Instrument Fireflies GraphQL and webhook workflows with operation, latency, quota, queue, signature, and processing metrics that exclude meeting content and identities. Use when building dashboards or alerts. Trigger with "monitor Fireflies", "Fireflies metrics", or "Fireflies webhook alerts".

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".

Separate Fireflies development, staging, and production identities, webhook endpoints, secrets, quotas, fixtures, and observability. Use when preventing cross-environment leakage. Trigger with "Fireflies environments", "staging Fireflies", or "separate Fireflies keys".

Migrate authorized recordings into Fireflies through current uploadAudio or addToLiveMeeting contracts with provenance, consent, limits, callbacks, and rollback planning. Use when performing import or live-meeting onboarding. Trigger with "upload audio to Fireflies", "import recordings", or "add Fireflies to live meeting".

Build a deterministic Fireflies development loop with recorded synthetic GraphQL fixtures, schema-contract tests, and no dependency on production meeting data. Use when implementing or debugging locally. Trigger with "Fireflies local development", "mock Fireflies GraphQL", or "Fireflies test fixture".

Triage Fireflies auth, privacy, webhook, quota, data exposure, processing, and privileged-mutation incidents with containment and evidence boundaries. Use when responding during a live failure or suspected leak. Trigger with "Fireflies incident", "Fireflies outage", or "Fireflies data leak".

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".

Receive, verify, deduplicate, process, and reconcile current Firecrawl crawl, batch, extract, agent, and monitor webhooks. Use when building asynchronous event delivery. Trigger with "Firecrawl webhook", "X-Firecrawl-Signature", or "Firecrawl events".

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 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".

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".

Enforce domain authorization, robots and terms review, endpoint and format allowlists, scope, spend, retention, and unsafe-content controls around Firecrawl. Use when governing automated collection. Trigger with "Firecrawl guardrails", "scraping policy", or "restrict Firecrawl domains".

Instrument Firecrawl v2 requests, async jobs, queue pressure, credits, origin status, webhooks, output quality, and downstream delivery without logging content. Use when building monitoring or SLOs. Trigger with "monitor Firecrawl", "Firecrawl metrics", or "Firecrawl dashboard".

Separate Firecrawl development, staging, and production identities, targets, budgets, policies, telemetry, and data stores. Use when creating or auditing multiple environments. Trigger with "Firecrawl environments", "Firecrawl staging", or "separate Firecrawl keys".

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".

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".