{"id":"agentops--agentops-ai","name":"AgentOps","url":"https://www.agentops.ai/","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/agentops--agentops-ai","family":"memory","section":"Memory observability & monitoring","sections":["Memory observability & monitoring"],"tier":2,"last_verified_at":"2026-10-22","lifecycle":{"status":"active","severity":0,"note":null},"taxonomy":{"storage":[{"value":"relational","primary":true,"reason":null}],"retrieval":[{"value":"exact-match","primary":true,"reason":null}],"persistence":[{"value":"long-term","primary":true,"reason":null}],"update":[{"value":"append-only","primary":true,"reason":null}],"unit":[{"value":"episode","primary":true,"reason":null}],"governance":[{"value":"auditable","primary":true,"reason":null}],"conflict":[{"value":"n/a","primary":true,"reason":"not applicable (observability layer; no memory storage)"}]},"cells":{"type":{"value":"Operational metrics for agent memory","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"desc":{"value":"When Mem0 is connected, gains Memory Operation Timeline, Search Analytics, Memory Growth tracking, Error Tracking per memory call. Standalone, records context at each step but doesn't analyse memory quality.","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"claims":{"value":"400+ LLM integrations. Free tier; Pro/Enterprise pricing not public.","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"modalities":{"value":"text","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"created":{"value":"2023 (founded 2023 by Alex Reibman Adam Silverman Braelyn Boynton; pre-seed Aug 2024)","citation":"https://techcrunch.com/2024/08/28/san-franciscos-ai-hackathons-agency-lets-you-see-what-your-ai-agents-do/","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"third-party"},"latest-release":{"value":"v0.4.21 (2025-08-29)","citation":"https://pypi.org/project/agentops/","status":"real-data","tier":"T2","last_verified_at":"2026-10-22","source_class":"registry"},"license":{"value":"MIT (SDK)","citation":"https://pypi.org/project/agentops/","status":"real-data","tier":"T2","source_class":"registry"},"gh":{"value":"AgentOps-AI/agentops — ~5.8k stars","citation":"https://github.com/AgentOps-AI/agentops","status":"real-data","tier":"T1","last_verified_at":"2026-10-22","source_class":"repo"},"mindshare":{"value":"searched not found","citation":"https://www.agentops.ai/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"citations":{"value":"not applicable — not academic","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-06"},"funding":{"value":"$2.6M pre-seed (645 Ventures + Afore Capital; Aug 2024)","citation":"https://www.finsmes.com/2024/08/agency-ai-raises-2-6m-in-pre-seed-funding.html","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"third-party"},"customers":{"value":"searched not found","citation":"https://www.agentops.ai/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"pricing":{"value":"free tier; Pro/Enterprise pricing not publicly listed; contact sales","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"compliance":{"value":"searched not found","citation":"https://www.agentops.ai/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"data-handling":{"value":"cloud-hosted SaaS; traces sent to AgentOps servers","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"deployment":{"value":"SaaS cloud; SDK integration into agent code","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"hq":{"value":"San Francisco CA","citation":"https://techcrunch.com/2024/08/28/san-franciscos-ai-hackathons-agency-lets-you-see-what-your-ai-agents-do/","status":"real-data","tier":"T2","source_class":"third-party"},"founders":{"value":"AgentOps (Alex Reibman, co-founder; YC W24)","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"volume":{"value":"internal — undisclosed (SaaS observability)","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"perf":{"value":"no public benchmark scores found — vendor does not publish quantitative perf metrics","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"repro":{"value":"not applicable — not a research paper","citation":null,"status":"not-applicable","tier":"T3"},"code-release":{"value":"not applicable — not a research paper","citation":null,"status":"not-applicable","tier":"T3"},"api-surface":{"value":"REST, SDK: Python, JS/TS","citation":"https://docs.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"latency":{"value":"searched not found","citation":"https://www.agentops.ai/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"throughput":{"value":"searched not found","citation":"https://www.agentops.ai/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"backend-storage":{"value":"custom","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"multi-tenancy":{"value":"namespace","citation":"https://docs.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"encryption":{"value":"at-rest + in-transit","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"sso-rbac":{"value":"SSO + RBAC","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"embedding-model":{"value":"not applicable — observability","citation":null,"status":"not-applicable","tier":"T3"},"consistency":{"value":"not specified — vendor docs do not address this dimension for memory","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"versioning":{"value":"immutable append-log","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"tombstoning":{"value":"append-only no delete","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"schema-evolution":{"value":"schema with migration","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"namespace":{"value":"project / org / session — typical SaaS multi-tenant","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"contradiction":{"value":"not applicable","citation":null,"status":"not-applicable","tier":"T3"},"forgetting":{"value":"none (permanent)","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"mcp-support":{"value":"via official adapter","citation":"https://docs.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"a2a-support":{"value":"no data — searched agentops.ai, docs.agentops.ai, docs.agentops.ai/v2/integrations, README on AgentOps-AI/agentops; A2A protocol not advertised (CrewAI/AG2/LangGraph/Autogen integrations only)","citation":"https://www.agentops.ai/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"otel":{"value":"first-class — OTel-native","citation":"https://docs.agentops.ai/v1/quickstart","status":"real-data","tier":"T2","source_class":"vendor"},"webhooks":{"value":"webhooks supported","citation":"https://docs.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"import-export":{"value":"JSON via REST (JSON-over-REST; CSV/Parquet export for analytical use)","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"integration-count":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"orchestration":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"programmatic-control":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"vendor-benchmarks":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-06"},"pricing-specifics":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"agent-abstraction":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"memory-primitives":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"llm-lock":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"runtimes":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"session-handling":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"validated-verticals":{"value":"agent developers + AI platform teams (horizontal)","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"time-to-running":{"value":"<10min (hosted SaaS) to <1hr (self-host)","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"anti-fit":{"value":"not for use cases that don't run agent workloads in production","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"optimised-for":{"value":"memory operation tracing + drift / poisoning detection","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"adjacent-infrastructure":{"value":"BYO agent stack; this layer observes it","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"pros":{"value":"Agent-loop observability with strong memory-step instrumentation; integrates with Mem0.","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"cons":{"value":"Agent-orchestration tilted; less broad than Galileo / Langfuse for general LLM observability.","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"links":{"value":"agentops.ai","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"obs-langsmith":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-opentelemetry":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-datadog":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-helicone":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-weave":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-langfuse":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-arize":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-custom":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-token-budget":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-prompt-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-semantic-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-batching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-model-routing":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-streaming-only":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-observability-cost-attribution":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-langsmith-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-braintrust":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-weights-and-biases-agent":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-helicone-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-custom-test-harness":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-human-loop":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-production-traffic-replay":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"commit-trajectory":{"value":"not applicable — no GitHub repo","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"citation-trajectory":{"value":"not applicable — non-paper row","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"download-trajectory":{"value":"not applicable — not published as a package","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"cost-input-usd-per-mtok":{"value":"not applicable — subscription pricing, no per-token cost","citation":"https://www.agentops.ai/","status":"not-applicable","tier":"T2","source_class":"vendor"},"cost-output-usd-per-mtok":{"value":"not applicable — subscription pricing, no per-token cost","citation":"https://www.agentops.ai/","status":"not-applicable","tier":"T2","source_class":"vendor"},"cost-tier":{"value":"not applicable — subscription pricing, no per-token cost","citation":"https://www.agentops.ai/","status":"not-applicable","tier":"T2","source_class":"vendor"},"cost-pricing-model":{"value":"subscription","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"cost-last-verified":{"value":"2026-06-29","citation":"https://www.agentops.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"capability-composite-score":{"value":"not applicable — observability / monitoring tool, not a capability-rankable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-band":{"value":"not applicable — observability / monitoring tool, not a capability-rankable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-benchmark-sources":{"value":"not applicable — observability / monitoring tool, not a capability-rankable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-last-verified":{"value":"not applicable — observability / monitoring tool, not a capability-rankable system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-tags":{"value":"not applicable — observability platform, not an agent runtime","citation":null,"status":"not-applicable","tier":"T3"},"use-case-anti-tags":{"value":"not applicable — observability platform, not an agent runtime","citation":null,"status":"not-applicable","tier":"T3"},"adoption-accelerator":{"value":"","citation":null,"status":"no-data","tier":"T3"},"architecture-deployment-locus":{"value":"hybrid","citation":"https://docs.agentops.ai/v2/self-hosting/overview","status":"real-data","tier":"T2","source_class":"vendor"},"licensing-bucket":{"value":"open-core","citation":"https://www.agentops.ai/","status":"estimate","tier":"T3","source_class":"vendor"},"positioning-platform-vs-product":{"value":"platform","citation":"https://docs.agentops.ai/v2/introduction","status":"real-data","tier":"T2","source_class":"vendor"},"taxonomy-three-layer-rollup":{"value":"agent-infra","citation":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/docs/schema/section-to-three-layer-rollup.json","status":"real-data","tier":"T1","source_class":"repo"},"developer-activity-opendigger":{"value":"{\"activity\":35.07,\"as_of\":\"2026-09\",\"openrank_12mo\":1.28,\"openrank_current\":0.89,\"participants\":22}","citation":"https://oss.open-digger.cn/github/AgentOps-AI/agentops/openrank.json","status":"real-data","tier":"T2","last_verified_at":"2026-10-28","source_class":"third-party"},"freshness-date":{"value":"2026-10-22","citation":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/agentops--agentops-ai","status":"real-data","tier":"T2","source_class":"catalog"},"compliance-certifications":{"value":"","citation":null,"status":"no-data","tier":"T3"},"sdk-languages":{"value":"python,typescript","citation":"https://docs.agentops.ai/v2/usage/typescript-sdk","status":"real-data","tier":"T2","source_class":"vendor"},"protocol-support":{"value":"opentelemetry","citation":"https://docs.agentops.ai/v2/usage/typescript-sdk","status":"real-data","tier":"T2","source_class":"vendor"},"maturity":{"value":"","citation":null,"status":"no-data","tier":"T3"}},"corroboration":{"cited_cells":47,"third_party_cells":4},"edges":{"outgoing":[{"source":"agentops--agentops-ai","target":"anthropic-claude-foundation-models--anthropic-com","type":"integrates-with","evidence":"AgentOps docs have a Anthropic Claude (foundation models) integration page.","citation":"https://docs.agentops.ai/v2/integrations/anthropic","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"autogen-ag2--gh-ag2ai-ag2","type":"integrates-with","evidence":"AgentOps docs have a AutoGen / AG2 integration page.","citation":"https://docs.agentops.ai/v2/integrations/ag2","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"crewai--crewai-com","type":"integrates-with","evidence":"AgentOps docs have a CrewAI integration page.","citation":"https://docs.agentops.ai/v2/integrations/crewai","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"google-agent-development-kit-adk--gh-google-adk-python","type":"integrates-with","evidence":"AgentOps docs have a Google Agent Development Kit (ADK) integration page.","citation":"https://docs.agentops.ai/v2/integrations/google_adk","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"google-gemini-3-family--blog-google","type":"integrates-with","evidence":"AgentOps docs have a Google Gemini 3 family integration page.","citation":"https://docs.agentops.ai/v2/integrations/google_generative_ai","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"haystack-framework--haystack-deepset-ai","type":"integrates-with","evidence":"AgentOps docs have a Haystack (framework) integration page.","citation":"https://docs.agentops.ai/v2/integrations/haystack","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"langchain-framework--langchain-com","type":"integrates-with","evidence":"AgentOps docs have a LangChain (framework) integration page.","citation":"https://docs.agentops.ai/v2/integrations/langchain","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"langgraph-orchestration--langchain-com","type":"integrates-with","evidence":"AgentOps docs have a LangGraph (orchestration) integration page.","citation":"https://docs.agentops.ai/v2/integrations/langgraph","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"litellm--gh-berriai-litellm","type":"integrates-with","evidence":"AgentOps docs have a LiteLLM integration page.","citation":"https://docs.agentops.ai/v2/integrations/litellm","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"llamaindex-framework--llamaindex-ai","type":"integrates-with","evidence":"AgentOps docs have a LlamaIndex (framework) integration page.","citation":"https://docs.agentops.ai/v2/integrations/llamaindex","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"mem0--mem0-ai","type":"integrates-with","evidence":"When Mem0 is connected, gains Memory Operation Timeline, Search Analytics, Memory Growth tracking, Error Tracking per memory call.","citation":"https://www.agentops.ai/"},{"source":"agentops--agentops-ai","target":"memori--gh-memorilabs-memori","type":"integrates-with","evidence":"AgentOps docs have a Memori integration page.","citation":"https://docs.agentops.ai/v2/integrations/memori","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"openai-agents-sdk--gh-openai-openai-agents-python","type":"integrates-with","evidence":"AgentOps docs have a OpenAI Agents SDK integration page.","citation":"https://docs.agentops.ai/v2/integrations/openai_agents_js","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"openai-gpt-family-gpt-5-gpt-4o-o3-o4--openai-com","type":"integrates-with","evidence":"AgentOps docs have a OpenAI GPT family (GPT-5 / GPT-4o / o3 / o4) integration page.","citation":"https://docs.agentops.ai/v2/integrations/openai","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"phidata-now-agno--agno-com","type":"integrates-with","evidence":"AgentOps docs have a Phidata integration page.","citation":"https://docs.agentops.ai/v2/integrations/agno","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"smolagents-hugging-face--gh-huggingface-smolagents","type":"integrates-with","evidence":"AgentOps docs have a smolagents (Hugging Face) integration page.","citation":"https://docs.agentops.ai/v2/integrations/smolagents","verified_at":"2026-10-29"},{"source":"agentops--agentops-ai","target":"xai-grok-4--x-ai","type":"integrates-with","evidence":"AgentOps docs have a xAI Grok 4 integration page.","citation":"https://docs.agentops.ai/v2/integrations/xai","verified_at":"2026-10-29"}],"incoming":[{"source":"google-agent-development-kit-adk--gh-google-adk-python","target":"agentops--agentops-ai","type":"integrates-with","evidence":"ADK integrations catalog has a \"AgentOps observability for ADK\" page (Session replays, metrics, and monitoring for ADK agents).","citation":"https://adk.dev/integrations/agentops/","verified_at":"2026-10-29"},{"source":"litellm--gh-berriai-litellm","target":"agentops--agentops-ai","type":"integrates-with","evidence":"LiteLLM docs have an AgentOps logging/observability integration page.","citation":"https://docs.litellm.ai/docs/observability/agentops_integration","verified_at":"2026-10-29"},{"source":"mem0--mem0-ai","target":"agentops--agentops-ai","type":"integrates-with","evidence":"Mem0 docs have an AgentOps integration page (Integrate Mem0 with AgentOps for automatic monitoring, analytics, and real-time tracking of memory operations).","citation":"https://docs.mem0.ai/integrations/agentops","verified_at":"2026-10-29"},{"source":"openai-agents-sdk--gh-openai-openai-agents-python","target":"agentops--agentops-ai","type":"integrates-with","evidence":"OpenAI Agents SDK tracing docs list AgentOps under external tracing processors.","citation":"https://openai.github.io/openai-agents-python/tracing/","verified_at":"2026-10-29"}]},"history":[{"date":"2026-10-22","commit":"89dcc719ed","pr":195,"kind":"update","changes":[{"field":"license","label":"License","from":"not applicable — not OSS","to":"MIT (SDK)","source":"https://pypi.org/project/agentops/"},{"field":"latest-release","label":"Latest release","from":"not applicable — not OSS","to":"v0.4.21 (2025-08-29)","source":"https://pypi.org/project/agentops/"}]}],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}