neuron-explorer
Qwen3.5‑4B 전용 조향형 뉴런 탐색기, 모든 MLP 뉴런을 밀어 결과를 보관·탐색
30달러 창립 라이선스로 제공되는 로컬 코딩 보드와 캐스케이드 라우터, 직접 모델 청구, Windows 다운로드 앱 제공
A local coding board and cascade router with a $30 founding license, direct model billing, and a downloadable Windows app.
개발 도구Python · JavaScriptGitHub @adamtpang온라인운영자 미확인
써 보셨어요? 한 번만 눌러 주세요. 로그인은 필요 없어요.
개인 계정의 공개 저장소 소유자는 GitHub로 로그인해 운영자를 확인하고 소개를 직접 관리할 수 있습니다. 관리자 승인은 필요하지 않습니다.
로그인한 뒤 확인 파일을 만들어 이 저장소의 기본 브랜치에 30분 안에 커밋해 주세요. 다른 브랜치나 포크의 파일은 인정하지 않습니다. 파일을 올린 뒤 아래에서 확인하면 관리자 승인 없이 관리할 수 있습니다. 자격을 유지하려면 파일을 남겨 두세요.
로그인이 필요하면 로그인 화면으로 이동합니다. 로그인 후 이곳으로 돌아와 원하는 확인 버튼을 다시 눌러 주세요.
프로젝트 폴더에서 /nomorevibe verify를 실행하면 소유권을 확인하고 소개를 직접 관리할 수 있습니다.
1분 만에 확인하기Flip projects, pay the least for the job. A local coding board that autoroutes routine prompts to the cheapest capable model, so a Claude Code / Claude Pro quota goes further.
저장소 README에서 가져옴
README 전체를 불러오는 중입니다. 아래는 저장된 발췌입니다.
Cascade to the best model. Automatically.
Classifies every prompt, routes the routine part to the cheapest capable
model on OpenRouter's live Arena-ranked catalog, and only surfaces the
genuinely hard part for Claude. Built to make a Claude Code / Claude Pro
plan's quota last the full day instead of the first hour.
workshop/ is the public, dated ranking of models, coding
surfaces, skills, and MCP servers that survived a real usage audit. It includes
three sanitized starter skills, six quiz-driven developer classes, and
machine-readable catalog.json and packs.json sources.README 전문 보기 ↗Cascade to the best model. Automatically.
Classifies every prompt, routes the routine part to the cheapest capable model on OpenRouter's live Arena-ranked catalog, and only surfaces the genuinely hard part for Claude. Built to make a Claude Code / Claude Pro plan's quota last the full day instead of the first hour.
DESIGN.md, brand/ Design system + logo (SVG/PNG/ICO)
index.html, site.css, vercel.json Landing page (static, zero build)
leaderboard.html, leaderboard.css/js Public bang-for-buck table
api/leaderboard.json, api/leaderboard.csv Generated read-only feeds
config/routing.yaml Versioned coding tiers, models, and promotion rules
data/ Dated snapshot, smoke suite, and local run records
about.html, contact.html, privacy.html, llms.txt Public trust + agent guidance pages
robots.txt, sitemap.xml Crawler policy + route index
workshop/ Free model, IDE, skill, and MCP catalog
router/ The actual routing logic (Python)
openrouter_api_client.py Direct OpenRouter API client
smart_router.py Classify -> split -> route -> stitch
tool_inventory.py Private names-only skill and MCP audit
classifier/ Local, zero-API prompt classifier
tests/ Unit tests (no network required)
desktop/ Local desktop GUI (dashboard + cascade + agent launcher)
DESKTOP_GUI_LANDSCAPE.md OSS research for coding-agent desktop UIs
CLAUDE.md Full project handoff / status -- read this first
workshop/ is the public, dated ranking of models, coding
surfaces, skills, and MCP servers that survived a real usage audit. It includes
three sanitized starter skills, six quiz-driven developer classes, and
machine-readable catalog.json and packs.json sources.
The curation rule is simple: every pick names a job, evidence, a reason not to use it, an official source, and a checked date. Third-party work is linked upstream instead of copied when licensing is unclear. Private paths, credentials, account data, and personal automations are never published.
For a Claude plus Codex setup, use both during the week: one owns the change, the other plans or reviews. Do not wait for one plan to hit zero before moving a cold project into the other.
Generate a private local inventory without exposing commands, credentials, URLs, or project paths:
python -m router.tool_inventory --output local-skill-mcp-inventory.md
npx vercel deploy # ships to a *.vercel.app URL
npx vercel --prod # deploys production and updates https://waterfall.sh
cd router
pip install -r requirements.txt # requests + PyYAML
export OPENROUTER_API_KEY=sk-or-... # get one at https://openrouter.ai/keys
python3 -m unittest discover -s tests -p "test_*.py"
python3 cli.py classify "your prompt here" # JSON tier decision, no network
python3 cli.py run "fix the flaky auth test" # author, review, promote on blocking failure
python3 cli.py why # inspect the last run and every promotion
python3 cli.py leaderboard # print value per solved-task dollar
python3 cli.py route "your prompt here" # routes + logs to the savings ledger
python3 cli.py stats # what's been kept off Claude so far
python3 cli.py desktop # local GUI (browser on 127.0.0.1:8765)
Or install it as a command (pip install -e . from the repo root, then
waterfall classify/run/why/leaderboard/bench/route/stats/models/desktop ...).
Run the complete 15-task harness when you intend to spend provider credits:
waterfall bench --suite coding-smoketest --models grok-4.6,glm-5.3,opus-5,fable-5.1
waterfall leaderboard --publish
Use --dry-run to inspect the benchmark matrix without contacting a model or writing JSONL.
config/routing.yaml, not scattered conditionals.--no-cap.thinking.disabled.waterfall why keeps the route, attempts, costs, skips, and promotion reasons inspectable./leaderboard ranks the dated snapshot and harness rows by quality per solved-task dollar.Run both suites from the repository root. The Python suite covers the router and deployment contract; the Node 18+ suites execute the catalog and starter-pack interactions.
python3 -m unittest discover -s router/tests -p "test_*.py"
node --test router/tests/workshop.test.mjs router/tests/starter-packs.test.mjs router/tests/leaderboard.test.mjs
watertop)After install, one word (works in Git Bash, PowerShell, and cmd):
watertop
That opens the local command center (native window if pywebview is
installed, otherwise your browser on 127.0.0.1:8765).
If bash says command not found, your install only had .cmd shims.
Re-run from the repo:
python install.py
# or just refresh shims:
python -c "import install; install.install_command_shims()"
hash -r
watertop
watertop --browser # force system browser
watertop --port 9000 # custom port
watertop --no-open # server only
# same thing, longer form:
waterfall desktop
Tabs: Dashboard (savings + hooks), Cascade (classify / dry-run / live route), Agents (detect + launch Claude Code, Codex, Grok Build, OpenCode, …).
Optional native chrome: pip install -e ".[desktop]" then watertop uses
pywebview automatically.
Learned from open-source agent desktops (AionUi, opcode, OpenCode, Palot)
without forking them. See DESKTOP_GUI_LANDSCAPE.md.
Claude/Codex-class agent desktops are installed separately as peers
(CC Switch, AionUi, OpenCode Desktop, OpenChamber). watertop is cascade
PEERS_INSTALLED.md for versions, paths, and the daily
stack map.waterfall.exe (Tauri)Real Windows desktop app (not a browser tab), pattern-merged from peer shells:
dist/waterfall.exe
desktop-app/src-tauri/target/release/waterfall.exe
# installer:
desktop-app/src-tauri/target/release/bundle/nsis/waterfall_0.1.0_x64-setup.exe
Double-click dist/waterfall.exe, or from Git Bash:
waterfall-app
# rebuild:
cd desktop-app && npm run build
See desktop-app/README.md for lineage (Tauri template + CC Switch /
AionUi / OpenChamber patterns).
route auto-falls back through the next-cheapest OpenRouter model if the
cheapest one is down or rate-limited, that's the "cascade" the name
refers to, not just a single cheapest-model pick.
See CLAUDE.md for full status, what's built, and what's still open.
See SETUP.md to also wire up the automatic hooks (nudge + hard cap)
on another machine, needed before any real savings numbers can be
measured across more than one user.