Build a typed, bounded Fireflies GraphQL client with operation names, variables, error handling, redaction, and dependency injection. Use when replacing ad hoc requests or a fictional SDK wrapper. Trigger with "Fireflies client pattern", "type Fireflies GraphQL", or "Fireflies API wrapper".

Design a production Firecrawl v2 ingestion system with policy gateway, bounded acquisition, validation, provenance, storage, indexing, observability, and deletion. Use when building a reusable platform. Trigger with "Firecrawl reference architecture", "Firecrawl ingestion system", or "Firecrawl RAG pipeline".

Audit and govern Fireflies transcripts, summaries, participant data, media links, AskFred output, exports, retention, redaction, and deletion propagation. Use when performing privacy, compliance, or downstream data design. Trigger with "Fireflies data handling", "export Fireflies transcript", or "delete Fireflies data".

Control Fireflies request quotas, AskFred AI credits, recording volume, storage, and seat utilization without deleting transcripts or changing plans automatically. Use when performing spend review or budget enforcement. Trigger with "Fireflies cost", "AskFred credits", or "right-size Fireflies".

Analyze authorized Fireflies meetings with current transcript filters and use AskFred only under explicit AI-credit, privacy, and citation controls. Use when performing scoped discovery or meeting Q&A. Trigger with "search Fireflies meetings", "AskFred analysis", or "query meetings for a topic".

Analyze and retrieve an authorized Fireflies transcript with minimal fields, explicit ownership checks, pagination awareness, and safe handling of sentences and summaries. Use when integrating meeting records. Trigger with "fetch Fireflies transcript", "read meeting summary", or "Fireflies transcript fields".

Diagnose Fireflies transport, GraphQL, permission, plan, processing, and operation-limit failures without unsafe retries or data probing. Use when an integration fails or returns partial data. Trigger with "Fireflies error", "too_many_requests", or "object_not_found Fireflies".

Build a Fireflies CI lane with static GraphQL validation, synthetic fixtures, secret scanning, webhook vectors, and narrowly gated live tests. Use when adding automated verification. Trigger with "Fireflies CI", "test Fireflies GraphQL", or "Fireflies contract test".

Implement bounded retries, durable async state, pagination, idempotency, reconciliation, circuit breaking, cancellation, and degraded modes for Firecrawl v2. Use when hardening a production integration. Trigger with "Firecrawl reliability", "Firecrawl retries", or "resilient Firecrawl".

Build a typed, testable Firecrawl v2 adapter for Node or Python with current methods, explicit options, errors, pagination, and dependency control. Use when implementing reusable client code. Trigger with "Firecrawl SDK patterns", "wrap Firecrawl", or "typed Firecrawl client".

Secure Firecrawl identities, targets, request options, webhooks, untrusted content, retention, logs, and self-hosted exposure. Use when threat-modeling or hardening an integration. Trigger with "secure Firecrawl", "Firecrawl security review", or "Firecrawl secrets".

Upgrade a Firecrawl client from legacy v0/v1 routes and methods to the current v2 SDK and API with contract, parity, and rollback evidence. Use when modernizing an existing Firecrawl integration. Trigger with "upgrade Firecrawl", "migrate Firecrawl v1 to v2", or "replace scrapeUrl".

Implement bounded Firecrawl throttling and retry behavior using current team RPM, browser concurrency, queue status, timeouts, and Retry-After. Use when handling 429s or producer backpressure. Trigger with "Firecrawl rate limits", "Firecrawl throttling", or "Firecrawl queue".

Design a Fireflies architecture that separates identity, GraphQL reads, privileged mutations, Webhooks V2 intake, queues, sensitive data, and derived outputs. Use when performing system design or review. Trigger with "Fireflies architecture", "design Fireflies pipeline", or "Fireflies integration blueprint".

Monitor and enforce current Fireflies plan and operation-specific request limits with bounded concurrency, retryAfter handling, and cost-aware pagination. Use when preventing throttling or recovering from 429-style failures. Trigger with "Fireflies rate limit", "too_many_requests", or "budget Fireflies calls".

Run a fail-closed readiness review for a Fireflies integration covering identity, schema contracts, privacy, quotas, webhooks, observability, rollback, and ownership. Use when preparing before enabling production traffic. Trigger with "Fireflies production checklist", "ship Fireflies integration", or "Fireflies go-live review".

Migrate a custom Puppeteer, Playwright, Cheerio, or third-party scraping workload to Firecrawl v2 with parity, policy, cost, and rollback evidence. Use when replacing an existing acquisition system. Trigger with "migrate to Firecrawl", "replace Playwright scraping", or "Firecrawl adoption".

Build a deterministic Firecrawl development loop with SDK fakes, recorded synthetic contracts, and an optional trusted-network self-hosted stack. Use when developing without production data or routine Cloud spend. Trigger with "Firecrawl local dev", "mock Firecrawl", or "self-host Firecrawl locally".

Measure Firecrawl throughput under plan, team rate, browser concurrency, queue, timeout, target-policy, and credit constraints. Use when planning or validating scale. Trigger with "load test Firecrawl", "Firecrawl concurrency", or "scale Firecrawl".

Audit a Firecrawl integration for legacy v1 calls, unbounded crawls, incomplete pagination, unsafe retries, retention mistakes, and untrusted-content handling. Use when reviewing code or onboarding maintainers. Trigger with "Firecrawl pitfalls", "review Firecrawl code", or "Firecrawl anti-patterns".