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723,619 tools. Updated 2026-10-30 01:19

"Techniques for Multi-Model Integration" matching MCP tools:

  • Search the MITRE D3FEND catalog of defensive techniques by keyword, tactic, or targeted artifact. Default response is SLIM (drops `uri` from each row — saves ~60 chars/row, ~30% on popular drills); pass include='full' for the verbose record. Pass exclude_id when chaining from d3fend_defense_lookup to skip self in sibling-artifact searches. Use to discover defenses applicable to a given threat model — e.g. 'what defenses harden access tokens?' (tactic=Harden + artifact='Access Token'). Drill into d3fend_defense_lookup with any returned defense_id for the ATT&CK technique mappings. Free: 30/hr, Pro: 500/hr. Returns {query, total, results [{defense_id, label, uri (only when include=full), parent_label, tactic, artifact}], next_calls}.
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  • Search the MITRE ATLAS catalog of AI/ML attack techniques by keyword, tactic, or maturity. Default response is SLIM (description truncated to 240 chars per row); pass include='full' for the verbose record. Pass exclude_id when chaining from atlas_technique_lookup to skip self in sibling-tactic searches. Use this to discover techniques matching a threat-model question, e.g. 'what techniques target LLM serving infrastructure?'. Drill into atlas_technique_lookup with any returned technique_id for the full description, ATT&CK bridge, and pivot hints. For broader cross-referencing: when a result has attack_reference_id, that bridges to D3FEND mitigations via d3fend_defense_for_attack. Free: 30/hr, Pro: 500/hr. Returns {query (echoed filters), total, results [{technique_id, name, description (truncated by default), tactics, inherited_tactics, maturity, attack_reference_id, subtechnique_of}], next_calls}.
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  • Retrieve the complete markdown of one documentation article by the id returned from `search` (for example `en/claude-code/advanced-techniques/hooks-automation`). The text is returned in full; `metadata.gated` only reports whether the article sits behind the paywall on the web. An unknown id is an error — call `search` first.
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  • Search detailed documentation for Strudel live coding or ABC/ABCJS notation. Returns relevant code examples and explanations from the official docs. Use this when the curated guides (get-strudel-guide, get-music-guide) don't cover what you need — for specific functions, advanced techniques, or when you're unsure about syntax. Powered by semantic search over strudel.cc and ABCJS docs.
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  • Return a copy-pasteable recipe to VERIFY an integration works: `first-call` (code↔design, an audit row, correct attribution) or `per-user-isolation` (a multi-user/broker server runs two users under different credentials and rejects cross-user access). Guidance only — you run the commands.
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  • Check one integration's connection status in the selected Replo project. Returns connected, not_connected, or needs_reconnect, along with a dashboard URL for setup when available. externalAnalytics lists supported SQL views and their maximum cache age, not proof the connection can fetch metrics. Check this before querying external metrics, including when a provider's tools are absent from your catalog. Analytics integration keys include triple-whale, contentsquare, intelligems, google-analytics, google-search-console, shopify, and converge. connectFailureMessage explains a failed connection attempt. isAlwaysAvailable identifies a built-in integration; isSettingsManaged identifies setup in integration settings. This tool does not connect an account or change permissions.
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  • Check one integration's connection status in the selected Replo project. Returns connected, not_connected, or needs_reconnect, along with a dashboard URL for setup when available. externalAnalytics lists supported SQL views and their maximum cache age, not proof the connection can fetch metrics. Check this before querying external metrics, including when a provider's tools are absent from your catalog. Analytics integration keys include triple-whale, contentsquare, intelligems, google-analytics, google-search-console, shopify, and converge. connectFailureMessage explains a failed connection attempt. isAlwaysAvailable identifies a built-in integration; isSettingsManaged identifies setup in integration settings. This tool does not connect an account or change permissions.
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  • Bulk ATLAS technique lookup — retrieve full records for up to 50 techniques in a single request instead of N separate atlas_technique_lookup calls. Designed as the natural follow-up to atlas_case_study_lookup, whose techniques_used array can be passed directly. Each item is the same shape as atlas_technique_lookup, including parent-tactics inheritance for sub-techniques (inherited_tactics=true flag) and per-item next_calls (D3FEND bridge when attack_reference_id present, sibling-technique search by tactic, parent lookup for sub-techniques). Free: 30/hr (1 per item), Pro: 500/hr. Returns {results [{technique_id, status (ok|not_found|invalid_format), technique, error}], total, successful, failed, partial, summary}.
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  • M&A accretion/dilution: the standard sell-side/banker quick-screen for whether a proposed acquisition adds to (accretive) or subtracts from (dilutive) the acquirer's EPS in the first pro-forma year. Pulls net income + shares outstanding for both companies, and each side's latest EOD close (acquirer's price converts stock consideration into new shares issued; target's price is used only to disclose the offer premium). Caller sets the consideration mix (cash_pct, cash-financed by new debt or the acquirer's balance sheet), annual run-rate synergies, and the new-debt interest rate. A SINGLE pro-forma-year bridge — NOT a multi-year merger model; synergy ramp, integration costs, and purchase-price-allocation amortization (goodwill/intangibles step-up) are not modeled (see `result.caveats[]`). `result.accretion_dilution_pct` positive = accretive, negative = dilutive. Tier: sp500+.
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  • Describe what's going wrong — your human's complaint, or a failure you notice in your own behavior — and get the matching techniques. Deterministic matching; if the description fits two problems it returns one clarifying question instead of guessing.
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  • Catalog only — reading this is not an application. Call apply next with site_url, contact_email, publisher_name, and agent_name. Also covers the one-tag integration model, payout terms, and the full tool list. No authentication required.
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  • Read the Bridge integration guide for a topic — the supported, opinionated way to consume Bridge from application code. Call this BEFORE writing or changing app code that reads a feature flag, renders billing or team UI, or wires authentication, and before hand-rolling anything against the SDK: the SDKs ship declarative surfaces for these cases (components, route guards, decorators) and reimplementing them against SDK internals is the most common integration mistake. Per-framework topics (framework REQUIRED): integration (first-time setup) | auth | feature-flags | billing | team | branding. Framework-agnostic MASTER topics (framework is IGNORED — omit it): master, the end-to-end auth integration prompt served by `bridge guide`, which orchestrates project discovery and then routes to the per-framework guides; flags-master and billing-master, the same orchestration for a flags-only or billing-only integration; mechanisms, how limits, upgrades and customization work; orientation, what Bridge does (the same map get_started returns); fit-together, how roles, plans, limits and flags fit together; integration-success, the message to show the developer when an integration is done. Before setting up flags, roles, plans or limits, read topic=fit-together. Start at topic=master when integrating Bridge into a project for the first time. framework: svelte | react | angular | nextjs | nestjs | express — pass the one the target app actually uses; this server cannot detect it. Returns the guide as markdown plus its source URL. Guidance is a default, not a mandate — follow the user's stated preference when it differs.
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  • Live price range (min, median, max USD per GPU-hour) and free GPU count for each GPU model rentable on Lium right now. Use for "what does an H100 cost" or comparing models; use search_gpus to pick a node to rent. Pass count for multi-GPU quotes: a 1-GPU price can come from a node with one free GPU.
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  • Park a model and get back a short handle (model_ref). Every authoring tool, and solve_model, accepts `model_ref` instead of `model` — so a multi-step build stops shipping the whole document through your context on every call, which on a real model is thousands of tokens per step. Tools called with a handle return the same handle, so the chain stays cheap. Handles are private to you and expire after 24 hours; they are NOT saved models and never appear in list_models (use save_model for that). Free.
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  • Look up a MITRE ATLAS technique — the AI/ML adversarial attack catalog. ATLAS catalogues TTPs targeting machine learning systems: prompt injection, model evasion, training data poisoning, model theft, etc. Roughly 80% of ATLAS techniques are AI/ML-specific (no ATT&CK bridge); 20% mirror an enterprise ATT&CK technique via attack_reference_id — use that to pivot to D3FEND defenses (d3fend_defense_for_attack) and CVE search. Sub-techniques inherit `tactics` from the parent (inherited_tactics=true flag) when ATLAS upstream leaves them empty. Use this tool when the user asks about AI/ML threats, LLM red-teaming, or adversarial ML; for multiple techniques in one call (e.g. drilling into a case study's techniques_used), prefer bulk_atlas_technique_lookup. Returns 404 when the id is not in the synced ATLAS catalog. Free: 30/hr, Pro: 500/hr. Returns {technique_id, name, description, tactics, inherited_tactics, maturity (demonstrated|feasible|realized), attack_reference_id, attack_reference_url, subtechnique_of, created_date, modified_date, next_calls}.
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  • Returns AdCritter design guidance for an entity at a caller-chosen guidance level - screen experiences, API integration patterns, and design philosophy. The default ('full') returns step-by-step prescription (exact layouts, colors, copy text, column orders). Request 'patterns' for balanced hints including common design patterns with softened vocabulary. Request 'facts' if you have strong visual-design instincts and just want API integration bindings (or call adcritter_get_api_reference and adcritter_get_usage_guide directly and skip this tool). Guidance is format-agnostic - it describes outcomes and integration, never prescribes frameworks or architecture. Available entities: ad, advertiser, audience, authentication, blueprint, campaign, geo, media-asset, plan, report, settings.
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  • Without arguments: lists every documentation page on avizo.ro/docs (quickstart, alert cadence, hierarchical escalation, SmartBill integration, API reference, troubleshooting) with slug and description. With {slug}: returns that page as markdown — the exact content the site renders. For programmatic integration read {slug: "api-reference"}.
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  • List every integration for a project and whether it is configured (vault secrets present, ready to call) or still needs setup. Compact by default: id, name, category and endpoint names. For the input fields of one integration call get_integration_schema — that also returns its usage guidance. Use detail:true only when you really need every endpoint description of every integration (large response). Full catalog of every platform building block, no auth needed: https://www.websitepublisher.ai/integrations.txt.
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  • Send a prompt or a conversation to a language model (Claude, GPT, Gemini, Grok, DeepSeek, Kimi) and get the reply. Defaults to anthropic/claude-sonnet-5-5. Pass system for instructions, messages for multi-turn or vision (image parts), json for JSON mode. Returns the reply text plus finish_reason and token usage. Synchronous: no task to poll. Bills per token on the account balance; dry_run_cost does not apply to LLMs (cost depends on the actual tokens) — the charge shows up in list_tasks with category 'llm'. This is for running ANOTHER model on the user's behalf (a second opinion, a specific model they asked for, bulk/structured extraction) — not for answering something you can answer yourself.
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    Destructive
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  • Batch coverage breakdown: given a list of ATT&CK T-codes, return distinct defense counts per D3FEND tactic + identify which techniques have NO D3FEND mapping (undefended_techniques). Use to assess the defensive posture of an entire attack campaign or threat model in one call. defended_techniques is the subset with at least one D3FEND defense; undefended_techniques are gaps worth flagging. Pair with cve_search per gap to identify exploit availability. Free: 30/hr, Pro: 500/hr. Returns {queried_techniques, coverage_by_tactic, defended_techniques, undefended_techniques, next_calls}.
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