University of Idaho × MindRouter

Twenty web apps built by AI coding agents on MindRouter

Five open agentic coding harnesses, running on MindRouter's default-agent model (qwen/qwen3.8-27b), wrote the app code. An AI reviewer wrote each spec and round of feedback; an independent AI critic used and scored each app, marking 20 shipped and 0 needs work. An authorship audit confirmed this, with a few caveats — read the full audit.

Browse the 20 apps How they were built

Apps: 20
Harness rounds: 335
Hours of harness work: 55.9
Lines of app JavaScript: 35,123

20 of 20 apps

Research Built with OpenCode

AI Workload Estimator

Plan an LLM-assisted research project on MindRouter

Critic's summary

Plan a batch AI job on MindRouter before you run it. Describe your documents (or paste a sample), pick a task and a model from a snapshot of MindRouter's model catalog, and see estimated tokens, run time, quota use and how each item gets chunked to fit the model's context window. It also compares three models side by side and writes a ready-to-run Python batching script with your settings.

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Research Built with Pi

Citation Constellation

Co-author and topic networks from BibTeX

Critic's summary

Citation Constellation turns a BibTeX or RIS export into an interactive co-author network and keyword map, with a publications-per-year timeline that filters both. It opens with 120 real University of Idaho journal articles from Crossref (2022-2026). Click an author to see their collaborators, venues and DOI links, or paste or drop your own library, which is parsed entirely in your browser.

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Administration Built with Goose

Classroom Utilization Explorer

Where and when is teaching space actually used?

Critic's summary

See which classrooms sit empty, which are double-booked and which classes are in rooms far too big. It opens with a clearly labeled synthetic sample term and can load your own schedule CSV, with column mapping and validation done entirely in your browser. Set the teaching week and targets, then explore a week-by-hour heatmap, a sortable rooms table, daily schedules per building, a find-a-room tool and a printable summary report.

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Administration Built with Pi

Cohort Flow

Retention and graduation pathways dashboard

Critic's summary

Cohort Flow follows students who entered in a given term through every later semester and shows who continues, changes college, stops out or graduates. It ships with a clearly labeled fictional sample of 1,999 students, and you can import your own de-identified cohort CSV, which never leaves the browser. Published IPEDS retention and graduation rates for the University of Idaho sit alongside for context.

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Research Built with Goose

Data Management Plan Builder

Guided NSF / NIH data management and sharing plans

Critic's summary

Pick NSF, NIH or USDA-NIFA and answer a step-by-step interview to draft a data management and sharing plan in that sponsor's current format. NSF uses the 2026 Research.gov webform with one entry per data category; NIH uses the 2026 eight-element format. A live preview counts words and estimates pages, a reviewer checklist shows what is still missing, and drafts save in your browser and export to Markdown or a print view. A labelled example plan shows what a finished plan looks like.

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Education Built with OpenCode

Degree Pathways

Plan a four-year path through prerequisites

Critic's summary

Explore the prerequisite web for the University of Idaho B.S. in Computer Science (2026-2027 catalog). Hover a course to see what it needs and what it unlocks, then build a four-year plan by dragging courses into semesters. The plan re-checks prerequisites, credit loads, term availability and degree requirements as you go, and you can try what-ifs like a failed or transferred course, share the plan by link, or print an advising sheet.

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Administration Built with OpenCode

Extension Atlas

U of I Extension across Idaho's counties

Critic's summary

A map of University of Idaho Extension across Idaho's 44 counties: 45 county and tribal offices and 10 research and Extension centers, taken from the university's public pages and placed with the Census Bureau geocoder. Shade counties by 2020 population, population per office or distance to the nearest office, filter by region or program area, and click a county, marker or table row to see an address and a link to the office's page. Type a town or click the map to list the five closest locations by straight-line distance, then export the table as CSV or the map as PNG.

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Research Built with Codex CLI

Grant Budget Builder

Multi-year sponsored-project budgets

Critic's summary

Build a five-year federal grant budget: add personnel with effort and appointment months, then add travel, equipment, materials, participant support, subawards, tuition and other costs. The app escalates salaries, applies fringe, and computes indirect costs on the correct MTDC base, with a panel showing exactly what was excluded and why. You can compare scenarios, solve for the effort that fits a sponsor cap, and export JSON, CSV or a printable budget justification.

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Scientific visualization Built with Goose

Idaho Seismic Atlas

Earthquakes in and around Idaho

Critic's summary

An animated map of every M2+ earthquake recorded in and around Idaho since 1980, drawn from the USGS catalog. Press play to watch four decades of shaking unfold, drag a box on the map to compare a region's magnitude statistics, or open the 2020 Stanley M6.5 spotlight to replay its first 90 days of aftershocks and see how their rate decays.

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Scientific visualization Built with Codex CLI

Palouse Growing Season Planner

Growing degree days and frost risk for Moscow, Idaho

Critic's summary

Explore 133 years of daily temperatures from the University of Idaho campus weather station in Moscow. Pick a Palouse crop and planting date to see growing degree days build up against the 1991–2020 normal, with the date each growth stage is reached. You can also check the odds of a late spring or early fall freeze, and browse a daily temperature-anomaly calendar and the warmest and coldest seasons on record.

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Education Built with Pi

Recall

Spaced-repetition flashcards for any course

Critic's summary

Recall is a flashcard app that schedules your reviews with the SM-2 spaced-repetition method and keeps all decks and progress in your own browser. Start with two starter decks (Idaho state symbols and elevations checked against the Idaho Code and USGS, and statistics terms from the NIST/SEMATECH e-Handbook) or make your own by importing a CSV file or pasting 'term — definition' notes. A progress dashboard shows the review forecast for the next 16 weeks, an estimated retention curve, your streak and your hardest cards.

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Scientific visualization Built with Pi

River Pulse

Idaho streamflow explorer

Critic's summary

River Pulse charts 37 years of real USGS daily streamflow for six Idaho gauges, from the Snake River at Weiser to Paradise Creek on the Moscow campus. Pick a gauge on the map, drag across the hydrograph to zoom into a flood, and compare any water year with the median and 10–90th percentile range of all the others. A sortable peak-flow table ranks every year, and you can export the visible date range as CSV.

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Education Built with Goose

Rubric Studio

Build rubrics, grade a class, see the patterns

Critic's summary

Rubric Studio lets an instructor build an analytic rubric, grade a class one student at a time with number keys and a reusable comment bank, and see where students struggled. It opens with a fictional 30-student chemistry lab-report class so the heatmap, score histogram, criterion difficulty chart and flagged-student lists have data to show, and it exports detailed or gradebook-ready CSVs plus one printable feedback sheet per student.

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Education Built with Codex CLI

Seeing Statistics

Explorable explanations for intro stats

Critic's summary

Five short, hands-on chapters for intro statistics. Sample real daily high temperatures from the University of Idaho campus weather station, sketch any population and watch sample means form a bell curve, rain 100 confidence intervals and count the misses, drag data points to move a t-test's p-value, and fit a regression line against least squares. Each chapter ends with quick questions that explain the answer.

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Scientific visualization Built with OpenCode

Sequence Studio

DNA and protein sequence workbench

Critic's summary

Sequence Studio analyses DNA sequences in the browser: paste, pick or drop a FASTA file, or start from bundled NCBI records for phage lambda, human insulin mRNA and the pEGFP-N1 plasmid. It draws a circular or linear map with six-frame ORFs and restriction sites, sliding-window GC content and GC skew, and a codon-usage heatmap for any ORF. It can also translate a region, reverse-complement it, search for IUPAC motifs on both strands, and export ORFs as FASTA and results as CSV.

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Scientific visualization Built with ForgeCode

Snowpack Watch

SNOTEL snow-water equivalent tracker

Critic's summary

Snowpack Watch tracks snow-water equivalent at six Idaho SNOTEL stations, from Moscow Mountain to Galena Summit, using real USDA NRCS daily data since 2001. Compare this winter against the 1991-2020 median and every past year, see when snowpack peaked and melted out, put two stations side by side, and replay a season day by day.

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Research Built with ForgeCode

Study Power Lab

Sample size and statistical power, visually

Critic's summary

Study Power Lab works out how many participants, plots or animals a study needs for six common tests: two-sample and paired t, one-way ANOVA, two proportions, correlation and chi-square goodness of fit. Choose to solve for sample size, power or the smallest detectable effect, and the power curve and the null-versus-alternative plot update as you type, with dropout and unequal group sizes included. Every number is computed in the page and checked against 32 reference cases from statsmodels, SciPy and the G*Power manual.

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Administration Built with Codex CLI

Travel Expense Reconciler

Per-diem math and receipt checks for university travel

Critic's summary

Enter a university trip (dates, travelers, where you sleep each night and which meals a conference provides) and the app works out each day's meal and lodging allowance from real GSA FY2026 rates. It uses the University of Idaho rule by default (noon / 6 p.m. timing, $58.00 Idaho in-state rate), or the federal 75% rule for federally sponsored travel. Add receipts, with image thumbnails kept in your browser, to see over-cap lodging, missing or duplicate receipts, per-traveler totals and charts, then export a CSV or print a summary.

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Administration Built with ForgeCode

Two-Time-Zone Meeting Finder

Schedule across Moscow, Boise, Idaho Falls and beyond

Critic's summary

Plan a meeting for people split between Idaho's Pacific-time north (Moscow, Coeur d'Alene) and Mountain-time south (Boise, Idaho Falls, Twin Falls), or anywhere else. Add participants, paint each person's free hours in their own local time or paste busy blocks from a calendar .ics file. The app then shows a heatmap of who is free when and ranks the best slots. Every suggestion is shown in each person's local time, with daylight saving handled, and the chosen slot can be downloaded as a calendar invite or copied as a text summary.

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Education Built with ForgeCode

Virtual Titration Lab

Acid–base titration and buffer simulator

Critic's summary

A virtual acid-base titration bench: choose an acid or base, add titrant drop by drop from an animated burette, and watch the indicator color and the titration curve change while an exact charge-balance solver computes the pH. Derivative plots locate each equivalence point, a buffer builder compares the exact pH with Henderson-Hasselbalch and charts buffer capacity, and an unknown-acid challenge scores how well you identify a sample.

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