♻️ loop-anything-hub

loop-engineering-anything

Tools that grade themselves better

Each demo is a real target our loop made agent-native, then refactored toward Grade A — generate → judge → refactor, with the grade trajectory shown.

Browse demos Add your own

arXiv search CLI (Printing-Press) — refine-loop proof

Research / scholarly search

https://export.arxiv.org/api

— not yet run —

?draft

by @wjlgatech

Automate-your-own-job-first loop

Personal automation & DX

a daily standup-digest CLI over a captured day of team activity

F → A

Aconvergedverified run
report →

by @wjlgatech

PubChem discovery CLI

Biotech & drug discovery

https://pubchem.ncbi.nlm.nih.gov/rest/pug

C → B → B

Bstoppedillustrative — not a verified run
report →

by @wjlgatech

ClinicalTrials.gov CLI

Clinical trials & health

https://clinicaltrials.gov/api/v2

D → C → B → A

Aconvergedillustrative — not a verified run
report →

by @wjlgatech

Curriculum tool CLI

Education & curriculum

services/example-curriculum

C → B → A

Aconvergedillustrative — not a verified run
report →

by @wjlgatech

factcli — self-contained agent-native CLI

Self-contained proof

a tiny CLI graded on the D2 non-interactive contract (version / project new / fs ls)

F → A

Aconvergedverified run
report →

by @wjlgatech

Hacker News CLI (Printing-Press) — refine-loop proof

News / social aggregation

https://hacker-news.firebaseio.com

— not yet run —

?draft

by @wjlgatech

SEC EDGAR compliance CLI

Legal & compliance

https://data.sec.gov/submissions

C → B → A

Aconvergedillustrative — not a verified run
report →

by @wjlgatech

One-person industrial engine (fleet loop)

Solo founder / one-person company

a 2-slice product fleet — an API CLI and a dependent daily-digest CLI

F → A

Aconvergedverified run
report →

by @wjlgatech

Autonomous PR-lifecycle CLI

Interactive spec / PR lifecycle

https://api.github.com

C → B → A

Aconvergedillustrative — not a verified run
report →

by @wjlgatech

Frankfurter FX CLI

Quant asset management

https://api.frankfurter.app

C → B → A

Aconvergedillustrative — not a verified run
report →

by @wjlgatech

Open-Meteo forecast CLI

Weather & forecasting

https://api.open-meteo.com/v1

C → B → A

Aconvergedillustrative — not a verified run
report →

by @wjlgatech

Microservice ops CLI

Complex software architecture

services/example-microservice

D → C → B

Bstoppedillustrative — not a verified run
report →

by @wjlgatech

OpenSky air-traffic CLI

Aviation tracking

https://opensky-network.org/api

C → B → A

Aconvergedillustrative — not a verified run
report →

by @wjlgatech

SEC company-facts CLI

VC & angel investing

https://data.sec.gov/api/xbrl

C → B → A

Aconvergedillustrative — not a verified run
report →

by @wjlgatech

Wikipedia CLI (Printing-Press) — refine-loop proof

Reference / encyclopedic search

https://en.wikipedia.org/api/rest_v1

— not yet run —

?draft

by @wjlgatech

Loop recipes (not runnable yet)

Molecule design simulation loop

Biotech & drug discovery

generate + simulate molecule variants overnight until binding affinity and toxicity thresholds are met

recipe — not runnable yet
recipe →

Trial-protocol refinement loop

Clinical trials & health

monitor telemetry for statistical drift and recalibrate recruitment criteria until trial safety is maximized

recipe — not runnable yet
recipe →

Overnight portfolio optimization loop

Quant asset management

backtest thousands of micro-strategies overnight until a risk-mitigated allocation survives a stress scenario

recipe — not runnable yet
recipe →

Predictive grid dispatch loop

Smart-grid energy

simulate 24h grid load and reroute micro-grid discharge until predicted stability with zero maintenance risk

recipe — not runnable yet
recipe →

Autonomous logistics reroute loop

Supply chain & logistics

monitor bottlenecks and iterate rerouting until the most cost-effective plan that prevents depletion

recipe — not runnable yet
recipe →

Contributors

  1. @wjlgatech 21