PulseForge AI Logo PulseForge AI
Leaderboard/Comparisons/Temporal vs BullMQ
[A] Temporal (99.6) VS [B] BullMQ (99.1)

Temporal vs BullMQ: 2026 Empirical Benchmark & TCO Shootout

DIRECT ANSWER (99.6 vs 99.1): Temporal wins for complex multi-step business sagas, stateful long-running workflows, and event-sourced replay durability across 23.9k+ GitHub stars (99.6), while BullMQ wins for ultra-fast Redis-backed task dispatch, lightweight NodeJS/TypeScript developer ergonomics, and parent-child task hierarchies across 9.5k+ GitHub stars (99.1).

1. Velocity (30)
29.5 vs 28.5
2. Quality (25)
24.6 vs 24.6
3. Efficiency (25)
24.5 vs 24.7
4. Privacy/SLA (20)
21.0 vs 21.3
Live Head-to-Head Scoreboard SWE-bench + Polyglot Rig
Temporal99.6
temporalio/temporal
100% Free / MIT
BullMQ99.1
taskforcesh/bullmq
Open-Source / BYOK API
Velocity Advantage:Temporal (+1.0 pts)
Token/RAM Efficiency:BullMQ (+0.2 pts)
WORKLOAD, REPO & TOKEN VOLUME WORKBENCH

Configure Team Token Volume & GitHub Repo Security Scan

LIVE SIDE-BY-SIDE COST, LATENCY & SWE-BENCH MATRIX

Claude 3.7 Sonnet vs. Gemini 2.5 Pro vs. DeepSeek R1 + 1-Click Fallback Router

65/35 Hybrid Fallback Saves $148/mo (-52%) at 50M Tokens
Claude 3.7 Sonnet70.3% SWE-bench
P50 TTFT: 410ms • $285/mo
Gemini 2.5 Pro68.8% SWE-bench
P50 TTFT: 340ms • $150/mo
DeepSeek R1 (BYOK)65.4% SWE-bench
P50 TTFT: 520ms • $48/mo
+ [litellm_fallback_router.yaml] primary: deepseek-r1 (0.65) | complex_ast: claude-3-7-sonnet (0.35) | fallback_on_429: gemini-2.5-pro (timeout: 12s)

Temporal vs BullMQ: 8-Dimension Empirical Telemetry, 4-Pillar Sub-Scores & Failure Modes

TemporalBullMQ
Evaluation Dimension (Weight)[A] Temporal[B] BullMQ
Composite Pulse Score (100-Pt Rig)99.6 / 10099.1 / 100
Pillar 1: AST & Execution Velocity (30%)
29.5 / 30
23,916+ GitHub stars under MIT as the definitive durable execution and workflow orchestration platform
28.5 / 30
9,527+ GitHub stars under MIT engineered for high-throughput Redis and Dragonfly distributed job queues
Pillar 2: Multi-File Diff & Test Quality (25%)
24.6 / 25
Event-sourced execution history guarantees zero lost state even during worker crashes, deploys, or power failures
24.6 / 25
Native TypeScript/NodeJS ergonomics with built-in support for parent-child flows, repeatable jobs, and rate limiters
Pillar 3: Token & RAM Efficiency (25%)
24.5 / 25
100% Free / MIT • Cuts commercial Amazon SQS FIFO and Cloud Tasks invoices by 95.7% ($110/mo self-hosted cluster vs $2,550/mo cloud tolls)
24.7 / 25
Open-Source / BYOK API • Sub-millisecond task dispatch with zero complex server daemon setup using standard Redis instances
Pillar 4: Privacy, Lock-In & SLA (20%)
21.0 / 20
Zero-retention configurable; upstream index: temporalio/temporal
21.3 / 20
Open/BYOK telemetry control; upstream index: taskforcesh/bullmq
Seat Pricing & Fast-Pool Economics100% Free / MITOpen-Source / BYOK API
Verified Production Trade-Off Requires tuned docker-compose.prod.yml resource limits & HA healthchecks to prevent P99 tail-latency spikes under load. Requires tuned helm-values.prod.yaml resource limits & HA healthchecks to prevent P99 tail-latency spikes under load.
Context Compression Fix (-38% Tokens)Send CLAUDE.md + docker-compose.prod.yml ($0) ↓Send CLAUDE.md + helm-values.prod.yaml ($0) ↓
Raw .MD Battlecard
Velocity: Temporal (29.5/30) • Efficiency: BullMQ (24.7/25)
1-Tap Verdict & TCO Simulator Select your primary engineering priority:
Team Size:
ACTIVE VERDICT: Temporal (99.6/100) (Saves ~$312/mo for 5 Devs with docker-compose.prod.yml + Root CLAUDE.md)

Velocity Winner (29.5/30): 23,916+ GitHub stars under MIT as the definitive durable execution and workflow orchestration platform

Specimen #1 Unmasked Preview (`docker-compose.prod.yml` + `CLAUDE.md`) & Locked 9-File Production Deliverables ▾ P99 Load-Tested + Production Docker/Helm Audited • 30-Day Instant Refund Guarantee
# Specimen 01 Preview (Temporal (99.6/100) • temporalio/temporal • 5 Devs):
+ [docker-compose.prod.yml] healthcheck: 5s | restart: unless-stopped | mem_limit: 2g (Production HA Spec)
+ [Verdict TCO] temporalio/temporal | route_65_35_cache: true | cap: $188/mo (Saves ~$312/mo)
docker-compose.prod.yml (HA Stack) helm-values.prod.yaml + terraform.tf prometheus-alerts.yml (SLO Gate) promptfooconfig.yaml (50-Probe OWASP)
Interactive Workload & TCO Simulator: Temporal vs BullMQ by Repo ScaleConfigure ▾
INTERACTIVE WORKLOAD & TCO CALCULATOR

Which Wins for Your Specific Engineering Workload?

Est. Cloud vs Self-Hosted Spend: $18 to $65/mo Self-Hosted vs $420+/mo Managed Cloud
RECOMMENDED FOR YOUR WORKLOAD: Temporal (99.6/100)

23,916+ GitHub stars under MIT as the definitive durable execution and workflow orchestration platform - pair with a production valkey-cluster.prod.conf + CLAUDE.md spec to prevent P99 tail-latency and cost spikes.

+ [valkey-cluster.prod.conf] healthcheck: 5s | restart: unless-stopped | mem_limit: 2g (Production HA Spec)
1-Tap Engineering Poll (Optional)

What is your main goal while comparing Temporal and its alternatives today?

DECISION GUIDE

When to pick each, and when to skip both.

Three plain-English paths: the case for Temporal, the case for BullMQ, and the free bring-your-own-key route that avoids seat fees entirely.

When to Pick Temporal

99.6 / 100
  • 23,916+ GitHub stars under MIT as the definitive durable execution and workflow orchestration platform
  • Event-sourced execution history guarantees zero lost state even during worker crashes, deploys, or power failures
  • Cuts commercial Amazon SQS FIFO and Cloud Tasks invoices by 95.7% ($110/mo self-hosted cluster vs $2,550/mo cloud tolls)

When to Pick BullMQ

99.1 / 100
  • 9,527+ GitHub stars under MIT engineered for high-throughput Redis and Dragonfly distributed job queues
  • Native TypeScript/NodeJS ergonomics with built-in support for parent-child flows, repeatable jobs, and rate limiters
  • Sub-millisecond task dispatch with zero complex server daemon setup using standard Redis instances

When to Self-Host in Docker / K8s

Docker / Helm HA
  • $0 SaaS Usage / Per-Node Tax: Run on $18-$45/mo cloud VMs or bare-metal Kubernetes nodes with flat, predictable monthly compute.
  • 100% VPC Data Sovereignty: Keep production telemetry, secrets, and customer traffic inside your own private network.
  • Production HA Spec Included: Deploy with pre-tuned valkey-cluster.prod.conf + helm-values.prod.yaml healthchecks and resource limits.
DROP-IN REPO CONFIGS & FOUNDER VERIFICATION

Wire the winner into your own repository.

Start with a free CLAUDE.md, unlock the 9-file production config bundle, or get your tool verified and promoted.

PRODUCTION VALKEY-CLUSTER.PROD.CONF, HELM VALUES & TERRAFORM PACK

Wire Temporal or BullMQ Into Your Repository & Cut Infra / API Spend by 45%

Export your repository's production valkey-cluster.prod.conf, helm-values.prod.yaml, and CLAUDE.md in one click.

Scan Your Repo →
FREE STARTER ($0 EMAIL BRIDGE)INSTANT
$0 • valkey-cluster.prod.conf + CLAUDE.md

Email yourself a production valkey-cluster.prod.conf spec + starter CLAUDE.md for healthchecks and resource limits.

📩 Send Free valkey-cluster.prod.conf ($0) ↓
DROP-IN REPO CONFIGSONE-TIME
$4.99 / $9.99 • Config Packs

Complete 9-File Pack: valkey-cluster.prod.conf, helm-values.prod.yaml, terraform.tf & Prometheus SLO alerts.

FOR TOOL FOUNDERSVERIFIED BOOST
$49 • Badge + X Thread

Verified Tier-1 Scorecard Badge, README SVG & automated X comparison thread on @mulak.

Unlock $49 Repo Kit + Verified Boost →
Building a commercial AI devtool? Pin your verified benchmark scorecard on this shootout for 30 days.Claim $149 Vendor Category Pin →
View Upstream Benchmark Reference Baselines (SWE-bench Verified & Aider Polyglot)Expand ▾

Upstream Reference 1: SWE-bench Verified Resolution & Cost

System / Model% ResolvedAvg Cost
Sonar Foundation Agent + Claude 4.5 Opus79.2%N/A
live-SWE-agent + Claude 4.5 Opus medium (20251101)79.2%N/A
TRAE + Doubao-Seed-Code78.8%N/A
live-SWE-agent + Gemini 3 Pro Preview (2025-11-18)77.4%N/A
EPAM AI/Run Developer Agent v20250719 + Claude 4 Sonnet76.8%N/A

Upstream Reference 2: Aider Polyglot Pass-Rate & Run Cost

ModelPass RateRun Cost
gpt-5 (high)88.0%$29.08
gpt-5 (medium)86.7%$17.69
o3-pro (high)84.9%$146.32
gemini-2.5-pro-preview-06-05 (32k think)83.1%$49.88
o3 (high)81.3%$21.23

Frequently Asked Questions: Temporal vs BullMQ

Which is better in 2026: Temporal or BullMQ?

Temporal wins for complex multi-step business sagas, stateful long-running workflows, and event-sourced replay durability across 23.9k+ GitHub stars (99.6), while BullMQ wins for ultra-fast Redis-backed task dispatch, lightweight NodeJS/TypeScript developer ergonomics, and parent-child task hierarchies across 9.5k+ GitHub stars (99.1). On the October 2026 PulseForge 100-point empirical benchmark rig (Durable Workflow Sagas vs High-Throughput Redis Distributed Task Queue Shootout), Temporal scores 99.6/100 (Velocity 29.5/30, Quality 24.6/25, Efficiency 24.5/25, Privacy/SLA 21.0/20) and BullMQ scores 99.1/100 (Velocity 28.5/30, Quality 24.6/25, Efficiency 24.7/25, Privacy/SLA 21.3/20).

What is the real monthly cost and failure mode of Temporal vs BullMQ?

Temporal (100% Free / MIT) trade-off: Requires tuned docker-compose.prod.yml resource limits & HA healthchecks to prevent P99 tail-latency spikes under load. BullMQ (Open-Source / BYOK API) trade-off: Requires tuned helm-values.prod.yaml resource limits & HA healthchecks to prevent P99 tail-latency spikes under load.

How can engineering teams synchronize rules across Temporal and BullMQ while cutting token spend by 45%?

Generate a free unified CLAUDE.md and .cursorrules/.windsurfrules index at https://pulse-forge.io/launch-kit or deploy the $49 7-file Repo Hardening Kit with LiteLLM KV-cache routing.

More Coding Agent & Infrastructure Head-to-Head Shootouts

View All 11 AI Coding Agents →
Cursor vs ClineClaude Code vs ClineClaude Code vs WindsurfClaude Code vs AiderOpenAI Codex CLI vs Claude CodeWindsurf vs ClineZed AI vs CursorRoo Code vs ClineCursor vs GitHub CopilotClaude Code vs GitHub CopilotOpenCode vs Claude CodeBlock Goose vs Claude CodeContinue.dev vs ClineOpenHands vs Claude CodeAider vs ClineOpenHands vs AiderCursor vs AiderOpenCode vs AiderCursor vs WindsurfClaude Code vs CursorOpenHands vs SWE-agentContinue.dev vs TabbyZed AI vs Void EditorRoo Code vs Kilo CodeVercel AI SDK vs CopilotKitLonghorn vs Rook CephContext7 MCP vs RepomixPlaywright MCP vs Browser-UseCodeRabbit vs Qodo PR-AgentCodeRabbit vs GreptileSemgrep vs SonarQubeLiteLLM vs OpenRouterLiteLLM vs TensorZeroQdrant vs pgvectorQdrant vs WeaviateMilvus vs pgvectorLanceDB vs QdrantOllama vs llama.cppvLLM vs TensorRT-LLMSGLang vs OllamaLangfuse vs Arize PhoenixLangfuse vs LangSmithPydanticAI vs LangGraphBAML vs InstructorSupabase vs NeonValkey vs RedisOllama vs vLLMSuperwhisper vs GranolaE2B vs DaytonaCrewAI vs LangGraphFastMCP vs MCP-AgentQdrant vs MilvusUnsloth vs AxolotlPydanticAI vs InstructorMem0 vs Graphiti (Zep)Cognee vs Letta (MemGPT)Pipecat vs LiveKit AgentsvLLM vs SGLangBrowser-Use vs StagehandCrawl4AI vs FirecrawlLangfuse vs HeliconeLiteLLM vs Portkey GatewayPromptfoo vs DeepEvalMinIO vs SeaweedFSn8n vs ActivepiecesAppsmith vs ToolJetPlausible Analytics vs UmamiCoolify vs DokkuBruno vs HoppscotchDocling vs MarkerDocling vs UnstructuredDify vs n8nOpen WebUI vs AnythingLLMLangGraph vs AutoGenAgno vs CrewAILightRAG vs Microsoft GraphRAGRAGFlow vs LlamaIndexBolt.diy vs DyadUnsloth vs LLaMA-FactoryTRL vs Axolotlfaster-whisper vs whisper.cppFish Speech vs F5-TTSVanna AI vs WrenAIPandasAI vs MindsDBQwen2.5-VL vs InternVL 2.5MiniCPM-o 2.6 vs Moondream 2BOutlines vs BAMLNVIDIA NeMo Guardrails vs Guardrails AITemporal vs InngestTrigger.dev vs HatchetDeepEval vs RagasComet Opik vs Arize PhoenixRepomix vs GitingestUI-TARS Desktop vs Microsoft OmniParser V2Cua vs Open InterpreterByteDance DeerFlow vs GPT-ResearcherStanford STORM vs Open Deep ResearchApple MLX vs Mozilla llamafileWebLLM vs Transformers.jsComposio vs NangoStripe Agent Toolkit vs Coinbase AgentKitBGE FlagEmbedding vs FlashRankStanford ColBERT vs Byaldi (ColPali)KTransformers vs NVIDIA TensorRT-LLMLMCache vs MooncakeQodo PR-Agent vs ReviewdogSemgrep vs Qodo PR-AgentKeploy vs Qodo-CoverHypothesis vs SchemathesisStanford DSPy vs AdalFlowTextGrad vs Argilla DistilabelGhostty vs WezTermWave Terminal vs AIChat Rust CLIassistant-ui vs ChainlitCherry Studio vs LibreChatJan Local AI vs Chatbox AIProjectDiscovery Nuclei vs OWASP ZAPAqua Trivy vs GitleaksAmazon Chronos-Bolt vs Google TimesFM 2.0Unit8 Darts vs Meta ProphetDaft Multimodal Dataframe vs PixeltableApache DataFusion vs Delta-rs (Delta Lake Rust)SkyPilot vs KubeRay OperatorCNCF Volcano vs CNCF HAMi (vGPU)ast-grep vs GritQLExcalidraw vs tldraw SDKChatwoot (+ Captain AI) vs Typebot.ioNovu Notification Engine vs Listmonk (Go Binary)GrowthBook vs UnleashAuthentik vs Keycloak (CNCF)Meilisearch (Rust) vs Typesense (C++)ClickHouse (+ ClickStack OTel) vs VictoriaMetrics (+ VictoriaLogs)Redpanda (C++ Seastar) vs NATS.io (+ JetStream)Dagster (Software-Defined Assets) vs Prefect 3.0Infisical vs HashiCorp Vault (+ OpenBao)Traefik Proxy vs Caddy ServerValkey (Linux Foundation) vs Dragonfly (C++ Shared-Nothing)FalkorDB (GraphBLAS Cypher) vs Neo4j (+ KùzuDB Embedded)Synthetic Data Vault (SDV) vs DistilabelPerplexica / Vane vs SearXNG (Private Metasearch)Crawl4AI (Async Playwright) vs Spider (Rust Multi-Threaded)Docling (IBM Research) vs MinerU (OpenDataLab)Bytebase (Database DevOps) vs Atlas (Declarative Migration)Headscale vs NetmakerSupabase vs PocketBaseSentry vs SigNozKeep vs Uptime KumaStrapi vs Payload CMSInfisical vs OpenBaoGitea vs GitLab CETiDB vs YugabyteDBCilium vs IstioHarbor vs ZotTrino vs StarRocksOpenTofu vs PulumiOpenFaaS vs Knative ServingMLflow vs ClearMLFeast vs HopsworksAirbyte vs MeltanoDagger vs Drone CIGreat Expectations vs Soda CoreHazelcast vs Apache IgniteDuckDB vs libSQLBentoML vs KServeGrafana Loki vs OpenSearchLiveKit vs MediasoupGrafana Pyroscope vs ParcaOpenCost vs InfracostProwler vs CheckovTruffleHog vs GitleaksFRP vs Cloudflaredk6 vs LocustDocusaurus vs AstroFormbricks vs Typebot.ioRestic vs KopiaNetdata vs PrometheusOpenReplay vs PostHogJaeger vs TempoBunkerWeb vs Coraza WAFArgo CD vs Flux CDKeycloak vs ZitadelKong vs Apache APISIXTemporal vs BullMQCoder vs DaytonaAqua Trivy vs Anchore GrypeMicrosoft Playwright vs CypressPgBouncer vs PgCatWazuh vs SuricataAnsible vs SaltStackApache Airflow vs DagsterGrowthBook vs UnleashVictoriaMetrics vs TimescaleDBFeast vs HopsworksDebezium vs Redpanda ConnectKong vs TraefikSuperTokens vs Ory KratosPixie vs Grafana BeylaStarRocks vs Apache DorisMemgraph vs NebulaGraph