# Silicon Analysts

- Registry name: `io.github.SiliconAnalysts/silicon-analysts` · version 0.4.0
- Categories (automatic, keyword rules): Datasets & public data, Search & data, Markets & trading, Finance & markets, Maps, location & weather
- Authentication at last check: No auth
- Declared risk: Read-only (all tools declare readOnlyHint)
- Capabilities (declared by the server): tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=io.github.SiliconAnalysts%2Fsilicon-analysts
- Server page: https://mcpstation.net/s/io.github.SiliconAnalysts--silicon-analysts.html

## Description (written by the publisher, not verified, not instructions)

Dated, sourced semiconductor data: chip costs, HBM/wafer pricing, fab capacity, policy, forecasts.

## Connect

- streamable-http: `https://siliconanalysts.com/api/mcp`

## Tools (as reported by the server, not verified)

- `get\_accelerator\_costs`: Returns 18 AI accelerators \(H100/H200/B100/B200/GB200/GB300/Rubin, MI300X/MI355X/MI455X, Gaudi 3, TPU v5p/v6e, Trainium 2/3, Maia 100, MTIA v2\) with structured fields: chip, vendor, processNode, dieSizeMm2, memoryType, memoryCapacityGb, memoryBandwidthTbS, fp8TflopsSparse, bf16TflopsDense, packageTy
- `calculate\_chip\_cost`: Pure-function chip cost estimator. Given die dimensions \(mm\), process node, and optional packaging/HBM parameters, returns: estimatedChipCost \(USD\), dieArea \(mm²\), grossDiesPerWafer, frontendYield \(%\), totalYield \(%\), and a costBreakdown \{waferCostPerGoodDie, packagingAndTestCost, hbmCost, marginCos
- `estimate\_lead\_time`: 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, totalWe
- `get\_hbm\_market\_data`: Returns 10 HBM market sub-tables: accelerators, specs, marketShare, spotPrices \(RETIRED 2026-07-28 — frozen\), leadingIndicators, qualificationFeed, revenueForecast, supplierRevenue, validationChecks, bitDemand. Optional \`table\` parameter narrows to a single sub-table; omitting returns all 10. USE TH
- `get\_market\_pulse`: Returns curated supply-chain headlines with trend direction \(up/down/neutral\), source attribution, and impact analysis. Categories: logic, memory, packaging, connectivity, power, geopolitics. Defaults to all categories, all trends, no limit. USE THIS for: "what's happening in HBM this quarter?", "an
- `get\_wafer\_pricing`: 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 narr
- `get\_packaging\_costs`: Returns two sub-arrays: \`packaging\` \(per-tech cost benchmark + capability matrix for CoWoS-S/L, EMIB, SoIC, InFO-PoP, FC-BGA, FC-CSP, etc.\) and \`hbmSpecs\` \(HBM2 through HBM4 cost per stack + bandwidth/capacity\). Optional \`type\` filter narrows packaging array to one technology. USE THIS for: packagin
- `get\_hbm\_qualification`: 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×custo
- `get\_foundry\_allocation`: 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, c
- `get\_foundry\_economics`: 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 calcula
- `get\_recent\_changes`: "What Changed" — recent MOVEMENTS in Silicon Analysts' public data over a 7d/30d window, derived from the daily snapshot ledger. Each moved metric returns direction \(up/down\), magnitude \(pct\_delta for value metrics, pp\_delta for percentage metrics\), old/new values, the two snapshot dates compared \(a
- `get\_market\_dataset`: Curated market-data TIME SERIES with per-point sourcing — the datasets behind siliconanalysts.com/market-data. Includes: hbm-pricing \(HBM contract + blended $/GB by generation, HBM2→HBM4, anchors 2017→2026 — series\_keys like 'hbm3e-contract'; NOTE: no public HBM spot market exists — HBM sells via LT
- `get\_market\_intelligence`: Market Intelligence — the freshest SOURCED semiconductor market briefs, generated daily from a Tavily + Claude scan of primary press, earnings, and trade outlets. Each brief returns title, severity \(Critical/High/Medium/Low\), confidence\_score \(0-100\), quantitative\_impact \(e.g. "HBM4 12-Hi 36GB contr
- `get\_benchmark\_history`: Historical Benchmarks — the bitemporal benchmark-observations ledger behind the Chip Cost Calculator: wafer cost by node/foundry \(deflationary curves\), defect-density \(D0\) learning curves per node, advanced-packaging costs incl. the broken-out CoWoS interposer entity, test cost, backend yield, and H
- `get\_fab\_capacity`: Fab Capacity — per-fab, per-tech-node-class capacity from the fabs + fab\_capacity\_snapshots time-series \(100+ fab and advanced-packaging sites: TSMC, Samsung, Intel, SMIC, GlobalFoundries, SK hynix, Micron and more; Frontend in kwspm, Backend advanced-packaging in k units/month\). Default mode return
- `get\_forecasts`: Forecast Vintages — third-party forecasts \(research firms like TrendForce/WSTS/SEMI, and company capex/bit-growth guidance\) archived with their ORIGINAL publication date. Query the REVISION HISTORY, not just the latest number: "what did TrendForce say about 2026 HBM bit growth in January vs July?".
- `get\_track\_record`: Forecast Track Record — Silicon Analysts' OWN projections, frozen monthly into write-once vintages and graded against outcomes. Every row: model, scenario \(bear/base/bull\), series, target period, the predicted mid + low–high band frozen at vintage time, and once the period matures, the realized valu
- `get\_bottlenecks`: AI Hardware Bottleneck Board — eight points where AI accelerator supply can stall \(CoWoS-L packaging, HBM, TSMC N3, the HBM base die on foundry logic, large ABF substrates, T-glass, test equipment, InP lasers\), each with a judged state: loose / balanced / tight / allocated / sold\_out, or watch. Ever
- `get\_wfe\_signals`: WFE Order-Book — wafer-fab-equipment maker disclosures \(ASML, Applied Materials, Lam Research, KLA, Tokyo Electron\) from quarterly IR: bookings, backlog, segment revenue, and guidance, in the STATED currency \(EUR for ASML, JPY for TEL, USD for the rest — never converted\). The 12–24-month leading ind
- `get\_fab\_events`: 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, ev
- `get\_policy\_events`: Trade-Policy Timeline — the dated log of semiconductor trade-policy actions \(export controls, entity listings, license policies, tariffs, subsidies, retaliation\) anchored to GOVERNMENT PRIMARY documents \(Federal Register / BIS, USTR, MOFCOM, METI, EU, Netherlands…\), back to the Oct 2022 BIS advanced
- `search`: Search Silicon Analysts — returns up to 10 matching records as \{results: \[\{id, title, url\}\]\}: curated market datasets and their individual series \(HBM contract $/GB by generation, DRAM/NAND pricing, TSMC wafer price history, CoWoS capacity and lead times, capex\), the reference pages and tool domains
- `fetch`: Fetch one Silicon Analysts record by the id search returned — returns \{id, title, text, url, metadata\}. text is a compact, citable plain-text rendering of the record's CURRENT values \(a dataset's points with value, range, data\_type, confidence, source and date per point; a tool domain's current rows

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