western-blot-quantifier-1Automatically identify Western Blot gel bands, perform densitometric analysis, and calculate normalized values relative to loading controls.
Install via ClawdBot CLI:
clawdbot install aipoch-ai/western-blot-quantifier-1Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated May 7, 2026
A research lab needs to quantify protein expression levels in Western Blot images to compare treatment vs. control groups. This skill automates band detection and normalization to loading controls, saving hours of manual analysis and reducing human error.
A biotech company evaluates candidate drugs by measuring target protein knockdown in cell lysates. The skill provides reproducible densitometric data for multiple targets per lane, supporting go/no-go decisions in early-stage drug discovery.
A clinical lab uses Western Blot to quantify disease biomarkers in patient samples. Automated analysis ensures consistent normalization across runs and rapid CSV export for integration with LIMS, improving throughput and audit readiness.
A CRO processes hundreds of Western Blot images weekly for client projects. This skill standardizes analysis pipelines, reduces per-sample turnaround time, and provides clear documentation of assumptions and normalization steps for regulatory compliance.
Offer the Western Blot Quantifier as a cloud-based or on-premise subscription service. Labs pay per image or monthly fee, enabling cost-effective access to automated analysis without in-house coding expertise.
Embed the skill into a larger laboratory informatics platform (e.g., ELN, LIMS). Charge for the platform subscription or per-addon module, leveraging existing lab infrastructure for seamless data flow.
Provide professional services to biotech and pharma clients: perform Western Blot analysis using the skill, deliver validated results with full documentation. Ideal for organizations lacking internal bioinformatics support.
💬 Integration Tip
Integrate via Python import or command line; for GUI-less environments, pass image paths and parameters directly - ensure input images are 8-bit grayscale for best detection.
Scored May 7, 2026
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Use for: (1) Blave market alpha data — 籌碼集中度 Holder Concentration, 多空力道 Taker Intensity, 巨鯨警報 Whale Hunter, 擠壓動能 Squeeze Momentum, 市場方向 Market Direction, 資金稀缺 Capital Shortage, 板塊輪動 Sector Rotation (history + heat-map overview), OI 失衡 OI Imbalance, Blave頂尖交易員 Top Trader Exposure, kline (every Binance USDT perpetual incl. tokenized stocks, 1min K線 from 2020-01 or listing), alpha table, 市場情緒 Market Sentiment, 每幣爆倉 Liquidation by coin (24 h USD liquidations per exchange + hourly series), 爆倉矩陣 liquidation exchange matrix (whole-market coin × exchange totals over a rolling window), 多空比 long/short ratio raw data (10 feeds — Binance / OKX / Gate.io × account, top account, top position + Bybit account; cross-coin table + per-coin 7-day hourly series), 未平倉量 open interest raw data (5 exchanges, USDT-margined perps in one-sided USD notional, OI ÷ market cap; table + per-coin) + 未平倉量歷史 open interest history (one coin on one exchange — Binance / Bybit / Gate.io — in coins, 5-minute resolution, for backtests), 主動買賣淨額 CVD (3 exchanges' taker buy/sell turnover, perps only; table + per-coin hourly cumulative), screener saved conditions, Hyperliquid top trader tracking (leaderboard, positions, history, performance, bucket stats), Taiwan stock daily OHLCV, minute-line intraday OHLCV (1m/5m/15m/30m/60m/1d), forward-adjusted prices, institutional investor buy/sell, margin trading data, shareholding distribution, quarterly fundamental statements — income statement, balance sheet, cash flow, dividend events — cash/stock dividends with announce/ex/pay dates, market value ranking — whole-market market-cap snapshot / top-N stock pool, with each row's listing board (TWSE 上市 / TPEx 上櫃) and ETF flag plus a 上市-ex-ETF market-cap denominator for weight calculations, and broker/dealer daily buy/sell by branch (台股日K/現股分線/向後調整/三大法人/融資融券/股權持股分級表/綜合損益表/資產負債表/現金流量表/股利事件/市值排名（含市場別、ETF 旗標與上市扣除ETF市值分母）/分點買賣超), plus Taiwan market-wide 大盤 series — TAIEX index daily OHLC, whole-market turnover, whole-market institutional net buy/sell, whole-market margin balance, TAIEX daily index dividend points incl. forward estimates (大盤加權指數/全市場成交量值/全市場三大法人/全市場融資融券/指數每日除息點數含未來預估); (2) CME / ICE futures OHLCV — WTI crude oil (CL), gold (GC), Brent crude (BRN); daily/hourly/minute candles from 2010; (3) Taiwan Futures OHLCV — TXF (台指期近月連續); daily/intraday candles (1d/1m/5m/15m/30m/60m), 1d and intraday from 2011-01-03; (4) BitMart futures/contract trading — opening/closing positions, leverage, plan orders, TP/SL, trailing stops, account management, sub-account transfers; (5) BitMart spot trading — buy/sell, limit/market orders, account balance, order history, sub-account transfers; (6) OKX trading — spot and perpetual swap, order placement, positions, balance; (7) Bybit trading — spot and derivatives/perpetual swap, order placement, positions, balance, TP/SL; (8) BingX trading — spot and perpetual swap, order placement, position management, leverage, TWAP orders, OCO orders; (9) Bitget trading — spot and futures, order placement, position management, leverage, plan orders; (10) Binance trading — spot and USDS-M futures, order placement, positions, leverage, algo orders, OCO/OTO/OTOCO; (11) Bitfinex trading & funding — spot, margin, funding/lending (submit offers, loans, credits), wallet transfers; (12) KuCoin trading — spot and futures/perpetual contracts, order placement, position management, leverage, stop orders, account management; (13) Taiwan stock lookup/quote/PE — look up Taiwan stock codes and company names, daily quotes (open/high/low/close, volume), PE ratio, dividend yield, PB ratio for listed (上市) and OTC (上櫃) stocks: use the Blave API endpoints (`studio/market/twstock/list`, `/info/<stock_id>`, `/price/<stock_id>`, `/quote/<stock_id>`, `/per/<stock_id>`) — NOT the raw TWSE/TPEX open API. The raw TWSE/TPEX open API (no key required) is ONLY for two things Blave has no endpoint for: trading-halt status and a one-shot full-market PE/yield/PB scan; (14) 台股分點買賣超 — search broker branch code by name (`broker/search?name=`), then query by stock (`broker/stock/<stock_id>?date=`) or by broker branch (`broker/trader/<trader_id>?date=`); by date or date range; via Blave API; no CAPTCHA required; (15) Gate.io trading — spot and USDT-settled perpetual futures, order placement, positions, leverage.