"Cloud Foundry" matching MCP tools:

• estimate_lead_timeA

  Silicon AnalystsA

  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".

  ConnectorNo auth

• get_foundry_economicsA

  Silicon AnalystsA

  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".

  ConnectorNo auth

• list_connect_componentsA

  docs-mcpA

  List or search Redpanda Connect components by type, keyword (matched against name, categories, and summary), status, or Redpanda Cloud support. Returns compact rows with docs URLs. Name matches rank above category and summary matches. Use it to discover what exists (for example every 'Services' input, or every output available in Cloud) before get_connect_component. total=0 means nothing matches.

  ConnectorOAuth

• get_foundry_allocationA

  Silicon AnalystsA

  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".

  ConnectorNo auth

• list_tablesA

  Drillr — The financial MCP for AI agentsA

  List alternative-data tables under the given categories. Returns each table's name, one-line purpose, and column names (call get_table_schema if you need column types/comments). Batch up to 5 categories in one call; omit categories, or pass ["all"], to get the category index instead. Use this BEFORE run_sql when you want to explore alt-data — run_sql alone won't tell you which tables exist. Available categories: - Energy & Power — US power plants, electricity prices, regional hourly generation/demand - Data Centers — facilities, GPU clusters, cooling - Semiconductors — AI chip specs, sales, ownership, foundry revenue, customs trade - Compute Pricing — GPU rental, cloud VM spot/on-demand, instance specs - Model Development — model specs, benchmarks, AI companies, AI polling, LLM arena - Inference Economics — LLM API pricing across providers - Macro & Trade — UN Comtrade, US Census trade flows, FRED macro series - Prediction Markets — Polymarket and Kalshi events, markets, trades, daily aggregates - Critical Minerals — USGS mineral deposits, country supply, critical materials

  ConnectorNo auth

• queryA

  Foundry MCP code modeA

  Run a read-only script against the connected Foundry world. `code` is the body of an async function: call foundry.<domain>.<method>({ ... }) (see docs), use await, console.log, and return the value you want back (JSON, size-limited). Only read methods are bound; writes are not available here — use execute. Every call counts against the per-script limits shown in the docs index (calls, wall time, CPU time, result size); an oversized call result arrives as { __truncated: true, bytes, limit, preview }.

  ConnectorAPI key

• resize_playgroundA

  AnkraB

  Resize a paid playground in place to another size from list_playground_plans: only the namespace quota and the monthly price change, billed pro-rata across the change, and nothing deployed in the environment is touched. Requires billing permissions. The free trial cannot be resized - ordering a paid size with create_playground is its upgrade path - and a downgrade below what the environment currently uses is refused. Check list_playground_plans first for availability and budget headroom at the target size. A playground on Ankra Cloud (provider ankracloud) is resized to an Ankra Cloud plan id from the 'resize' section list_playground_plans answers with cluster_id: Ankra Cloud then restarts the playground's server on the new plan, so nothing on it answers for a few minutes, and bills the new plan's monthly price to the organisation's Ankra Cloud account. Before proposing it, tell the user that the server restarts and the new plan's monthly price. An Ankra Cloud trial keeps its size until a payment method is added in Ankra Cloud.

  ConnectorOAuth

• check_local_viabilityA

  Local Model Suitability MCPA

  Checks whether a task can be handled by a local model instead of a cloud API. Call this BEFORE your agent routes any task to a cloud model — at the moment a task is ready to be sent and the model has not yet been selected. Use this when your agent is about to make a cloud inference call and wants to determine whether a local model could handle it at lower cost. Returns LOCAL/CLOUD/EITHER verdict with recommended model. If verdict is LOCAL, skip the cloud call entirely — saves cost on every routable inference call. Pass data_sensitivity=CONFIDENTIAL to force LOCAL verdict for tasks that must not leave the machine. Do not route to cloud without checking local viability first.

  ConnectorNo auth

• create_ankracloud_clusterA

  AnkraB

  Create and provision a new self-managed Kubernetes cluster on Ankra Cloud: k3s or kubeadm on Ankra Cloud servers in one zone, reached through a bastion server that holds the cluster's one public IPv4. Ankra creates a private network (or adopts private_network_id), a router with NAT for the nodes' egress and a firewall that admits only the private network to the nodes; the Ankra Cloud cloud controller manager is always installed. The organisation's built-in Ankra Cloud credential is used unless credential_id names a stored one (list_provider_credentials with provider='ankracloud'). Zones and plans come from list_managed_k8s_options with provider='ankracloud_k8s': its locations are the zones and its node sizes are the plans, with monthly prices. The create runs a preflight first (credential, billing standing of the built-in account, zone offers compute, every plan and the template exist, an adopted network lives in the zone, quota) and refuses with every failing item when it cannot proceed; nothing is written on refusal. A managed Ankra Cloud Kubernetes cluster (Ankra Cloud runs the control plane) is create_managed_cluster with provider='ankracloud_k8s', not this tool. Only available to organisations with Ankra Cloud enabled.

  Connector

  Destructive

  OAuth

• search_api_referenceA

  docs-mcpA

  Search Redpanda API reference documentation by keyword. Returns up to 20 matching endpoints, schemas, or topics with URL, title, and text excerpts. SCOPING (important for accurate results): - api="all" or omit: Search across ALL APIs at once - useful when unsure which API contains the endpoint - api="admin": Search only cluster management (brokers, partitions, configs, users, maintenance) - api="cloud-controlplane": Search only Cloud resource management (clusters, networks, namespaces) - api="cloud-dataplane": Search only Cloud data operations (topics, ACLs, connectors) - api="http-proxy": Search only HTTP Proxy (produce, consume, offsets over HTTP) - api="schema-registry": Search only Schema Registry (register, retrieve, compatibility) WHEN TO USE WHICH: - User asks "broker endpoints" → api="admin" (brokers are cluster management) - User asks "create topic API" → api="all" (topics exist in admin AND cloud-dataplane) - User asks "Cloud cluster API" → api="cloud-controlplane" - User asks about Redpanda APIs generally → api="all" or omit For general Redpanda questions (not API-specific), use ask_redpanda_question instead.

  ConnectorOAuth

• build_deployA

  SuperoB

  Deploy a published version. target='cloud_ephemeral' (managed Cloud Run, ~30m throwaway preview; requires platform enablement; the default when cloud deploy is enabled) or 'local' (hand the user the bundle to run with the project's own key). For a PERMANENT public URL, use build_go_live instead.

  Connector

  Destructive

  No auth

• list_cloud_providersA

  EmailMCPB

  List supported cloud providers with pricing, regions, and PTR support info

  ConnectorNo auth

• cloudflare_proxy_statusA

  BorealHostB

  Get Cloudflare proxy (CDN) status for a site. Shows whether traffic is routed through Cloudflare's CDN (orange cloud) or goes direct to origin (grey cloud / DNS-only). Requires: API key with read scope. Args: slug: Site identifier Returns: {"domain": "my-site.borealhost.ai", "has_record": true, "proxied": true, "ip": "1.2.3.4"}

  ConnectorNo auth

• get_deployment_optionsA

  ChainstackA

  List blockchain/cloud/network combinations for node deployment. Call before create_node to get valid blockchain and cloud IDs.

  ConnectorNo auth

• build_deploy_statusA

  SuperoB

  Poll a cloud deploy started by build_deploy or build_go_live. Pass the poll_url it returned. Reports elapsed_s since launch. 'launching' for 5-6.5 minutes is normal (Cloud Run IAM propagation): keep polling every ~30s and probe the url once it appears. Only a persistent unreachable past ~10 minutes is a real failure (see the anti-loop rules).

  ConnectorNo auth

• world-item-deleteA

  Foundry MCPA

  Permanently delete a world item from the Items Directory. Cannot be undone — Foundry has no item undo. Use world-item-filter or world-item-get FIRST to confirm the right id.

  Connector

  Destructive

  API key

• executeA

  Foundry MCP code modeA

  Run a script against the connected Foundry world with the full foundry.* API — reads, writes and deletes. `code` is the body of an async function (see docs): call foundry.<domain>.<method>({ ... }), use await, console.log, and return what you want back (JSON, size-limited). Before it runs, a static check refuses the script if it calls a method your tier lacks, an unknown method, or accesses foundry dynamically — the answer lists each with its line. allowPartial: true runs it anyway and each locked call fails inside the script. Writes count against per-script budgets (the limits line of the docs index); the trace lists every call with the ids it touched. Nothing is rolled back when a script fails part-way: the trace shows what already happened — continue from it rather than re-running everything.

  Connector

  Destructive

  API key

• create_managed_clusterA

  AnkraB

  Create and provision a new MANAGED Kubernetes cluster - the cloud provider operates the control plane. Providers: eks (AWS), aks (Azure), gke (GCP), doks (DigitalOcean), uks (UpCloud), ovh_mks (OVH), kapsule (Scaleway; only for organisations with Scaleway enabled), ankracloud_k8s (Ankra Cloud Kubernetes; only for organisations with Ankra Cloud enabled); this is the ONLY way to create clusters on AWS, Azure, or GCP. Requires a provider credential (optional for ankracloud_k8s, which uses the organisation's built-in Ankra Cloud credential), a location slug, and at least one node pool ({name, size, count}); use list_managed_k8s_options first to resolve locations, versions, and node sizes. Optional: kubernetes_version, ha (DOKS only), cluster_plan (UKS only), kapsule.private_network_id (required for Kapsule). The cluster begins provisioning at the provider immediately after confirmation.

  Connector

  Destructive

  OAuth

• dnd5e-roll-abilityA

  Foundry MCPA

  Roll raw D&D 5e ability check (no skill proficiency). Use for contested checks or when no skill applies. Results appear in Foundry chat. Never both advantage and disadvantage (module 8.13+).

  ConnectorAPI key

• folder-createA

  Foundry MCPA

  Create a folder of the given document type. Foundry keeps a separate folder tree per type (Actor folders only hold Actors, etc.). parentId nests it inside another folder; omit for root level.

  ConnectorAPI key

• ui-notifyA

  Foundry MCPA

  Show a toast notification in the Foundry UI of every connected client (ui.notifications): a transient banner, not a chat message (use chat-send for chat). type controls the colour/severity (default info). permanent keeps it on screen until dismissed.

  ConnectorAPI key