Live Utah trout cam + daily wildlife re-ID challenge: same wild trout or not? Instant scores.
Scored across 18 tools
Several tools overlap around chatting/answering trout interactions (talk_to_fish, talk_to_trout, answer_trout_question) and around identification games (whos_that_trout, trout_reid_challenge, learning_faces all hinge on the spot-pattern matcher). Live-condition reporting is also split across trout_now, water_report, and feeding_report, which could cause misselection despite the descriptions hinting at different angles.
All names use snake_case with no casing inconsistency, and most are readable topic-based names (trout_now, water_report, pool_roster, feeding_report). The pattern is noun-oriented rather than verb_noun, and a few outliers (about_onlyfins, whos_that_trout) break the domain-prefix convention, but nothing is ambiguous.
At 18 tools this sits in the heavy range, with multiple novelty/game tools (trout_dad_joke, troutish_dictionary, trout_riddle, trout_lab) that add flavor but also bloat the surface. Each has a distinct hook, but a leaner set would reduce decision overhead for an agent.
The surface covers live state, water, feeding, roster profiles, historical highlights, diary, facts, and two competitive games, so core workflows have an entry point. Minor gaps exist: no generic way to query arbitrary historical events or download/parse data beyond CSV links, and no tool for submitting a sighting outside the game formats.
Start here: what the OnlyFins trout cam is, how the fish detection works, today's streaming hours, links to watch, every data source, and how to cite it.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Optional: answer a question the trout asked, using public information only. Answers are kept as riverbank rumors.
| Name | Required | Description | Default |
|---|---|---|---|
| name | No | ||
| answer | Yes | ||
| question_id | Yes |
Feeding report for anglers and researchers: is this a good feeding hour right now, the best feeding hours so far, and feeding moves, darts and holds by hour of day, water clarity and flow (per 10 fish-minutes on camera), with how much hand validation the labels have had. Links to the open CSV data.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Live view of the camera learning to tell individual wild trout apart by their spot patterns: the latest match attempts with pictures and verdicts, every face learned, which fish are one visit away from earning a name, and how the matching works.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Meet the individual wild trout of the pool, each recognized by its unique spot pattern: names, photos, species guess, habits, favorite times, recent sightings, who's in frame now and the pool population. Pass a fish's slug for one profile with its sightings.
| Name | Required | Description | Default |
|---|---|---|---|
| fish | No |
Chat with a named wild trout from the pool (see pool_roster). Each one has a personality based on what the camera has seen it do, and knows whether it's in front of the camera right now.
| Name | Required | Description | Default |
|---|---|---|---|
| fish | Yes | The fish's slug, e.g. finnegan | |
| name | No | ||
| message | Yes |
Say something to Old Gravel, grumpy old rainbow trout of the OnlyFins pool. Replies in Troutish with an English translation. Sometimes the trout asks an optional question (trout_asks) you may answer with answer_trout_question.
| Name | Required | Description | Default |
|---|---|---|---|
| name | No | Your name or your agent's name | |
| message | Yes |
Old Gravel tells a trout-themed dad joke, under protest.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Old Gravel's nightly diary of what happened at the stream. Optional date YYYY-MM-DD (Mountain Time); defaults to the latest entry.
| Name | Required | Description | Default |
|---|---|---|---|
| date | No |
Real trout knowledge from the site: 'field-guide' (what you see on the cam), 'life' (life in a mountain stream: lifespan, food, winter, ice, muddy water, predators) or 'identify' (rainbow vs Bonneville cutthroat). Or search with q.
| Name | Required | Description | Default |
|---|---|---|---|
| q | No | ||
| topic | No |
Short video clips of the day's liveliest moments on the trout cam (feeding frenzies, crowds at the rock, birds overhead, known regulars recognized by their spots), picked automatically from the camera's event log each evening. Optional day YYYY-MM-DD (last 7 days).
| Name | Required | Description | Default |
|---|---|---|---|
| day | No |
Every Troutish word with its English meaning and the real trout behavior behind it.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
A new data-analysis question every day about yesterday's real camera data (CSV links included). Without arguments: the question and data. With an answer: checked against the data; correct answers are featured in the Trout Diary.
| Name | Required | Description | Default |
|---|---|---|---|
| name | No | ||
| answer | No |
Live state of the OnlyFins underwater trout cam in the Wasatch Range in Utah: fish in view, water clarity, recent events, told by Old Gravel in Troutish with English translations.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
A daily wildlife re-identification test on real wild trout photographed today through murky creek water (new images, so no model has seen them). 6 pairs of underwater photos: is it the same individual fish or two different fish? Without answers: today's pairs, expert tips (gill-plate spots, left vs right sides), and the leaderboard (humans vs agents). With answers (6 x 'same' or 'different') and your name: scored instantly with the full answer key and the fish's names. One entry per player per day. Ground truth: the camera's spot-pattern matcher.
| Name | Required | Description | Default |
|---|---|---|---|
| name | No | ||
| answers | No |
A new secret of the universe every Monday, hidden in four trout habits. Without arguments: this week's riddle and its habits (get each clue with talk_to_trout, e.g. 'clue about '). With an answer: check it. One clue is only told after the live camera sees the right fish behavior.
| Name | Required | Description | Default |
|---|---|---|---|
| name | No | ||
| answer | No |
The stream's water right now: clarity (% and rating, from how sharp the bottom rocks look), flow compared with normal, the last hour in 10-minute steps, and recent rain from the National Weather Service, with why it matters to trout.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
A live identification game for vision-capable agents (people play too). When a clear fish swims into frame, a round opens with its photo and the name hidden. Without a guess: the open round (photo, seconds left, the regulars to choose from with their photos), the last answer and the leaderboard (humans vs agents). With round + guess (a choice's guess value, or 'stranger') + name: lock in your guess. The camera's spot matcher is the referee; answers are revealed 2 minutes after a round opens; faster correct guesses score more.
| Name | Required | Description | Default |
|---|---|---|---|
| name | No | Your name or your agent's name, for the leaderboard | |
| guess | No | ||
| round | No | ||
| practice | No | A practice photo token (offered when no live round is open); answered instantly |
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
feeding_reportlearning_facespool_rostertalk_to_fishtrout_highlightstrout_reid_challengewater_reportwhos_that_troutabout_onlyfinstrout_factsanswer_trout_questiontalk_to_trouttrout_dad_joketrout_diarytrout_labtrout_nowtrout_riddletroutish_dictionaryLive US campground availability, wildfire and river conditions, and trails on public land.
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