version = "0.25.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d2df906b07856748fa3f6e0ad0cbaa047052d4a7dd609e231c4f72cee8c36f31"
+
+[[package]]
+name = "typed-path"
+version = "0.12.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e28f89b80c87b8fb0cf04ab448d5dd0dd0ade2f8891bae878de66a75a28600e"
+
 [[package]]
 name = "typenum"
 version = "1.20.1"
@@ -2528,6 +3621,12 @@ version = "1.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be"
 
+[[package]]
+name = "utf8parse"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "06abde3611657adf66d383f00b093d7faecc7fa57071cce2578660c9f1010821"
+
 [[package]]
 name = "uuid"
 version = "1.23.3"
@@ -2539,6 +3638,17 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "v_frame"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "666b7727c8875d6ab5db9533418d7c764233ac9c0cff1d469aec8fa127597be2"
+dependencies = [
+ "aligned-vec",
+ "num-traits",
+ "wasm-bindgen",
+]
+
 [[package]]
 name = "version_check"
 version = "0.9.5"
@@ -2706,6 +3816,31 @@ dependencies = [
  "rustls-pki-types",
 ]
 
+[[package]]
+name = "webpki-roots"
+version = "1.0.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7dcd9d09a39985f5344844e66b0c530a33843579125f23e21e9f0f220850f22a"
+dependencies = [
+ "rustls-pki-types",
+]
+
+[[package]]
+name = "weezl"
+version = "0.1.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a28ac98ddc8b9274cb41bb4d9d4d5c425b6020c50c46f25559911905610b4a88"
+
+[[package]]
+name = "wide"
+version = "0.7.33"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0ce5da8ecb62bcd8ec8b7ea19f69a51275e91299be594ea5cc6ef7819e16cd03"
+dependencies = [
+ "bytemuck",
+ "safe_arch",
+]
+
 [[package]]
 name = "widestring"
 version = "1.2.1"
@@ -3099,6 +4234,12 @@ version = "0.8.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "985eec839aaf2a1270af8f4ebcf63cf9401cfd90f0902f97c28d9f104ffbde72"
 
+[[package]]
+name = "y4m"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7a5a4b21e1a62b67a2970e6831bc091d7b87e119e7f9791aef9702e3bef04448"
+
 [[package]]
 name = "yoke"
 version = "0.8.3"
@@ -3202,8 +4343,64 @@ dependencies = [
  "syn 2.0.117",
 ]
 
+[[package]]
+name = "zip"
+version = "8.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2d04a6b5381502aa6087c94c669499eb1602eb9c5e8198e534de571f7154809b"
+dependencies = [
+ "crc32fast",
+ "flate2",
+ "indexmap",
+ "memchr",
+ "typed-path",
+ "zopfli",
+]
+
+[[package]]
+name = "zlib-rs"
+version = "0.6.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b142a20ec14a91d5bc708c1dc21b080c550113d8aa77afa29635673a65dd02c5"
+
 [[package]]
 name = "zmij"
 version = "1.0.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
+
+[[package]]
+name = "zopfli"
+version = "0.8.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f05cd8797d63865425ff89b5c4a48804f35ba0ce8d125800027ad6017d2b5249"
+dependencies = [
+ "bumpalo",
+ "crc32fast",
+ "log",
+ "simd-adler32",
+]
+
+[[package]]
+name = "zune-core"
+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cb8a0807f7c01457d0379ba880ba6322660448ddebc890ce29bb64da71fb40f9"
+
+[[package]]
+name = "zune-inflate"
+version = "0.2.54"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73ab332fe2f6680068f3582b16a24f90ad7096d5d39b974d1c0aff0125116f02"
+dependencies = [
+ "simd-adler32",
+]
+
+[[package]]
+name = "zune-jpeg"
+version = "0.5.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "27bc9d5b815bc103f142aa054f561d9187d191692ec7c2d1e2b4737f8dbd7296"
+dependencies = [
+ "zune-core",
+]
diff --git a/Cargo.toml b/Cargo.toml
index b61db0d4..b68005f0 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -29,3 +29,7 @@ chrono = "0.4.45"
 [features]
 extension-module = ["pyo3/extension-module"]
 default = ["extension-module"]
+
+[workspace]
+members = ["crates/radar_gif"]
+resolver = "3"
diff --git a/README.md b/README.md
index 755b2596..92d56749 100644
--- a/README.md
+++ b/README.md
@@ -101,6 +101,7 @@ Work in progress. Actively developed in free time; expect behavior to evolve bet
 * [matplotlib](https://matplotlib.org)
 * [pytz](https://github.com/stub42/pytz)
 * [vad-plotter](https://github.com/tsupinie/vad-plotter) by Tim Supinie
+* [BowEcho](https://github.com/FahrenheitResearch/bowecho) by Fahrenheit Research
 * [slixmpp](https://github.com/sagarp/xmppasync) — NWWS-OI XMPP connection
 * [Cartopy](https://scitools.org.uk/cartopy) — Map projections
 * [SciPy](https://scipy.org) — Scientific computing
diff --git a/cogs/radar/__init__.py b/cogs/radar/__init__.py
index 90433155..09454080 100644
--- a/cogs/radar/__init__.py
+++ b/cogs/radar/__init__.py
@@ -1,10 +1,14 @@
 # cogs/radar/__init__.py
 """NEXRAD Level 2 radar data downloader from NOAA AWS S3."""
 
+import asyncio
+import difflib
+import json
 import logging
 import re
 import time
 from datetime import datetime, timedelta, timezone
+from pathlib import Path
 
 import discord
 from discord.app_commands import Choice
@@ -177,9 +181,538 @@ async def downloaderstatus_slash(self, interaction: discord.Interaction):
         embed.set_footer(text=f"Logged in as {self.bot.user}")
         await interaction.followup.send(embed=embed, ephemeral=True)
 
+    RADAR_GIF_CACHE = Path("cache") / "radar_gifs"
+
+    TDWR_SITES = {
+        "TATL": "Atlanta, GA",
+        "TBNA": "Nashville, TN",
+        "TBOS": "Boston, MA",
+        "TBWI": "Baltimore, MD",
+        "TCLT": "Charlotte, NC",
+        "TCMH": "Columbus, OH",
+        "TCVG": "Covington, KY",
+        "TDAL": "Dallas Love Field, TX",
+        "TDAY": "Dayton, OH",
+        "TDCA": "Washington National, VA",
+        "TDEN": "Denver, CO",
+        "TDFW": "Dallas/Ft. Worth, TX",
+        "TDTW": "Detroit, MI",
+        "TEWR": "Newark, NJ",
+        "TFLL": "Fort Lauderdale, FL",
+        "THOU": "Houston Hobby, TX",
+        "TIAD": "Dulles, VA",
+        "TIAH": "Houston Intercontinental, TX",
+        "TICH": "Wichita, KS",
+        "TIDS": "Indianapolis, IN",
+        "TJFK": "New York City, NY",
+        "TJUA": "San Juan, PR",
+        "TLAS": "Las Vegas, NV",
+        "TLVE": "Cleveland, OH",
+        "TMCI": "Kansas City, MO",
+        "TMCO": "Orlando, FL",
+        "TMDW": "Chicago Midway, IL",
+        "TMEM": "Memphis, TN",
+        "TMIA": "Miami, FL",
+        "TMKE": "Milwaukee, WI",
+        "TMSP": "Minneapolis, MN",
+        "TMSY": "New Orleans, LA",
+        "TOKC": "Oklahoma City, OK",
+        "TORD": "Chicago O'Hare, IL",
+        "TPBI": "West Palm Beach, FL",
+        "TPHL": "Philadelphia, PA",
+        "TPHX": "Phoenix, AZ",
+        "TPIT": "Pittsburgh, PA",
+        "TRDU": "Raleigh-Durham, NC",
+        "TSDF": "Louisville, KY",
+        "TSJU": "San Juan, PR",
+        "TSLC": "Salt Lake City, UT",
+        "TSTL": "St Louis, MO",
+        "TTPA": "Tampa, FL",
+        "TTUL": "Tulsa, OK",
+    }
+
+    RADAR_SITES = {
+        "KABR": "Aberdeen, SD",
+        "KABX": "Albuquerque, NM",
+        "KAKQ": "Norfolk, VA",
+        "KAMA": "Amarillo, TX",
+        "KAMX": "Miami, FL",
+        "KAPX": "Gaylord, MI",
+        "KARX": "La Crosse, WI",
+        "KATX": "Seattle, WA",
+        "KBBX": "Beale AFB, CA",
+        "KBGM": "Binghamton, NY",
+        "KBHX": "Eureka, CA",
+        "KBIS": "Bismarck, ND",
+        "KBLX": "Billings, MT",
+        "KBMX": "Birmingham, AL",
+        "KBOX": "Boston, MA",
+        "KBRO": "Brownsville, TX",
+        "KBUF": "Buffalo, NY",
+        "KBYX": "Key West, FL",
+        "KCAE": "Columbia, SC",
+        "KCBW": "Caribou, ME",
+        "KCBX": "Boise, ID",
+        "KCCX": "State College, PA",
+        "KCLE": "Cleveland, OH",
+        "KCLX": "Charleston, SC",
+        "KCRP": "Corpus Christi, TX",
+        "KCXX": "Burlington, VT",
+        "KCYS": "Cheyenne, WY",
+        "KDAX": "Sacramento, CA",
+        "KDDC": "Dodge City, KS",
+        "KDFX": "Laughlin AFB, TX",
+        "KDGX": "Jackson, MS",
+        "KDIX": "Philadelphia, PA",
+        "KDLH": "Duluth, MN",
+        "KDMX": "Des Moines, IA",
+        "KDOX": "Dover AFB, DE",
+        "KDTX": "Detroit, MI",
+        "KDVN": "Quad Cities, IA",
+        "KDYX": "Abilene, TX",
+        "KEAX": "Kansas City, MO",
+        "KEMX": "Tucson, AZ",
+        "KENX": "Albany, NY",
+        "KEOX": "Fort Rucker, AL",
+        "KEPZ": "El Paso, TX",
+        "KESX": "Las Vegas, NV",
+        "KEVX": "Eglin AFB, FL",
+        "KEWX": "Austin, TX",
+        "KEYX": "Edwards AFB, CA",
+        "KFCX": "Roanoke, VA",
+        "KFDR": "Altus AFB, OK",
+        "KFDX": "Cannon AFB, NM",
+        "KFFC": "Atlanta, GA",
+        "KFSD": "Sioux Falls, SD",
+        "KFSX": "Flagstaff, AZ",
+        "KFTG": "Denver, CO",
+        "KFWS": "Dallas/Fort Worth, TX",
+        "KGGW": "Glasgow, MT",
+        "KGJX": "Grand Junction, CO",
+        "KGLD": "Goodland, KS",
+        "KGRB": "Green Bay, WI",
+        "KGRK": "Fort Hood, TX",
+        "KGRR": "Grand Rapids, MI",
+        "KGSP": "Greer, SC",
+        "KGWX": "Columbus AFB, MS",
+        "KGYX": "Portland, ME",
+        "KHDC": "Hammond, LA",
+        "KHDX": "Holloman AFB, NM",
+        "KHGX": "Houston, TX",
+        "KHNX": "San Joaquin Valley, CA",
+        "KHPX": "Fort Campbell, KY",
+        "KHTX": "Huntsville, AL",
+        "KICT": "Wichita, KS",
+        "KICX": "Cedar City, UT",
+        "KILN": "Cincinnati, OH",
+        "KILX": "Lincoln, IL",
+        "KIND": "Indianapolis, IN",
+        "KINX": "Tulsa, OK",
+        "KIWA": "Phoenix, AZ",
+        "KIWX": "Northern Indiana, IN",
+        "KJAX": "Jacksonville, FL",
+        "KJGX": "Macon, GA",
+        "KJKL": "Jackson, KY",
+        "KLBB": "Lubbock, TX",
+        "KLCH": "Lake Charles, LA",
+        "KLGX": "Langley Hill, WA",
+        "KLNX": "North Platte, NE",
+        "KLOT": "Chicago, IL",
+        "KLRX": "Elko, NV",
+        "KLSX": "St Louis, MO",
+        "KLTX": "Wilmington, NC",
+        "KLVX": "Louisville, KY",
+        "KLWX": "Sterling, VA",
+        "KLZK": "Little Rock, AR",
+        "KMAF": "Midland, TX",
+        "KMAX": "Medford, OR",
+        "KMBX": "Minot, ND",
+        "KMHX": "Morehead City, NC",
+        "KMKX": "Milwaukee, WI",
+        "KMLB": "Melbourne, FL",
+        "KMOB": "Mobile, AL",
+        "KMPX": "Minneapolis, MN",
+        "KMQT": "Marquette, MI",
+        "KMRX": "Knoxville, TN",
+        "KMSX": "Missoula, MT",
+        "KMTX": "Salt Lake City, UT",
+        "KMUX": "San Francisco, CA",
+        "KMVX": "Fargo, ND",
+        "KMXX": "Maxwell AFB, AL",
+        "KNKX": "San Diego, CA",
+        "KNQA": "Memphis, TN",
+        "KOAX": "Omaha, NE",
+        "KOHX": "Nashville, TN",
+        "KOKX": "Brookhaven, NY",
+        "KOTX": "Spokane, WA",
+        "KPAH": "Paducah, KY",
+        "KPBZ": "Pittsburgh, PA",
+        "KPDT": "Pendleton, OR",
+        "KPOE": "Fort Polk, LA",
+        "KPUX": "Pueblo, CO",
+        "KRAX": "Raleigh, NC",
+        "KRGX": "Reno, NV",
+        "KRIW": "Riverton, WY",
+        "KRLX": "Charleston, WV",
+        "KRTX": "Portland, OR",
+        "KSFX": "Pocatello, ID",
+        "KSGF": "Springfield, MO",
+        "KSHV": "Shreveport, LA",
+        "KSJT": "San Angelo, TX",
+        "KSOX": "Santa Ana, CA",
+        "KSRX": "Fort Smith, AR",
+        "KTBW": "Tampa, FL",
+        "KTFX": "Great Falls, MT",
+        "KTLH": "Tallahassee, FL",
+        "KTLX": "Oklahoma City, OK",
+        "KTWX": "Topeka, KS",
+        "KTYX": "Fort Drum, NY",
+        "KUDX": "Rapid City, SD",
+        "KUEX": "Grand Island, NE",
+        "KVAX": "Moody AFB, GA",
+        "KVBX": "Vandenberg AFB, CA",
+        "KVNX": "Vance AFB, OK",
+        "KVTX": "Los Angeles, CA",
+        "KVWX": "Evansville, IN",
+        "KYUX": "Yuma, AZ",
+    }
+
+    @discord.app_commands.command(
+        name="radar",
+        description="Get a radar animation loop for a NEXRAD site",
+    )
+    @discord.app_commands.describe(
+        site="4-letter NEXRAD site ID (e.g. KTLX, KFWS)",
+        product="Radar product to display",
+        frames="Number of frames (default 6, max 20)",
+        zoom="View range — tighter zoom shows more storm-scale detail (default Regional)",
+        show_rotation="Overlay mesocyclone/TVS rotation detection markers (Vrot, ΔV) and list findings (default on)",
+    )
+    @discord.app_commands.choices(
+        product=[
+            Choice(name="Reflectivity", value="reflectivity"),
+            Choice(name="Velocity", value="velocity"),
+            Choice(name="Spectrum Width", value="spectrum-width"),
+            Choice(name="Differential Reflectivity (ZDR)", value="zdr"),
+            Choice(name="Correlation Coefficient (CC)", value="cc"),
+            Choice(name="Differential Phase (PHIDP)", value="phidp"),
+            Choice(name="Specific KDP", value="kdp"),
+            Choice(name="PTDS (Probability of Debris Signature)", value="ptds"),
+        ],
+        zoom=[
+            Choice(name="Storm-Scale (~75km) — couplets/TDS", value=75.0),
+            Choice(name="Regional (~150km)", value=150.0),
+            Choice(name="Wide (~300km)", value=300.0),
+            Choice(name="Full Range (~460km)", value=460.0),
+        ],
+    )
+    async def radar_slash(
+        self,
+        interaction: discord.Interaction,
+        site: str,
+        product: Choice[str] = None,
+        frames: int = 6,
+        zoom: Choice[float] = None,
+        show_rotation: bool = True,
+    ):
+        await interaction.response.defer(thinking=True)
+
+        site = site.upper().strip()
+        product_value = product.value if product else "reflectivity"
+        frames = max(2, min(frames, 20))
+        range_km = zoom.value if zoom else 150.0
+
+        all_sites = {**self.RADAR_SITES, **self.TDWR_SITES}
+        if site not in all_sites:
+            suggestions = difflib.get_close_matches(site, list(all_sites), n=3, cutoff=0.5)
+            if suggestions:
+                msg = "`{}` not recognized. Did you mean?\n{}".format(
+                    site,
+                    "\n".join("  `{}` — {}".format(s, all_sites[s]) for s in suggestions),
+                )
+            else:
+                msg = "`{}` is not a recognized radar site.".format(site)
+            await interaction.followup.send(msg, ephemeral=True)
+            return
+
+        self.RADAR_GIF_CACHE.mkdir(parents=True, exist_ok=True)
+        rot_suffix = "_rot" if show_rotation else ""
+        # Unique per invocation (interaction.id) — out_path is never reused as a cache (every
+        # call regenerates), so a shared filename only creates a collision risk between
+        # concurrent requests, not a cache hit.
+        out_path = self.RADAR_GIF_CACHE / "{}_{}_{}_{:.0f}km{}_{}.gif".format(
+            site, product_value, frames, range_km, rot_suffix, interaction.id
+        )
+
+        try:
+            await _run_radar_cli(site, product_value, frames, out_path, range_km, show_rotation)
+        except Exception as e:
+            logger.exception("[RADAR] Failed to generate for {}: {}".format(site, e))
+            await interaction.followup.send(
+                "Failed to generate radar loop for `{}`.".format(site), ephemeral=True
+            )
+            return
+
+        if not out_path.exists():
+            await interaction.followup.send(
+                "No radar data available for `{}`.".format(site), ephemeral=True
+            )
+            return
+
+        site_name = self.RADAR_SITES.get(site) or self.TDWR_SITES.get(site) or site
+        product_label = product.name if product else "Reflectivity"
+        zoom_label = zoom.name if zoom else "Regional (~150km)"
+        embed = discord.Embed(
+            title="{} Loop — {} ({})".format(product_label, site, site_name),
+            description="{} frames · {}".format(frames, zoom_label),
+            color=discord.Color.blue(),
+        )
+        if product_value in ("tds", "ptds"):
+            embed.set_footer(
+                text="NEXRAD Level II Archive · ⚠️ PTDS is experimental — do not rely on it for safety decisions"
+            )
+        else:
+            embed.set_footer(text="NEXRAD Level II Archive")
+
+        if show_rotation:
+            rotation_field = _format_rotation_field(out_path.with_suffix(".rotation.json"))
+            embed.add_field(
+                name="Rotation & Debris Signature (PTDS)", value=rotation_field, inline=False
+            )
+
+        file_size_mb = out_path.stat().st_size / (1024 * 1024)
+        if file_size_mb > 25:
+            await interaction.followup.send(
+                "File too large ({:.1f} MB). Try fewer frames.".format(file_size_mb), ephemeral=True
+            )
+            return
+
+        try:
+            await interaction.followup.send(embed=embed, file=discord.File(str(out_path)))
+        except discord.HTTPException:
+            await interaction.followup.send(
+                "Generated but file too large to send. Try fewer frames.", ephemeral=True
+            )
+
+    @radar_slash.autocomplete("site")
+    async def radar_site_autocomplete(self, interaction: discord.Interaction, current: str):
+        current = current.lower().strip()
+        all_sites = {**self.RADAR_SITES, **self.TDWR_SITES}
+        if not current:
+            matches = list(all_sites.items())[:25]
+        else:
+            starts_with = [
+                (c, n)
+                for c, n in all_sites.items()
+                if c.lower().startswith(current) or n.lower().startswith(current)
+            ]
+            contains = [
+                (c, n)
+                for c, n in all_sites.items()
+                if (current in c.lower() or current in n.lower()) and (c, n) not in starts_with
+            ]
+            matches = (starts_with + contains)[:25]
+        return [Choice(name="{} — {}".format(code, name), value=code) for code, name in matches]
+
     @tasks.loop(hours=1)
     async def periodic_cleanup(self):
         await cleanup_old_files(OUTPUT_DIR, CLEANUP_AGE_THRESHOLD)
+        await cleanup_old_files(self.RADAR_GIF_CACHE, CLEANUP_AGE_THRESHOLD)
+
+
+RADAR_GIF_BIN = next(
+    (
+        p
+        for p in [
+            Path(__file__).parent.parent.parent / "target/release/radar_gif",
+            Path(__file__).parent.parent.parent / "target/debug/radar_gif",
+            Path("/usr/local/bin/radar_gif"),
+        ]
+        if p.exists()
+    ),
+    None,
+)
+
+
+async def _run_radar_cli(
+    site: str,
+    product: str,
+    frames: int,
+    out_path: Path,
+    range_km: float = 150.0,
+    rotation: bool = False,
+):
+    if RADAR_GIF_BIN is None:
+        raise RuntimeError(
+            "radar_gif binary not found (build with: cargo build --release -p radar_gif)"
+        )
+    cmd = [
+        str(RADAR_GIF_BIN),
+        "--site",
+        site,
+        "--product",
+        product,
+        "--frames",
+        str(frames),
+        "--range-km",
+        str(range_km),
+        "--output",
+        str(out_path),
+    ]
+    if rotation:
+        cmd.append("--rotation")
+    proc = await asyncio.create_subprocess_exec(
+        *cmd,
+        stdout=asyncio.subprocess.PIPE,
+        stderr=asyncio.subprocess.PIPE,
+    )
+    try:
+        stdout, stderr = await asyncio.wait_for(proc.communicate(), timeout=180)
+    except asyncio.TimeoutError:
+        proc.kill()
+        await proc.wait()
+        raise RuntimeError("Radar generation timed out after 180s")
+    except asyncio.CancelledError:
+        proc.kill()
+        await proc.wait()
+        raise
+    if proc.returncode != 0:
+        stderr_text = stderr.decode() if stderr else "unknown error"
+        logger.warning("[RADAR] CLI failed (exit {}): {}".format(proc.returncode, stderr_text))
+        raise RuntimeError("radar_gif exited with code {}".format(proc.returncode))
+
+
+_ROTATION_DISPLAY = {
+    "tvs": ("🌪️", "TVS"),
+    "mesocyclone": ("🔴", "Mesocyclone"),
+    "moderate_circulation": ("🟠", "Moderate Circulation"),
+    "weak_circulation": ("🟡", "Weak Circulation"),
+}
+_ROTATION_RANK_ORDER = {
+    "tvs": 0,
+    "mesocyclone": 1,
+    "moderate_circulation": 2,
+    "weak_circulation": 3,
+}
+_COMPASS_POINTS = [
+    "N",
+    "NNE",
+    "NE",
+    "ENE",
+    "E",
+    "ESE",
+    "SE",
+    "SSE",
+    "S",
+    "SSW",
+    "SW",
+    "WSW",
+    "W",
+    "WNW",
+    "NW",
+    "NNW",
+]
+
+
+def _bearing_to_compass(deg: float) -> str:
+    idx = round(deg / 22.5) % 16
+    return _COMPASS_POINTS[idx]
+
+
+def _fmt_z(iso_time: str) -> str:
+    try:
+        dt = datetime.fromisoformat(iso_time)
+    except ValueError:
+        return iso_time
+    return dt.strftime("%H:%MZ")
+
+
+def _format_site_line(s: dict) -> str:
+    emoji, label = _ROTATION_DISPLAY.get(s["strength"], ("⚪", s["strength"]))
+    bearing = _bearing_to_compass(s["azimuth_deg"])
+    return "{} **{}** — Vrot {:.0f} m/s, ΔV {:.0f} m/s · {} @ {:.0f}km · {} tilts deep".format(
+        emoji, label, s["vrot_mps"], s["gtg_dv_mps"], bearing, s["range_km"], s["depth_tilts"]
+    )
+
+
+def _format_rotation_field(sidecar_path: Path) -> str:
+    if not sidecar_path.exists():
+        return "No rotation data (detection may have failed or found nothing)."
+    try:
+        data = json.loads(sidecar_path.read_text())
+    except (OSError, json.JSONDecodeError) as e:
+        logger.warning("[RADAR] Failed to read rotation sidecar {}: {}".format(sidecar_path, e))
+        return "No rotation data available."
+
+    current_time = data.get("volume_time")
+    sites = data.get("sites", [])
+    peak_vrot = data.get("peak_vrot")
+    peak_dv = data.get("peak_dv")
+
+    lines = []
+    if sites:
+        lines.append(
+            "**Current ({}):**".format(_fmt_z(current_time)) if current_time else "**Current:**"
+        )
+        for s in sorted(sites, key=lambda s: _ROTATION_RANK_ORDER.get(s["strength"], 9))[:5]:
+            lines.append(_format_site_line(s))
+    else:
+        lines.append("No rotation in the most recent frame.")
+
+    # Only show a peak line if it's meaningfully distinct from the current listing
+    # (i.e. the strongest rotation in the loop happened on an earlier frame).
+    if peak_vrot and peak_vrot.get("time") != current_time:
+        emoji, label = _ROTATION_DISPLAY.get(peak_vrot["strength"], ("⚪", peak_vrot["strength"]))
+        lines.append(
+            "\n**Peak this loop:** {} {:.0f} m/s Vrot @ {} ({})".format(
+                emoji, peak_vrot["vrot_mps"], _fmt_z(peak_vrot["time"]), label
+            )
+        )
+        if peak_dv and peak_dv.get("time") != peak_vrot.get("time"):
+            lines.append(
+                "**Peak ΔV:** {:.0f} m/s gate-to-gate @ {}".format(
+                    peak_dv["gtg_dv_mps"], _fmt_z(peak_dv["time"])
+                )
+            )
+
+    tds_lines = _format_tds_timeline(data.get("tds_timeline", []))
+    if tds_lines:
+        lines.append("")
+        lines.extend(tds_lines)
+
+    return "\n".join(lines)
+
+
+def _tds_marker(score: float) -> str:
+    if score >= 50:
+        return "🔴"
+    if score >= 25:
+        return "🟠"
+    return "⚪"
+
+
+def _format_tds_timeline(scans: list) -> list:
+    """PTDS (probability of tornadic debris signature) sampled at each scan's
+    strongest couplet — reflectivity+CC+ZDR based, independent of the Vrot/ΔV
+    numbers above. Scores are 0-100; shown per-scan so a rising trend is visible."""
+    if not scans:
+        return []
+    peak = max(scans, key=lambda s: s["tds_score"])
+    lines = ["**PTDS (debris signature) by scan:**"]
+    lines.append(
+        "Peak: {} {:.0f}% @ {}".format(
+            _tds_marker(peak["tds_score"]), peak["tds_score"], _fmt_z(peak["time"])
+        )
+    )
+    for s in scans[-8:]:
+        lines.append(
+            "{} {} — {:.0f}%".format(_tds_marker(s["tds_score"]), _fmt_z(s["time"]), s["tds_score"])
+        )
+    lines.append(
+        "-# ⚠️ PTDS is experimental and unvalidated — a low score does NOT rule out a tornado. "
+        "Use official NWS warnings for safety decisions, not this number."
+    )
+    return lines
 
 
 async def setup(bot: commands.Bot):
diff --git a/crates/radar_gif/Cargo.toml b/crates/radar_gif/Cargo.toml
new file mode 100644
index 00000000..4ea2eddd
--- /dev/null
+++ b/crates/radar_gif/Cargo.toml
@@ -0,0 +1,22 @@
+[package]
+name = "radar_gif"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+radar_core = { git = "https://github.com/FahrenheitResearch/bowecho" }
+color_tables = { git = "https://github.com/FahrenheitResearch/bowecho" }
+nexrad_io = { git = "https://github.com/FahrenheitResearch/bowecho" }
+data_source = { git = "https://github.com/FahrenheitResearch/bowecho" }
+render2d = { git = "https://github.com/FahrenheitResearch/bowecho" }
+product_engine = { git = "https://github.com/FahrenheitResearch/bowecho" }
+image = "0.25"
+imageproc = "0.25"
+ab_glyph = "0.2"
+chrono = "0.4"
+clap = { version = "4", features = ["derive"] }
+gif = "0.14"
+serde = { version = "1", features = ["derive"] }
+serde_json = "1"
+quick-xml = { version = "0.39", features = ["serialize"] }
+reqwest = { version = "0.12", default-features = false, features = ["blocking", "rustls-tls"] }
diff --git a/crates/radar_gif/assets/fonts/DejaVuSans.ttf b/crates/radar_gif/assets/fonts/DejaVuSans.ttf
new file mode 100644
index 00000000..fb0bd945
Binary files /dev/null and b/crates/radar_gif/assets/fonts/DejaVuSans.ttf differ
diff --git a/crates/radar_gif/assets/geo/nexrad_sites.csv b/crates/radar_gif/assets/geo/nexrad_sites.csv
new file mode 100644
index 00000000..6618e12f
--- /dev/null
+++ b/crates/radar_gif/assets/geo/nexrad_sites.csv
@@ -0,0 +1,188 @@
+KABR,45.4558,-98.413
+KABX,35.1497,-106.8239
+KAKQ,36.9839,-77.0075
+KAMA,35.2333,-101.7093
+KAMX,25.6105,-80.413
+KAPX,44.9063,-84.7195
+KARX,43.8228,-91.1911
+KATX,48.1946,-122.4957
+KBBX,39.4961,-121.6316
+KBGM,42.1997,-75.9847
+KBHX,40.4983,-124.2922
+KBIS,46.7708,-100.7603
+KBLX,45.8538,-108.6068
+KBMX,33.1719,-86.7697
+KBOX,41.9558,-71.1369
+KBRO,25.9155,-97.4186
+KBUF,42.9486,-78.7369
+KBYX,24.5969,-81.7033
+KCAE,33.9486,-81.1186
+KCBW,46.0392,-67.8064
+KCBX,43.4902,-116.236
+KCCX,40.9231,-78.0039
+KCLE,41.413,-81.86
+KCLX,32.6555,-81.0422
+KCRP,27.7839,-97.5108
+KCXX,44.5111,-73.1664
+KCYS,41.1519,-104.8061
+KDAX,38.5011,-121.6778
+KDDC,37.7608,-99.9689
+KDFX,29.2725,-100.2803
+KDGX,32.28,-89.9844
+KDIX,39.9469,-74.4107
+KDLH,46.8369,-92.2097
+KDMX,41.7311,-93.7228
+KDOX,38.8255,-75.44
+KDTX,42.7,-83.4717
+KDVN,41.6117,-90.5808
+KDYX,32.5383,-99.2542
+KEAX,38.8102,-94.2645
+KEMX,31.8936,-110.6303
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diff --git a/crates/radar_gif/assets/geo/us_states_110m.json b/crates/radar_gif/assets/geo/us_states_110m.json
new file mode 100644
index 00000000..bc76054d
--- /dev/null
+++ b/crates/radar_gif/assets/geo/us_states_110m.json
@@ -0,0 +1 @@
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diff --git a/crates/radar_gif/assets/geo/us_states_50m.json b/crates/radar_gif/assets/geo/us_states_50m.json
new file mode 100644
index 00000000..e62bf36b
--- /dev/null
+++ b/crates/radar_gif/assets/geo/us_states_50m.json
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\ No newline at end of file
diff --git a/crates/radar_gif/src/main.rs b/crates/radar_gif/src/main.rs
new file mode 100644
index 00000000..da608c19
--- /dev/null
+++ b/crates/radar_gif/src/main.rs
@@ -0,0 +1,1220 @@
+use std::collections::HashMap;
+use std::f32::consts::PI;
+use std::path::{Path, PathBuf};
+
+use ab_glyph::{FontRef, PxScale};
+use clap::Parser;
+use color_tables::{ColorTableFamily, ColorTableSet};
+use data_source::{
+    download_object, download_realtime_volume, latest_realtime_level2_volume, recent_level2_objects,
+};
+use image::codecs::gif::{GifEncoder, Repeat};
+use image::{Delay, Frame, ImageBuffer, Rgba, RgbaImage};
+use imageproc::drawing::{
+    draw_filled_circle_mut, draw_filled_rect_mut, draw_hollow_circle_mut, draw_line_segment_mut,
+    draw_text_mut,
+};
+use imageproc::rect::Rect;
+use nexrad_io::decode_volume_from_path;
+use product_engine::{derive_product, DerivationConfig, DerivedSweepProduct, RadarBand};
+use radar_core::{ElevationCut, MomentGrid, MomentType, RadarVolume};
+use render2d::{
+    base_tilt_cut, color_family_for_moment, detect_rotation_sites, smooth_moment_grid,
+    viewport_rgba_buffer_len, RotationSite, RotationStrength, ViewportMomentCache,
+    ViewportRasterOptions,
+};
+use serde::Serialize;
+
+const BG: Rgba<u8> = Rgba([10, 12, 18, 255]);
+const LAND: Rgba<u8> = Rgba([18, 22, 32, 255]);
+const STATE_LINE: Rgba<u8> = Rgba([40, 50, 70, 255]);
+const RING: Rgba<u8> = Rgba([55, 60, 75, 255]);
+const RING_LABEL: Rgba<u8> = Rgba([90, 105, 135, 255]);
+const LABEL: Rgba<u8> = Rgba([180, 195, 220, 255]);
+const CITY_DOT: Rgba<u8> = Rgba([200, 210, 230, 180]);
+const CITY_LABEL: Rgba<u8> = Rgba([150, 165, 195, 180]);
+const COMPASS: Rgba<u8> = Rgba([130, 150, 185, 255]);
+const LABEL_BG: Rgba<u8> = Rgba([8, 10, 15, 255]);
+
+const EARTH_RADIUS_KM: f32 = 6371.0;
+const CACHE_DIR: &str = "cache/nexrad_volumes";
+
+static STATES_JSON: &[u8] = include_bytes!("../assets/geo/us_states_50m.json");
+static SITES_CSV: &[u8] = include_bytes!("../assets/geo/nexrad_sites.csv");
+
+#[derive(Parser)]
+#[command(name = "radar", version, about)]
+struct Args {
+    #[arg(short, long)]
+    site: String,
+    #[arg(short, long, default_value = "reflectivity")]
+    product: String,
+    #[arg(short, long, default_value_t = 6)]
+    frames: usize,
+    #[arg(short, long, default_value = "radar.gif")]
+    output: PathBuf,
+    #[arg(long, default_value_t = 800)]
+    width: u32,
+    #[arg(long, default_value_t = 800)]
+    height: u32,
+    #[arg(long, default_value_t = 50)]
+    delay: u16,
+    /// Half-width of the displayed view in km (e.g. 75 = storm-scale zoom, 460 = full range)
+    #[arg(long, default_value_t = 150.0)]
+    range_km: f32,
+    /// Detect and overlay mesocyclone/TVS rotation markers; also writes a
+    /// `<output>.rotation.json` sidecar with the latest frame's detections
+    #[arg(long, default_value_t = false)]
+    rotation: bool,
+}
+
+fn main() {
+    let args = Args::parse();
+    let site = args.site.to_ascii_uppercase();
+    let moment = parse_moment(&args.product);
+
+    let state_polys = load_state_polys();
+    let site_coords = load_site_coords();
+    let (radar_lat, radar_lon) = site_coords.get(&site.as_str()).copied().unwrap_or_else(|| {
+        eprintln!("Warning: unknown site '{site}', geography will be misaligned");
+        (35.333, -97.278)
+    });
+
+    // Fetch volumes: try realtime first, fall back to archive
+    let cache_dir = Path::new(CACHE_DIR);
+    std::fs::create_dir_all(cache_dir).ok();
+
+    let mut volumes = Vec::new();
+
+    // Try realtime chunks feed first (most recent data)
+    match latest_realtime_level2_volume(&site) {
+        Ok(rt_vol) => match download_realtime_volume(&rt_vol, cache_dir) {
+            Ok(downloaded) => match decode_volume_from_path(&downloaded.path) {
+                Ok(vol) => volumes.push(vol),
+                Err(e) => eprintln!("Warning: decode realtime: {e}"),
+            },
+            Err(e) => eprintln!("Warning: download realtime: {e}"),
+        },
+        Err(e) => eprintln!("Warning: no realtime volume for {site}: {e}"),
+    }
+
+    // Fill remaining frames from archive (oldest first)
+    if volumes.len() < args.frames {
+        let needed = args.frames - volumes.len();
+        match recent_level2_objects(&site, 3, needed + 2) {
+            Ok(objects) => {
+                // Take oldest objects first (playback order)
+                let take: Vec<_> = objects.iter().rev().take(needed + 2).collect();
+                for obj in &take {
+                    if volumes.len() >= args.frames {
+                        break;
+                    }
+                    match download_object("unidata-nexrad-level2", (*obj).clone(), cache_dir) {
+                        Ok(downloaded) => match decode_volume_from_path(&downloaded.path) {
+                            Ok(vol) => volumes.push(vol),
+                            Err(e) => eprintln!("Warning: decode archive: {e}"),
+                        },
+                        Err(e) => eprintln!("Warning: download archive: {e}"),
+                    }
+                }
+            }
+            Err(e) => eprintln!("Warning: archive listing: {e}"),
+        }
+    }
+
+    if volumes.is_empty() {
+        eprintln!("No radar volumes found for {site}");
+        std::process::exit(1);
+    }
+
+    // Realtime is fetched first (newest) and archive fill-in appended after,
+    // so the vec isn't chronological — sort oldest-to-newest for correct GIF playback order.
+    // The realtime chunk and the archive's most recent object can both reference the same
+    // underlying volume, so dedup by timestamp too or the GIF gets a visually "stuck" frame.
+    volumes.sort_by_key(|v| v.volume_time);
+    volumes.dedup_by_key(|v| v.volume_time);
+
+    let w = args.width.max(64);
+    let h = args.height.max(64);
+    let cx = (w as f32 - 1.0) / 2.0;
+    let cy = (h as f32 - 1.0) / 2.0;
+    let max_range_km = args.range_km.max(5.0);
+    let km_per_px = (2.0 * max_range_km) / w.min(h) as f32;
+    // Must exactly match the radar raster's pixel scale (km_per_px above) so
+    // geography/markers land on the same ground point as the echo data —
+    // do not shrink this for cosmetic purposes (see land-disk fill below).
+    let radius_px = cx.min(cy);
+    let viewport_options = ViewportRasterOptions {
+        width: w,
+        height: h,
+        radar_x_px: cx,
+        radar_y_px: cy,
+        km_per_px_x: km_per_px,
+        km_per_px_y: km_per_px,
+        rotation_rad: 0.0,
+    };
+
+    let font_data: &[u8] = include_bytes!("../assets/fonts/DejaVuSans.ttf");
+    let font = FontRef::try_from_slice(font_data).expect("load DejaVuSans.ttf");
+    let title_scale = PxScale::from(17.0);
+    let label_scale = PxScale::from(13.0);
+    let small_scale = PxScale::from(11.0);
+    let city_scale = PxScale::from(10.0);
+
+    let cities = get_major_cities();
+    let color_tables = ColorTableSet::default();
+
+    let mut frames: Vec<RgbaImage> = Vec::with_capacity(volumes.len());
+    let mut latest_rotation: Option<(chrono::DateTime<chrono::Utc>, Vec<RotationSite>)> = None;
+    let mut all_detections: Vec<(chrono::DateTime<chrono::Utc>, RotationSite)> = Vec::new();
+    let mut tds_timeline: Vec<TdsScanOut> = Vec::new();
+    let is_ptds = is_ptds_product(&args.product);
+    for volume in &volumes {
+        let cache = match build_moment_cache(volume, is_ptds, &moment, &color_tables) {
+            Some(c) => c,
+            None => {
+                eprintln!("  Skipping volume: product unavailable");
+                continue;
+            }
+        };
+        let mut pixels = vec![0u8; viewport_rgba_buffer_len(viewport_options)];
+        let radar_img = match cache.render_moment_rgba_into(volume, viewport_options, &mut pixels) {
+            Ok((rw, rh)) => match RgbaImage::from_raw(rw, rh, pixels) {
+                Some(img) => img,
+                None => {
+                    eprintln!("  Skipping volume: buffer size mismatch");
+                    continue;
+                }
+            },
+            Err(e) => {
+                eprintln!("  Skipping volume: {e}");
+                continue;
+            }
+        };
+
+        let mut img = ImageBuffer::new(w, h);
+        for p in img.pixels_mut() {
+            *p = BG;
+        }
+
+        // Fill radar disk with land color (slightly inset from radius_px purely for
+        // visual framing — geo/marker coordinate math below uses the un-inset radius_px
+        // so it stays exactly aligned with the radar raster's pixel scale)
+        let land_disk_r = radius_px * 0.99;
+        for y in 0..h {
+            for x in 0..w {
+                let dx = x as f32 - cx;
+                let dy = y as f32 - cy;
+                if dx * dx + dy * dy <= land_disk_r * land_disk_r {
+                    img.put_pixel(x, y, LAND);
+                }
+            }
+        }
+
+        // State outlines
+        for state in &state_polys {
+            for ring in &state.rings {
+                let pts: Vec<(f32, f32)> = ring
+                    .iter()
+                    .map(|&(lat, lon)| {
+                        geo_to_pixel(
+                            lat,
+                            lon,
+                            cx,
+                            cy,
+                            radius_px,
+                            radar_lat,
+                            radar_lon,
+                            max_range_km,
+                        )
+                    })
+                    .collect();
+                for i in 0..pts.len() {
+                    let (x1, y1) = pts[i];
+                    let (x2, y2) = pts[(i + 1) % pts.len()];
+                    let d1 = ((x1 - cx).powi(2) + (y1 - cy).powi(2)).sqrt();
+                    let d2 = ((x2 - cx).powi(2) + (y2 - cy).powi(2)).sqrt();
+                    if d1 > radius_px && d2 > radius_px {
+                        continue;
+                    }
+                    if x1 >= 0.0 && y1 >= 0.0 && x2 >= 0.0 && y2 >= 0.0 {
+                        draw_line_segment_mut(&mut img, (x1, y1), (x2, y2), STATE_LINE);
+                    }
+                }
+            }
+        }
+
+        // Range rings — step scales with zoom so ~4-6 rings are visible at any range
+        let ring_step = if max_range_km <= 30.0 {
+            5.0
+        } else if max_range_km <= 60.0 {
+            10.0
+        } else if max_range_km <= 150.0 {
+            25.0
+        } else if max_range_km <= 300.0 {
+            50.0
+        } else {
+            100.0
+        };
+        let ring_intervals: Vec<f32> = {
+            let mut v = Vec::new();
+            let mut km = ring_step;
+            while km <= max_range_km {
+                v.push(km);
+                km += ring_step;
+            }
+            v
+        };
+        for &km in &ring_intervals {
+            let ring_r = (radius_px * km / max_range_km).round() as i32;
+            if ring_r < 5 || ring_r > radius_px as i32 + 5 {
+                continue;
+            }
+            draw_hollow_circle_mut(&mut img, (cx as i32, cy as i32), ring_r, RING);
+            let label = format!("{km:.0}km");
+            draw_text_mut(
+                &mut img,
+                RING_LABEL,
+                (cx + ring_r as f32 - 16.0) as i32,
+                (cy + 4.0) as i32,
+                small_scale,
+                &font,
+                &label,
+            );
+        }
+
+        // Compass
+        let compass_r = radius_px - 12.0;
+        for (angle, label) in [(-90.0f32, "N"), (0.0, "E"), (90.0, "S"), (180.0, "W")] {
+            let rad = angle * PI / 180.0;
+            let x = cx + rad.cos() * compass_r;
+            let y = cy + rad.sin() * compass_r;
+            draw_text_mut(
+                &mut img,
+                COMPASS,
+                (x - 6.0) as i32,
+                (y - 8.0) as i32,
+                small_scale,
+                &font,
+                label,
+            );
+        }
+
+        // Cities
+        for city in &cities {
+            let (px, py) = geo_to_pixel(
+                city.lat,
+                city.lon,
+                cx,
+                cy,
+                radius_px,
+                radar_lat,
+                radar_lon,
+                max_range_km,
+            );
+            if px >= 0.0 && px < w as f32 && py >= 0.0 && py < h as f32 {
+                let d = ((px - cx).powi(2) + (py - cy).powi(2)).sqrt();
+                if d <= radius_px {
+                    draw_filled_circle_mut(
+                        &mut img,
+                        (px as i32, py as i32),
+                        if city.major { 3 } else { 2 },
+                        CITY_DOT,
+                    );
+                    let scale = if city.major { label_scale } else { city_scale };
+                    draw_text_mut(
+                        &mut img,
+                        CITY_LABEL,
+                        (px + 4.0) as i32,
+                        (py - 5.0) as i32,
+                        scale,
+                        &font,
+                        &city.name,
+                    );
+                }
+            }
+        }
+
+        // Overlay radar
+        for (px, py, pixel) in radar_img.enumerate_pixels() {
+            if pixel[3] > 10 {
+                img.put_pixel(px, py, *pixel);
+            }
+        }
+
+        // Rotation / mesocyclone-TVS markers. `detect_rotation_sites` can return many weak
+        // circulations in a messy line — cap full ring+label treatment to the top 6 by Vrot
+        // (matches the embed's cap) and draw the rest as small unlabeled dots to avoid
+        // overlapping rings and colliding labels at storm-scale zoom.
+        if args.rotation {
+            let deduped = dedup_repeated_tilts(volume);
+            let sites = detect_rotation_sites(&deduped);
+            let mut ranked: Vec<&RotationSite> = sites.iter().collect();
+            ranked.sort_by(|a, b| b.vrot_mps.total_cmp(&a.vrot_mps));
+            for (i, site) in ranked.iter().enumerate() {
+                let range_km = (site.ground_range_m / 1000.0) as f32;
+                if range_km > max_range_km {
+                    continue;
+                }
+                let rad = site.azimuth_deg.to_radians();
+                let frac = range_km / max_range_km;
+                let px = cx + radius_px * frac * rad.sin();
+                let py = cy - radius_px * frac * rad.cos();
+                let (color, marker_r) = rotation_marker_style(site.strength);
+                if i < 6 {
+                    draw_hollow_circle_mut(&mut img, (px as i32, py as i32), marker_r, color);
+                    draw_hollow_circle_mut(&mut img, (px as i32, py as i32), marker_r + 1, color);
+                    let label = format!("{:.0}m/s", site.vrot_mps);
+                    let label_x = (px + marker_r as f32 + 4.0) as i32;
+                    let label_y = (py - 6.0) as i32;
+                    let label_w = (label.len() as i32 * 7).max(24);
+                    draw_filled_rect_mut(
+                        &mut img,
+                        Rect::at(label_x - 1, label_y - 1).of_size(label_w as u32, 15),
+                        LABEL_BG,
+                    );
+                    draw_text_mut(
+                        &mut img,
+                        color,
+                        label_x,
+                        label_y,
+                        small_scale,
+                        &font,
+                        &label,
+                    );
+                } else {
+                    draw_filled_circle_mut(&mut img, (px as i32, py as i32), 2, color);
+                }
+            }
+            // TDS colocation: sample the debris-signature score at the strongest
+            // couplet's position so scan-by-scan confidence can be reported alongside it.
+            if let Some(strongest) = sites
+                .iter()
+                .max_by(|a, b| a.vrot_mps.total_cmp(&b.vrot_mps))
+            {
+                if let Some((tds_cut_index, tds_grid)) = tds_score_grid(volume) {
+                    if let Some(tds_cut) = volume.cuts.get(tds_cut_index) {
+                        let range_km = (strongest.ground_range_m / 1000.0) as f32;
+                        if let Some(score) = sample_grid_max_near(
+                            tds_cut,
+                            &tds_grid,
+                            strongest.azimuth_deg,
+                            range_km,
+                            5.0,
+                            2.0,
+                        ) {
+                            tds_timeline.push(TdsScanOut {
+                                time: volume.volume_time.to_rfc3339(),
+                                tds_score: score,
+                                vrot_mps: strongest.vrot_mps,
+                                strength: strength_label(strongest.strength).to_string(),
+                            });
+                        }
+                    }
+                }
+            }
+
+            for site in &sites {
+                all_detections.push((volume.volume_time, *site));
+            }
+            if latest_rotation
+                .as_ref()
+                .is_none_or(|(t, _)| volume.volume_time > *t)
+            {
+                latest_rotation = Some((volume.volume_time, sites));
+            }
+        }
+
+        // Timestamp + site + product (with a backing panel so it stays legible over echoes)
+        draw_filled_rect_mut(&mut img, Rect::at(0, 0).of_size(160, 78), LABEL_BG);
+        let time_label = format!("{}Z", volume.volume_time.format("%H:%M"));
+        draw_text_mut(&mut img, LABEL, 14, 14, title_scale, &font, &time_label);
+        draw_text_mut(&mut img, COMPASS, 14, 36, label_scale, &font, &site);
+        let product_label = if is_ptds {
+            "PTDS".to_string()
+        } else {
+            args.product.clone()
+        };
+        draw_text_mut(
+            &mut img,
+            RING_LABEL,
+            14,
+            56,
+            small_scale,
+            &font,
+            &product_label,
+        );
+
+        frames.push(img);
+    }
+
+    if frames.is_empty() {
+        eprintln!("No frames could be rendered");
+        std::process::exit(1);
+    }
+    encode_gif(&frames, &args.output, args.delay);
+    println!("Wrote {} frames to {}", frames.len(), args.output.display());
+
+    if args.rotation {
+        if let Some((volume_time, sites)) = latest_rotation {
+            let out: Vec<RotationSiteOut> = sites.iter().map(rotation_site_out).collect();
+
+            let peak_vrot = all_detections
+                .iter()
+                .max_by(|a, b| a.1.vrot_mps.total_cmp(&b.1.vrot_mps))
+                .map(|(t, s)| RotationPeakOut {
+                    time: t.to_rfc3339(),
+                    site: rotation_site_out(s),
+                });
+            let peak_dv = all_detections
+                .iter()
+                .max_by(|a, b| a.1.gate_to_gate_dv_mps.total_cmp(&b.1.gate_to_gate_dv_mps))
+                .map(|(t, s)| RotationPeakOut {
+                    time: t.to_rfc3339(),
+                    site: rotation_site_out(s),
+                });
+
+            let payload = RotationPayload {
+                volume_time: volume_time.to_rfc3339(),
+                sites: out,
+                peak_vrot,
+                peak_dv,
+                tds_timeline,
+            };
+            let sidecar = args.output.with_extension("rotation.json");
+            if let Ok(json) = serde_json::to_string_pretty(&payload) {
+                if let Err(e) = std::fs::write(&sidecar, json) {
+                    eprintln!("Warning: failed to write rotation sidecar: {e}");
+                }
+            }
+        }
+    }
+}
+
+fn rotation_site_out(s: &RotationSite) -> RotationSiteOut {
+    RotationSiteOut {
+        azimuth_deg: s.azimuth_deg,
+        range_km: (s.ground_range_m / 1000.0) as f32,
+        vrot_mps: s.vrot_mps,
+        gtg_dv_mps: s.gate_to_gate_dv_mps,
+        rank: s.rank,
+        depth_tilts: s.depth_tilts,
+        depth_km: (s.depth_m / 1000.0) as f32,
+        base_elevation_deg: s.base_elevation_deg,
+        strength: strength_label(s.strength).to_string(),
+    }
+}
+
+#[derive(Serialize)]
+struct RotationSiteOut {
+    azimuth_deg: f32,
+    range_km: f32,
+    vrot_mps: f32,
+    gtg_dv_mps: f32,
+    rank: u8,
+    depth_tilts: usize,
+    depth_km: f32,
+    base_elevation_deg: f32,
+    strength: String,
+}
+
+#[derive(Serialize)]
+struct RotationPeakOut {
+    time: String,
+    #[serde(flatten)]
+    site: RotationSiteOut,
+}
+
+#[derive(Serialize)]
+struct TdsScanOut {
+    time: String,
+    tds_score: f32,
+    vrot_mps: f32,
+    strength: String,
+}
+
+#[derive(Serialize)]
+struct RotationPayload {
+    volume_time: String,
+    sites: Vec<RotationSiteOut>,
+    peak_vrot: Option<RotationPeakOut>,
+    peak_dv: Option<RotationPeakOut>,
+    tds_timeline: Vec<TdsScanOut>,
+}
+
+fn strength_label(strength: RotationStrength) -> &'static str {
+    match strength {
+        RotationStrength::WeakCirculation => "weak_circulation",
+        RotationStrength::ModerateCirculation => "moderate_circulation",
+        RotationStrength::Mesocyclone => "mesocyclone",
+        RotationStrength::Tvs => "tvs",
+    }
+}
+
+fn rotation_marker_style(strength: RotationStrength) -> (Rgba<u8>, i32) {
+    match strength {
+        RotationStrength::WeakCirculation => (Rgba([230, 220, 60, 255]), 10),
+        RotationStrength::ModerateCirculation => (Rgba([240, 150, 40, 255]), 12),
+        RotationStrength::Mesocyclone => (Rgba([235, 50, 50, 255]), 14),
+        RotationStrength::Tvs => (Rgba([230, 40, 230, 255]), 16),
+    }
+}
+
+/// TDWR and SAILS-enabled NEXRAD VCPs rescan the same low elevation multiple
+/// times per volume. `detect_rotation_sites` only examines the 8
+/// lowest-elevation velocity tilts, so redundant near-duplicate low tilts
+/// crowd out genuinely distinct mid-level tilts, starving vertical-continuity
+/// checks of the diversity they need. Keep only the first cut per ~0.1deg
+/// elevation bucket before handing the volume to the detector.
+fn dedup_repeated_tilts(
+    volume: &radar_core::RadarVolume,
+) -> std::borrow::Cow<'_, radar_core::RadarVolume> {
+    let mut seen = std::collections::HashSet::new();
+    let has_dupes = volume
+        .cuts
+        .iter()
+        .any(|c| !seen.insert((c.elevation_deg * 10.0).round() as i32));
+    if !has_dupes {
+        return std::borrow::Cow::Borrowed(volume);
+    }
+    let mut seen = std::collections::HashSet::new();
+    let mut deduped = volume.clone();
+    deduped
+        .cuts
+        .retain(|c| seen.insert((c.elevation_deg * 10.0).round() as i32));
+    std::borrow::Cow::Owned(deduped)
+}
+
+#[allow(clippy::too_many_arguments)]
+fn geo_to_pixel(
+    lat: f32,
+    lon: f32,
+    cx: f32,
+    cy: f32,
+    radius_px: f32,
+    radar_lat: f32,
+    radar_lon: f32,
+    max_range_km: f32,
+) -> (f32, f32) {
+    let dlat = (lat - radar_lat).to_radians();
+    let dlon = (lon - radar_lon).to_radians();
+    let lat1 = radar_lat.to_radians();
+    let lat2 = lat.to_radians();
+    let a = (dlat / 2.0).sin().powi(2) + lat1.cos() * lat2.cos() * (dlon / 2.0).sin().powi(2);
+    let c = 2.0 * (a.sqrt().min(1.0)).asin();
+    let dist_km = c * EARTH_RADIUS_KM;
+    let az = if dlon.abs() < 1e-8 && dlat.abs() < 1e-8 {
+        0.0
+    } else {
+        (dlon.sin() * lat2.cos())
+            .atan2(lat1.cos() * lat2.sin() - lat1.sin() * lat2.cos() * dlon.cos())
+    };
+    let frac = dist_km / max_range_km;
+    (
+        cx + radius_px * frac * az.sin(),
+        cy - radius_px * frac * az.cos(),
+    )
+}
+
+struct StatePoly {
+    _name: String,
+    rings: Vec<Vec<(f32, f32)>>,
+}
+
+fn load_site_coords() -> HashMap<&'static str, (f32, f32)> {
+    let text = std::str::from_utf8(SITES_CSV).expect("valid UTF-8");
+    text.lines()
+        .filter_map(|line| {
+            let parts: Vec<&str> = line.split(',').collect();
+            if parts.len() < 3 {
+                return None;
+            }
+            Some((
+                parts[0].trim(),
+                (parts[1].trim().parse().ok()?, parts[2].trim().parse().ok()?),
+            ))
+        })
+        .collect()
+}
+
+fn load_state_polys() -> Vec<StatePoly> {
+    let data: serde_json::Value = serde_json::from_slice(STATES_JSON).expect("parse state GeoJSON");
+    let features = data["features"].as_array().expect("features array");
+    features
+        .iter()
+        .filter_map(|feat| {
+            let name = feat["properties"]["name"].as_str()?.to_string();
+            let geom = &feat["geometry"];
+            let mut rings = Vec::new();
+            match geom["type"].as_str()? {
+                "Polygon" => {
+                    if let Some(coords) = geom["coordinates"][0].as_array() {
+                        let ring: Vec<(f32, f32)> = coords
+                            .iter()
+                            .filter_map(|c| Some((c[1].as_f64()? as f32, c[0].as_f64()? as f32)))
+                            .collect();
+                        rings.push(ring);
+                    }
+                }
+                "MultiPolygon" => {
+                    if let Some(polys) = geom["coordinates"].as_array() {
+                        for poly in polys {
+                            if let Some(coords) = poly[0].as_array() {
+                                let ring: Vec<(f32, f32)> = coords
+                                    .iter()
+                                    .filter_map(|c| {
+                                        Some((c[1].as_f64()? as f32, c[0].as_f64()? as f32))
+                                    })
+                                    .collect();
+                                rings.push(ring);
+                            }
+                        }
+                    }
+                }
+                _ => {}
+            }
+            Some(StatePoly { _name: name, rings })
+        })
+        .collect()
+}
+
+struct City {
+    name: String,
+    lat: f32,
+    lon: f32,
+    major: bool,
+}
+
+fn get_major_cities() -> Vec<City> {
+    vec![
+        City {
+            name: "NYC".into(),
+            lat: 40.713,
+            lon: -74.006,
+            major: true,
+        },
+        City {
+            name: "Los Angeles".into(),
+            lat: 34.052,
+            lon: -118.244,
+            major: true,
+        },
+        City {
+            name: "Chicago".into(),
+            lat: 41.878,
+            lon: -87.630,
+            major: true,
+        },
+        City {
+            name: "Houston".into(),
+            lat: 29.760,
+            lon: -95.370,
+            major: true,
+        },
+        City {
+            name: "Phoenix".into(),
+            lat: 33.448,
+            lon: -112.074,
+            major: true,
+        },
+        City {
+            name: "San Antonio".into(),
+            lat: 29.424,
+            lon: -98.494,
+            major: true,
+        },
+        City {
+            name: "Dallas".into(),
+            lat: 32.777,
+            lon: -96.797,
+            major: true,
+        },
+        City {
+            name: "San Diego".into(),
+            lat: 32.716,
+            lon: -117.161,
+            major: true,
+        },
+        City {
+            name: "Austin".into(),
+            lat: 30.267,
+            lon: -97.743,
+            major: true,
+        },
+        City {
+            name: "Denver".into(),
+            lat: 39.739,
+            lon: -104.990,
+            major: true,
+        },
+        City {
+            name: "Ft Worth".into(),
+            lat: 32.755,
+            lon: -97.331,
+            major: false,
+        },
+        City {
+            name: "Oklahoma City".into(),
+            lat: 35.468,
+            lon: -97.516,
+            major: false,
+        },
+        City {
+            name: "Tulsa".into(),
+            lat: 36.154,
+            lon: -95.993,
+            major: false,
+        },
+        City {
+            name: "Wichita".into(),
+            lat: 37.687,
+            lon: -97.337,
+            major: false,
+        },
+        City {
+            name: "Kansas City".into(),
+            lat: 39.100,
+            lon: -94.580,
+            major: false,
+        },
+        City {
+            name: "Amarillo".into(),
+            lat: 35.222,
+            lon: -101.831,
+            major: false,
+        },
+        City {
+            name: "Albuquerque".into(),
+            lat: 35.085,
+            lon: -106.606,
+            major: false,
+        },
+        City {
+            name: "Little Rock".into(),
+            lat: 34.746,
+            lon: -92.290,
+            major: false,
+        },
+        City {
+            name: "Shreveport".into(),
+            lat: 32.525,
+            lon: -93.750,
+            major: false,
+        },
+        City {
+            name: "Memphis".into(),
+            lat: 35.149,
+            lon: -90.049,
+            major: false,
+        },
+        City {
+            name: "Nashville".into(),
+            lat: 36.163,
+            lon: -86.782,
+            major: false,
+        },
+        City {
+            name: "Knoxville".into(),
+            lat: 35.960,
+            lon: -83.921,
+            major: false,
+        },
+        City {
+            name: "Jackson MS".into(),
+            lat: 32.299,
+            lon: -90.185,
+            major: false,
+        },
+        City {
+            name: "Baton Rouge".into(),
+            lat: 30.421,
+            lon: -91.153,
+            major: false,
+        },
+        City {
+            name: "New Orleans".into(),
+            lat: 29.949,
+            lon: -90.071,
+            major: false,
+        },
+        City {
+            name: "St Louis".into(),
+            lat: 38.627,
+            lon: -90.199,
+            major: false,
+        },
+        City {
+            name: "Atlanta".into(),
+            lat: 33.749,
+            lon: -84.388,
+            major: true,
+        },
+        City {
+            name: "Minneapolis".into(),
+            lat: 44.978,
+            lon: -93.265,
+            major: true,
+        },
+        City {
+            name: "Omaha".into(),
+            lat: 41.256,
+            lon: -95.934,
+            major: false,
+        },
+        City {
+            name: "Des Moines".into(),
+            lat: 41.587,
+            lon: -93.624,
+            major: false,
+        },
+        City {
+            name: "Lincoln".into(),
+            lat: 40.813,
+            lon: -96.703,
+            major: false,
+        },
+        City {
+            name: "Topeka".into(),
+            lat: 39.048,
+            lon: -95.678,
+            major: false,
+        },
+        City {
+            name: "Salt Lake City".into(),
+            lat: 40.760,
+            lon: -111.888,
+            major: false,
+        },
+        City {
+            name: "Boise".into(),
+            lat: 43.617,
+            lon: -116.200,
+            major: false,
+        },
+        City {
+            name: "Seattle".into(),
+            lat: 47.606,
+            lon: -122.332,
+            major: true,
+        },
+        City {
+            name: "Portland".into(),
+            lat: 45.515,
+            lon: -122.679,
+            major: false,
+        },
+        City {
+            name: "Sacramento".into(),
+            lat: 38.581,
+            lon: -121.494,
+            major: false,
+        },
+        City {
+            name: "San Francisco".into(),
+            lat: 37.774,
+            lon: -122.419,
+            major: true,
+        },
+        City {
+            name: "Las Vegas".into(),
+            lat: 36.115,
+            lon: -115.173,
+            major: true,
+        },
+        City {
+            name: "Tucson".into(),
+            lat: 32.222,
+            lon: -110.926,
+            major: false,
+        },
+        City {
+            name: "El Paso".into(),
+            lat: 31.761,
+            lon: -106.485,
+            major: false,
+        },
+        City {
+            name: "Corpus Christi".into(),
+            lat: 27.784,
+            lon: -97.510,
+            major: false,
+        },
+        City {
+            name: "Miami".into(),
+            lat: 25.761,
+            lon: -80.192,
+            major: true,
+        },
+        City {
+            name: "Tampa".into(),
+            lat: 27.951,
+            lon: -82.458,
+            major: false,
+        },
+        City {
+            name: "Jacksonville".into(),
+            lat: 30.332,
+            lon: -81.656,
+            major: false,
+        },
+        City {
+            name: "Charlotte".into(),
+            lat: 35.227,
+            lon: -80.843,
+            major: false,
+        },
+        City {
+            name: "Raleigh".into(),
+            lat: 35.780,
+            lon: -78.639,
+            major: false,
+        },
+        City {
+            name: "Norfolk".into(),
+            lat: 36.851,
+            lon: -76.285,
+            major: false,
+        },
+        City {
+            name: "Washington DC".into(),
+            lat: 38.907,
+            lon: -77.037,
+            major: true,
+        },
+        City {
+            name: "Baltimore".into(),
+            lat: 39.290,
+            lon: -76.612,
+            major: false,
+        },
+        City {
+            name: "Philadelphia".into(),
+            lat: 39.952,
+            lon: -75.165,
+            major: true,
+        },
+        City {
+            name: "New York".into(),
+            lat: 40.713,
+            lon: -74.006,
+            major: true,
+        },
+        City {
+            name: "Boston".into(),
+            lat: 42.360,
+            lon: -71.059,
+            major: true,
+        },
+        City {
+            name: "Pittsburgh".into(),
+            lat: 40.441,
+            lon: -79.996,
+            major: false,
+        },
+        City {
+            name: "Cincinnati".into(),
+            lat: 39.103,
+            lon: -84.512,
+            major: false,
+        },
+        City {
+            name: "Indianapolis".into(),
+            lat: 39.768,
+            lon: -86.158,
+            major: false,
+        },
+        City {
+            name: "Detroit".into(),
+            lat: 42.331,
+            lon: -83.046,
+            major: true,
+        },
+        City {
+            name: "Cleveland".into(),
+            lat: 41.499,
+            lon: -81.694,
+            major: false,
+        },
+        City {
+            name: "Milwaukee".into(),
+            lat: 43.039,
+            lon: -87.906,
+            major: false,
+        },
+        City {
+            name: "Louisville".into(),
+            lat: 38.253,
+            lon: -85.758,
+            major: false,
+        },
+        City {
+            name: "Lexington".into(),
+            lat: 38.041,
+            lon: -84.458,
+            major: false,
+        },
+        City {
+            name: "Bowling Green".into(),
+            lat: 36.990,
+            lon: -86.444,
+            major: false,
+        },
+        City {
+            name: "Paducah".into(),
+            lat: 37.083,
+            lon: -88.600,
+            major: false,
+        },
+        City {
+            name: "Owensboro".into(),
+            lat: 37.771,
+            lon: -87.110,
+            major: false,
+        },
+        City {
+            name: "Richmond KY".into(),
+            lat: 37.748,
+            lon: -84.294,
+            major: false,
+        },
+    ]
+}
+
+fn parse_moment(name: &str) -> MomentType {
+    match name.to_lowercase().as_str() {
+        "reflectivity" | "ref" | "dbz" => MomentType::Reflectivity,
+        "velocity" | "vel" => MomentType::Velocity,
+        "spectrum-width" | "sw" => MomentType::SpectrumWidth,
+        "zdr" => MomentType::DifferentialReflectivity,
+        "cc" | "rhohv" => MomentType::CorrelationCoefficient,
+        "phidp" => MomentType::DifferentialPhase,
+        "kdp" => MomentType::SpecificDifferentialPhase,
+        // PTDS isn't a native moment on the volume — build_moment_cache branches on
+        // is_ptds_product and derives it separately, this is just an unused placeholder.
+        "tds" | "ptds" => MomentType::Reflectivity,
+        _ => {
+            eprintln!("Unknown product '{name}', using reflectivity");
+            MomentType::Reflectivity
+        }
+    }
+}
+
+fn is_ptds_product(product: &str) -> bool {
+    matches!(product.to_lowercase().as_str(), "tds" | "ptds")
+}
+
+/// TDS (tornadic debris signature) confidence: BowEcho's `product_engine` combines
+/// reflectivity + CC dropout + ZDR into a single 0-100 score on the lowest reflectivity
+/// tilt. Velocity/rotation isn't part of this score directly — that's folded in
+/// separately by sampling this grid at each detected rotation site's position.
+/// The lowest-elevation *reflectivity-only surveillance* cut (what `base_tilt_cut`
+/// picks for MomentType::Reflectivity) often lacks CC/ZDR — those ride on a separate
+/// Doppler cut at the same elevation. TDS needs REF+CC(+ZDR) together on one cut, so
+/// pick the lowest-elevation cut that actually carries both.
+fn lowest_dual_pol_cut(volume: &RadarVolume) -> Option<usize> {
+    volume
+        .cuts
+        .iter()
+        .enumerate()
+        .filter(|(_, c)| {
+            c.moments.contains_key(&MomentType::Reflectivity)
+                && c.moments.contains_key(&MomentType::CorrelationCoefficient)
+        })
+        .min_by(|a, b| a.1.elevation_deg.total_cmp(&b.1.elevation_deg))
+        .map(|(i, _)| i)
+}
+
+fn tds_score_grid(volume: &RadarVolume) -> Option<(usize, MomentGrid)> {
+    let cut_index = lowest_dual_pol_cut(volume)?;
+    let cut = volume.cuts.get(cut_index)?;
+    let config =
+        DerivationConfig::with_products(RadarBand::S, [DerivedSweepProduct::TdsConfidence]);
+    let grid = derive_product(cut, DerivedSweepProduct::TdsConfidence, &config)?;
+    Some((cut_index, grid))
+}
+
+fn build_moment_cache(
+    volume: &RadarVolume,
+    is_ptds: bool,
+    moment: &MomentType,
+    color_tables: &ColorTableSet,
+) -> Option<ViewportMomentCache> {
+    if is_ptds {
+        let (cut_index, grid) = tds_score_grid(volume)?;
+        ViewportMomentCache::new_derived(
+            volume,
+            cut_index,
+            grid,
+            ColorTableFamily::Probability,
+            color_tables,
+        )
+        .ok()
+    } else {
+        let cut_index = base_tilt_cut(volume, moment).unwrap_or(0);
+        let cut = volume.cuts.get(cut_index)?;
+        let grid = cut.moments.get(moment)?;
+        let smoothed = smooth_moment_grid(grid);
+        let family = color_family_for_moment(moment);
+        ViewportMomentCache::new_derived(volume, cut_index, smoothed, family, color_tables).ok()
+    }
+}
+
+fn angular_diff(a: f32, b: f32) -> f32 {
+    let d = (a - b).abs() % 360.0;
+    d.min(360.0 - d)
+}
+
+/// Sample a MomentGrid's value at the nearest radial/gate to a given azimuth+range.
+/// Debris balls and the couplet's exact flagged gate rarely land on the same pixel —
+/// search a small azimuth/range window around the site and take the max, rather than
+/// sampling one nearest gate (which reliably undershoots true colocated TDS score).
+fn sample_grid_max_near(
+    cut: &ElevationCut,
+    grid: &MomentGrid,
+    azimuth_deg: f32,
+    range_km: f32,
+    az_window_deg: f32,
+    range_window_km: f32,
+) -> Option<f32> {
+    let target_range_m = range_km * 1000.0;
+    let range_window_m = range_window_km * 1000.0;
+    let gate_spacing = grid.gate_range.gate_spacing_m as f32;
+    let first_gate = grid.gate_range.first_gate_m as f32;
+    let gate_lo = (((target_range_m - range_window_m - first_gate) / gate_spacing)
+        .floor()
+        .max(0.0)) as usize;
+    let gate_hi = (((target_range_m + range_window_m - first_gate) / gate_spacing)
+        .ceil()
+        .max(0.0)) as usize;
+    let gate_hi = gate_hi.min(grid.gate_range.gate_count.saturating_sub(1));
+
+    let mut best: Option<f32> = None;
+    for (row, &radial_idx) in grid.radial_indices.iter().enumerate() {
+        let Some(radial) = cut.radials.get(radial_idx) else {
+            continue;
+        };
+        if angular_diff(radial.azimuth_deg, azimuth_deg) > az_window_deg {
+            continue;
+        }
+        for gate in gate_lo..=gate_hi {
+            if let Some(v) = grid.scaled_value(row, gate) {
+                if v.is_finite() {
+                    best = Some(best.map_or(v, |b| b.max(v)));
+                }
+            }
+        }
+    }
+    best
+}
+
+fn encode_gif(frames: &[RgbaImage], path: &Path, delay_cs: u16) {
+    let file = std::fs::File::create(path).expect("failed to create output file");
+    let mut encoder = GifEncoder::new_with_speed(file, 30);
+    encoder.set_repeat(Repeat::Infinite).expect("set repeat");
+    for img in frames {
+        let delay = Delay::from_numer_denom_ms(delay_cs as u32 * 10, 1);
+        encoder
+            .encode_frame(Frame::from_parts(img.clone(), 0, 0, delay))
+            .expect("encode gif frame");
+    }
+}
diff --git a/requirements.txt b/requirements.txt
index 4d82e90e..db04c849 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,6 +7,7 @@ numpy>=2.2.6,<3.0
 matplotlib>=3.10.9,<4.0
 requests>=2.34.2,<3.0
 sounderpy>=3.1.0,<4.0
+beautifulsoup4>=4.12.0,<5.0
 metpy>=1.7.1,<2.0
 Cartopy>=0.25.0,<0.26.0
 scipy>=1.17.1,<2.0