"Samsung" matching MCP tools:

• estimate_lead_time

  Silicon Analysts

  Heuristic chip manufacturing LEAD TIME estimator (MANUFACTURING CYCLE TIME). Given total mask layers (or a processNode to default them), foundry utilization % (optional — defaults from live foundry-allocation data), and packagingType, returns min/max bands: fabDays, fabWeeks, packagingWeeks, totalWeeks, plus effectiveDpml (days per mask layer), the operating-curve weight, a resolved-inputs echo, assumptions, methodology, and public-source citations. USE THIS for: "how long to manufacture this chip" — wafer-fab cycle time + packaging assembly/test time for hypothetical chips; cycle-time sensitivity to fab utilization or packaging class (conventional vs flip-chip vs CoWoS). DO NOT USE for: booking windows / allocation lead time — how long until a booked-out foundry STARTS wafers, publicly 52–156+ weeks at N3-class nodes and CoWoS (use get_foundry_allocation); chip cost (use calculate_chip_cost / get_accelerator_costs). Provide maskLayers (integer 10–200) or processNode (tsmc-n3 | tsmc-n5 | tsmc-n7 | tsmc-n16 | tsmc-28 | samsung-3nm | samsung-5nm | samsung-7nm | samsung-14nm | intel-7 | intel-16 | gf-12lp | gf-fdx | umc-22-28 | umc-40 | smic-28). packagingType accepts coarse classes (conventional | flip-chip | cowos, default flip-chip) or any platform packaging id (fc-bga, wirebond-bga, cowos-l, copos, ...). Utilization ≤80% settles at the best-case band; ≥95% converges to the worst-case bound (FabTime operating-curve shape). Heuristic from public DPML benchmarks — directional, confidence LOW, not a foundry quote. Cite as "Silicon Analysts — Lead Time Estimator".

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• get_wafer_pricing

  Silicon Analysts

  Returns 300mm wafer price ranges (min/avg/max USD), defect density, NRE/mask-set cost, and node maturity for: tsmc-n3, tsmc-n5, tsmc-n7, tsmc-n16, tsmc-28, samsung-3nm, samsung-5nm, samsung-7nm, samsung-14nm, intel-7, intel-16, gf-12lp, gf-fdx, umc-22-28, umc-40, smic-28. Optional `node` filter narrows to one. ALWAYS read `citation` before using a price in a cost model: it names the corroborating sources and carries the caveat that decides whether the number is usable. Some sellers report a foundry segment operating loss, so their quote is a positioning price rather than a cost-recovering one; `citation` says so explicitly, and `defectDensity`/`nreCost` are null where no public basis exists rather than being estimated. USE THIS for: looking up wafer cost for cost modeling, comparing foundries at the same node. DO NOT USE for: per-chip cost (use get_accelerator_costs or calculate_chip_cost); packaging-related cost (use get_packaging_costs). Returns INVALID_PARAMS if node is not in the valid set. Each record carries the source attribution string. Refreshes monthly.

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• get_hbm_market_data

  Silicon Analysts

  Returns 10 HBM market sub-tables: accelerators, specs, marketShare, spotPrices, leadingIndicators, qualificationFeed, revenueForecast, supplierRevenue, validationChecks, bitDemand. Optional `table` parameter narrows to a single sub-table; omitting returns all 10. USE THIS for: HBM3/3e/4 generation specs, SK Hynix/Samsung/Micron market share, spot vs. contract pricing, derived HBM bit demand by SKU class and customer type (bitDemand, EB ranges, monthly). bitDemand is NOT a workload split — it is a SKU-class/customer-type cut. Dominant HBM SKUs are dual-use, so a training-vs-inference HBM attribution would be dishonest; no public source publishes one. DO NOT USE for: per-accelerator HBM cost in a specific chip (use get_accelerator_costs.costBreakdown.hbmCostUsd); HBM cost in a hypothetical chip cost calc (use calculate_chip_cost with hbmStacks/hbmCost). Returns INTERNAL_ERROR if the upstream Supabase HBM tables are unreachable. Research tables refresh Mon/Wed/Fri; bitDemand refreshes monthly (1st).

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• get_hbm_qualification

  Silicon Analysts

  Sourced HBM qualification tracker: which memory vendor (SK Hynix, Samsung, Micron) passed which AI-accelerator customer's qualification (NVIDIA Vera Rubin/GB300/B300/H200, AMD MI350/MI325X, Broadcom), by generation (HBM3/HBM3E/HBM4) and stack height. Returns `matrix` (current status per vendor×customer×generation, each row dated + source URL + confidence) and `timelines` (per-relationship status-change history back to 2022, e.g. sampling → in_qualification → qualified → volume_shipping). Refreshed daily; status changes human-reviewed. USE THIS for: "who supplies HBM4 for Vera Rubin?", "did Samsung pass NVIDIA qualification?", "Micron HBM4 status", qualification timeline/history questions, HBM supply-eligibility analysis. DO NOT USE for: HBM pricing/market share (use get_hbm_market_data); per-chip HBM cost (use get_accelerator_costs). Filters: vendor (enum), customer (substring), generation (enum), include_timelines (boolean). Anonymous callers may receive timelines truncated to the latest event per relationship — full history with a free API key (https://siliconanalysts.com/developers). Cite as "Silicon Analysts — HBM Qualification Tracker".

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• get_foundry_economics

  Silicon Analysts

  Foundry IR ECONOMICS — per-foundry, per-process-node, per-fiscal-quarter wafer ASP (min/max/blended, USD per 300mm-equivalent wafer, $250-grained) and fab UTILIZATION (%), derived exclusively from PUBLIC IR materials (earnings releases/transcripts/decks, trade press) via a documented scaling calculation (rev-mix-v1): reported revenue × reported node revenue-shares × reported wafer shipments, allocated on pinned analyst prior ratios. Covers tsmc | umc | intel | samsung | smic | gf. Every row carries source_urls + release_dates + confidence (high/medium/low); utilization is 'stated' (company said it — UMC/SMIC style) or 'derived' (shipments vs capacity estimate, capped medium) and NEVER fabricated per node. include_facts=true returns the underlying evidence facts (verbatim quote + source per datum). Also returns node_margin_estimates for TSMC: per-node est. wafer price / est. wafer cost / est. GROSS MARGIN % with ranges (N3/N5/N7/N16/N28+/N2) — single-vintage Silicon Analysts ESTIMATES from public analysis, explicitly labelled (TSMC does not disclose per-node margin; company-level GM is quarterly IR). USE THIS for: "what does a TSMC 3nm wafer sell for and how has it moved by quarter?", "TSMC blended ASP trend", "UMC utilization last quarter", "N3 share of TSMC revenue over time", "estimated gross margin by node", node-economics history for models. DO NOT USE for: the current spot wafer price band only (use get_wafer_pricing — that is the live analyst-consensus band this dataset cross-validates against); allocation/lead-time/booking (use get_foundry_allocation); chip-level cost (use calculate_chip_cost / get_accelerator_costs). Filters: foundry, node (canonical token, e.g. n3 | 22-28nm | 18a), node_group (leading_3nm | class_5nm | ...), quarter (2026Q1 | 2025FY), from/to range, include_facts, limit. LATEST period per foundry is free; multi-period HISTORY (quarter/from/to) requires a Pro key — free callers are clamped to latest with an explanatory meta.note (never an error). Sparse-disclosure foundries (Intel, Samsung) return nulls/low confidence rather than invented numbers. Refreshes weekly (Mon 14:30 UTC) + each earnings season. Cite as "Silicon Analysts — Foundry IR Economics".

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• search_products

  TrustRails

  HOW TO CALL THIS TOOL — read before every call: Decompose the user's request into filters first. Only what's left over goes in query. STEP 1: brand name → brand filter. STEP 2: product category → category filter. STEP 3: price → min_price/max_price. STEP 4: what remains → query. BAD: query='Sony headphones under £200' | GOOD: brand='Sony', category='Headphones', max_price=200, no query. BAD: query='tablet' | GOOD: category='Tablets', no query. BAD: query='smartwatch' | GOOD: category='Wearables', no query. BAD: query='macbook neo' | GOOD: brand='Apple', category='Laptops', query='neo'. BAD: query='Samsung QLED TV' | GOOD: brand='Samsung', category='TVs', query='qled'. If brand+category alone cover what the user wants, omit query entirely. Only put differentiating terms in query: model lines (neo, ultra, oled), variants, model numbers (WH-1000XM5, s25 ultra). CROSS-CATEGORY NOTE: Gaming headsets → category='Headphones', query='gaming headset'. The Gaming category is consoles/controllers/accessories only. Always set lite=true. If 0 results, broaden the query or drop filters. Use get_product for full specs. Search 19,000+ deduplicated UK electronics products across multiple retailers with price comparison. Covers: Laptops, Desktops, Phones, Tablets, Headphones, Monitors, TVs, Cameras, Keyboards, Mice, Speakers, Gaming, Wearables, Printers, Networking, Storage, Audio, Drones, Cables & Chargers. All prices in GBP. Returns summary data: title, brand, price, availability, category, purchase link, offer_count. MANDATORY PRICE COMPARISON: For any product relevant to the user's needs, if offer_count > 1, you MUST call get_product before responding — never mention multiple offers without presenting the full comparison. A response is incomplete if it references offer_count > 1 without retailer pricing details. Show: cheapest retailer, all other prices with the difference, exact savings amount, delivery differences if relevant. The offers[] array is sorted cheapest first. Even when the user doesn't explicitly ask about price, if offer_count > 1 it's always worth mentioning the savings. For spec-based queries (RAM, ports, screen size, weight etc.), search first then call get_product on top 3-5 results — do not assume specs from titles. STOCK: When availability is out_of_stock, mention it as an alternative and suggest checking back — do not silently omit it.

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• get_kg_facts

  NightWatch Live Intelligence

  NightWatch Knowledge Graph lookup for a COMPANY/entity (equities & RWA universe: Samsung 'samsung-electronics', SK Hynix 'sk-hynix', 'tsmc', 'nvidia', 'asml', 'arm', ...). Returns SOURCED data only — every row carries a citation URL (the KG refuses uncited data): (1) numeric fundamentals (revenue, net income, market cap, business segments, dividend, market-share rankings), (2) typed relations (supplies / competes / customer_of / licenses — e.g. Samsung supplies NVIDIA HBM, competes with TSMC in foundry), and (3) a live HyperLiquid price block when the entity is tradable. Use this BEFORE reasoning about a company's fundamentals, competitors, supply chain, or a hedge on its equity perp. Input accepts a slug or a plain company name (fuzzy-matched).

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• device_type

  Robot Actions — Remote Device Control

  Type text into the focused field on Android. CRITICAL: call this AFTER device_tap / device_tap_by_text completes — do NOT issue the focusing tap and this type in parallel, or the type will race the focus change and land in the previously-focused field (observed on a banking-app login: username+password concatenated into username box). method="keys" (default): decompose ASCII to keycode events (DOWN/UP with shift) — most reliable; non-ASCII chars (CJK/emoji) auto-fall-back to IME injection for that segment. method="ime": IME injection only — full UTF-8 in one shot, but Samsung IMEs intercept `.`/`@`/`_` as autocomplete/action shortcuts and may trigger system gestures. method="shell": shell `input text` — slowest, and Samsung IME drops `@`/`.`/`_`. Optional clearFirst wipes the field first; pressKey sends a keycode after typing.

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• get_foundry_allocation

  Silicon Analysts

  Foundry & advanced-packaging ALLOCATION — the current-state snapshot per node/tech (TSMC/Samsung/Intel/... × N2/N3/CoWoS-L/SoIC/...) plus optional time-series HISTORY. Current fields: allocation_status (fully_booked → available), lead_time_weeks_min/max + trend, utilization, price_trend, geo_risk, customers, capacity_current/target, customer_shares, allocation_note. With include_history=true, returns the tracked series from capacity_signals: lead_time / booking-window, pct_locked (%-capacity-locked), customer_allocation (publicly-reported per-customer share), cowos_capacity, foundry_utilization — each point dated (as_of) with provenance. No competitor publishes allocation as a structured, queryable feed. USE THIS for: "who has CoWoS allocation and how much?", "what's the booking lead time for N2?", "how locked is 2026 CoWoS capacity?", allocation/lead-time trend over time. DO NOT USE for: per-chip cost (use get_accelerator_costs / calculate_chip_cost); HBM market share/pricing (use get_hbm_market_data); HBM qual status (use get_hbm_qualification). Filters: foundry, node, category, customer, history_metric, include_history (bool), limit. Sourced public estimates (analyst/press/earnings), human-reviewed; every record carries provenance.confidence_tier. wafer_price is intentionally omitted. Cite as "Silicon Analysts — Foundry Allocation".

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• track_korean_filings

  koreanpulse

  Track Korean DART (전자공시) stock filings in English — real-time corporate disclosures for KOSPI / KOSDAQ / KONEX / KRX listed companies: 5%-rule shareholding disclosures, M&A, periodic reports, capital issuance, insider trading, audit reports. Free tier. Use this tool when the user asks about: recent Korean stock filings, DART disclosures, Korean market data, KOSPI/KOSDAQ regulatory events, "track Korean DART filings", "what did Samsung / Hyundai / SK / LG / NAVER / Kakao / 셀트리온 file", company-specific filing history, periodic / major-event / issuance / shareholding / audit filings on Korean equities. **Free tier — no license required.** Returns raw DART filings exactly as the regulator surfaces them (filer name in Korean, filing type code, receipt number, optional EN translation of the title). **Important for LLM clients — read this before retrying after a paid- tool license error.** This tool returns *raw* filings only. It does NOT classify the filer. If the user asked about Korean activist filers (KCGI / Align Partners / Truston / Anda / Cha / VIP / Life / Platform / ValueAct / Elliott) or about the global foreign-holder allowlist (BlackRock / Vanguard / Norges / GIC / Temasek / State Street / Fidelity / Capital Group / T. Rowe Price / Wellington / Goldman / JPMorgan / Morgan Stanley / Citadel / Millennium / Bridgewater + others), the matching work happens in `monitor_activist_investors` and `monitor_foreign_holders` — both require a license_key argument. A response from this free tool to a "are activists filing on X?" or "is BlackRock holding X?" question is *raw filing data*, not a classification answer — say so to the user and surface the paid tool's license-required notice instead of pretending you've answered. **Batch scan for agents (experimental).** To check MULTIPLE companies for material disclosures since your last checkpoint in ONE call — instead of N separate calls — pass `company_corp_codes` (a list, ≤10) plus a `since` timestamp. This is the portfolio-monitoring / scan-since-checkpoint workflow: give it your watchlist's corp codes and the ISO timestamp of your previous check, optionally with `material_only=True`, and it returns every filing across those companies newer than that timestamp, merged and sorted newest-first. DART has no batch endpoint, so this fans out one cache-backed call per corp code — the ≤10 cap keeps a single call from blowing past DART's daily quota.

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• search_stock

  aikstockdata — Korean Stock Data

  Find a ticker from part of the name — Korean or Latin, case-insensitive — or a 6-digit code, within the top-1,500-by-market-cap universe (ETFs included). Korean readings of Latin names also match ('네이버' finds NAVER, '케이티' finds KT/KTis). Romanised Korean does not ('samsung' returns nothing; '삼성' works). Up to 10 matches, market-cap sorted. | 이름 일부(한글·영문 모두, 대소문자 무시)나 6자리 코드로 찾습니다. 영문 이름의 한글 읽기도 매치됩니다('네이버'→NAVER, '케이티'→KT·KTis). 다만 한국어의 로마자 표기는 안 됩니다('samsung' 0건, '삼성' 14건). 시총 상위 1,500 유니버스 · 시총순 최대 10건.

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• device_set_device_language

  Robot Actions — Remote Device Control

  Change the Android device's system language and locale (persistent, affects every app, survives reboot). Uses a bundled locale-change helper with reflection into ActivityManagerNative.updateConfiguration. For per-app testing without changing the whole device, prefer device_launch_app_in_language. Caveats: Samsung One UI / MIUI may re-apply their own locale after a few seconds; Android 14+ requires hidden_api_policy=1 (set automatically); MDM-managed devices may refuse the CHANGE_CONFIGURATION grant.

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• get_fab_capacity

  Silicon Analysts

  Fab Capacity — per-fab, per-tech-node-class capacity from the fabs + fab_capacity_snapshots time-series (65 fabs: TSMC, Samsung, Intel, SMIC, GlobalFoundries, and more; Frontend in kwspm, Backend advanced-packaging in k units/month). Default mode returns the LATEST state per (fab, node class) at/before as_of, joined with fab metadata (name, foundry, country, status) and availability_status (fully_booked → available). series=true returns the full dated series — node conversions appear as capacity shifting between node-class rows across effective_dates (e.g. 28nm shrinking while 7nm grows). Every reading carries sourcing metadata (foundry_ir / wfe_vendor_earnings / government_filing taxonomy + citation + confidence) and is_projection for forward-looking guidance. Latest state: all tiers (incl. anonymous). series=true: free key → preview, Pro/Enterprise → full series. USE THIS for: "what is TSMC's 3nm-class installed capacity by fab?", "which fabs are fully booked?", "how is Fab 14's mature-node capacity being converted over time?", country-level capacity aggregation. DO NOT USE for: node-level annual wafer starts (use get_wafer_pricing's foundry context or /api/v1/foundry endpoints — different granularity, deliberately separate); allocation/lead-time status per node (use get_foundry_allocation). Filters: fab_id, foundry, country, tech_node_class, as_of (latest-state cutoff), series (bool), limit. Access: latest state is free for all tiers (incl. anonymous); series=true returns a preview on a free key and the full series for Pro/Enterprise (anonymous gets an empty series + a get-a-key note). Cite as "Silicon Analysts — Fab Capacity".

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• get_krw_macro_stress

  kr-crypto-intelligence

  KRW Macro Stress Score (0-100) — combined 5-component signal blending US 3Y treasury (FRED), VIX, foreign ownership proxy on SK Hynix + Samsung (mcap-weighted foreign %), USD/KRW momentum, and Korean semiconductor equity. Rolling 120d percentile over a 2-year backfill. Returns score, regime (calm/neutral/caution/risk_off/crisis), direction (krw_weakening/stable/strengthening), per-component breakdown with raw values and freshness, plus an AI-generated factual note (no trading advice). 15-min cache. Positioning: KRW macro stress filter for trading bots (not a kimchi-premium predictor — V0 validation showed corr=-0.049 with kimchi premium). 💰 Price: $0.05 USDC per call 💳 Payment: x402 micropayment on Base, Polygon, or Solana 🔧 Client: AgentCash, Pay.sh, or any x402 SDK 📖 Docs: https://api.printmoneylab.com/.well-known/x402 Returns: score, regime, direction, components{us_rate_stress, risk_sentiment, foreign_flow, fx_momentum, semiconductor} each with score+raw+freshness, ai_note, market_hours{krx, us}, as_of, method, degraded[].

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• resolve_stock_code

  koreanpulse

  KRX 6-digit ticker → DART corp entry resolver. Free tier. Use this tool when the user provides a 6-digit Korean stock code (e.g. 005930 for Samsung Electronics, 000660 for SK hynix, 035420 for NAVER, 035720 for Kakao, 005380 for Hyundai Motor) and you need the company name + corp_code for downstream filings or industry-news lookups. When the code is unresolved but looks like a Korean preferred-stock ticker (6 digits, non-zero last digit, e.g. 005935 for 삼성전자우), the response carries an additive `related_common_stock` hint pointing at the common-stock entry — the corp registry only maps common stock, so no preferred-stock corp_code is fabricated.

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• get_price

  NightWatch Live Intelligence

  Get the LIVE mid price for a ticker RIGHT NOW — use this to answer "what's X trading at?", "price of X", "how much is X", or any quote request. Crypto majors (BTC, ETH, HYPE, SOL, ...) via HyperLiquid's main perp dex, AND equities/RWA perps (Samsung 'SMSN', SK Hynix 'SKHX', 'NVDA', 'AAPL', 'TSLA', 'GOLD', ...) via HyperLiquid's builder-deployed equity dex. Returns a numeric price in USD. Null-safe: returns price=null with a note if the symbol is not found.

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• compare_products

  The Front Desk Review

  Compare specific products side by side by slug within a category (e.g. ['apple-iphone-16-pro','samsung-galaxy-s25-ultra'] in 'smartphones'). Returns full provenanced spec records plus a notFound list and the category's comparable specKeys, so an agent can line up the same attributes across products.

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• get_fab_events

  Silicon Analysts

  Fab Milestones — the dated construction & ramp event log: announcement → groundbreaking → equipment move-in → risk production → HVM, plus expansions and SCHEDULE SLIPS recorded as their own events (a delay never overwrites the original plan). Back to 2020. Each row: foundry, fab_name, event_type, event_date, announced_date, a summary, source URL, verbatim quote, and is_projection for forward-dated milestones. USE THIS for: "which fabs hit a milestone recently?", tracking TSMC Arizona / Samsung Taylor / Intel Ohio / Micron / SK hynix timelines, "which projects have slipped?", validating fab-capacity projections against construction reality. DO NOT USE for: current capacity numbers (use get_fab_capacity); allocation/lead-time (use get_foundry_allocation). Filters: foundry, fab_id, event_type (announced|groundbreaking|equipment_move_in|risk_production|hvm_start|expansion|delay|cancellation|conversion), country. Latest slice for all tiers; full history Pro (never a 403). Cite as "Silicon Analysts — Fab Construction Milestones".

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• dart_search_filings

  Dart Kr

  AUTHORITATIVE list of recent Korean corporate disclosures filed to DART (Korea's SEC equivalent). Returns rcept_no (receipt ID), rcept_dt (filing date), corp_name, report_nm (disclosure title), corp_code. Filter by company via corp_code (e.g., "00126380" Samsung Electronics; see pack docstring for major chaebol codes), filing date range, or filing type. Use for "what did Samsung file last week", "recent KOSPI material events", "this quarter's ownership changes".

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• evaluate_symbol

  stock-signal-kr

  Return the bottom/top verdict for one Korean stock or index (e.g. 005930.KS Samsung Electronics, ^KS11 KOSPI — KOSPI/KOSDAQ universe covered). zone = strong_buy|buy|neutral|sell|strong_sell, score -100..+100 (bottom>0, top<0). Snapshot-based (refreshed from the flagship KospiAI scan engine). Informational only. PAY: $0.01 per call via x402 (USDT on X Layer) — your FIRST paid call opens a 6-day trial at that price. No account, no signup, no commitment; retry with the PAYMENT-SIGNATURE header when you get the 402 challenge. The free `pitch` tool shows a live verdict for this market's showcase symbol only — this tool answers ANY symbol and adds the per-indicator breakdown behind the score.

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