AgentOps
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.
Active · Verified 2026-10-22 · fresh as of 2026-10-22 · 48 cited facts, 4 with a third-party source · 1 recorded change · Suggest a correction
At a glance
- Type
- Operational metrics for agent memory vendor fix
- Tier
- T2
- Created
- 2023 (founded 2023 by Alex Reibman Adam Silverman Braelyn Boynton; pre-seed Aug 2024) third-party fix
- Latest release
- v0.4.21 (2025-08-29) registry fix
- GitHub
- AgentOps-AI/agentops — ~5.8k stars repo fix
- Funding
- $2.6M pre-seed (645 Ventures + Afore Capital; Aug 2024) third-party fix
- Freshness
- 2026-10-22 fix
- Layer
- agent-infra repo fix
- Licensing
- open-core (estimate) fix
- SDK languages
- python, typescript vendor fix
- Protocols
- opentelemetry vendor fix
- Developer activity
- OpenRank 0.89 (12-mo avg 1.28) · 22 participants — 2026-09 third-party fix
Memory taxonomy
- storage
- relational
- retrieval
- exact-match
- persistence
- long-term
- update
- append-only
- unit
- episode
- governance
- auditable
- conflict
- n/a
When to use
Optimised for: memory operation tracing + drift / poisoning detection
Anti-fit: not for use cases that don't run agent workloads in production
Pros & cons
Pros
Agent-loop observability with strong memory-step instrumentation; integrates with Mem0.
Cons
Agent-orchestration tilted; less broad than Galileo / Langfuse for general LLM observability.
Claims & capabilities
400+ LLM integrations. Free tier; Pro/Enterprise pricing not public.
Technical surface
- API surface
- REST, SDK: Python, JS/TS
- Backend storage
- custom
- Deployment
- SaaS cloud; SDK integration into agent code
- Embedding model
- not applicable — observability
- Multi-tenancy
- namespace
- MCP
- via official adapter
- A2A
- 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)
- OpenTelemetry
- first-class — OTel-native
Alternatives to AgentOps → live options ranked by shared design, licence, hosting and MCP support
Similar systems
Other memory observability & monitoring in the catalog, ranked by inbound references.
- Langfuse T1
Acquired by ClickHouse (2026-01-16); product and MIT-licensed repo continue under the Langfuse name. Memory module reads/writes captured as named spans. Trace Log View concatenates every agent step including memory ops. Agent Graphs (GA 2025) infer graph structure from observation nesting; session-level replay tracks how memory state evolves.
- LangSmith T1
Memory reads, vector DB retrievals, state changes are distinct span types in traces. RAG eval separates retrieval quality (context precision) from generation quality (faithfulness). Dataset versioning guards against eval drift.
- Galileo (galileo.ai) (now Splunk Agent Observability) T1
Acquired by Cisco (announced 2026-04-09, closed by 2026-05); now Splunk Agent Observability. Treats memory as first-class in multi-agent tracing. Luna-2 SLMs (3B / 8B) scan every interaction for intent drift and belief drift; 20+ checks at sub-200ms latency. Catches when agent A's view of the world splits from teammate B's. OpenTelemetry-compatible.
- Ratine T2
Only tool found that scans the persistent memory layer on disk rather than runtime tracing. Detects injected instructions, obfuscated payloads (zero-width Unicode, base64, homoglyphs, hex), C2-pattern URLs, credential leakage. ratine diff compares snapshots for belief drift.
Sources (47 cited facts, 4 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is Operational metrics for agent memory vendor
- What it does & what's distinct When Mem0 is connected, gains Memory Operation Timeline, Search Analytics, Memory Growth… vendor
- Claims / benefits 400+ LLM integrations. Free tier; Pro/Enterprise pricing not public. vendor
- Modalities text vendor
- Created 2023 (founded 2023 by Alex Reibman Adam Silverman Braelyn Boynton; pre-seed Aug 2024) third-party
- Latest release v0.4.21 (2025-08-29) registry
- License MIT (SDK) registry
- GitHub AgentOps-AI/agentops — ~5.8k stars repo
- Funding $2.6M pre-seed (645 Ventures + Afore Capital; Aug 2024) third-party
- Pricing free tier; Pro/Enterprise pricing not publicly listed; contact sales vendor
- Data handling cloud-hosted SaaS; traces sent to AgentOps servers vendor
- Deployment SaaS cloud; SDK integration into agent code vendor
- HQ San Francisco CA third-party
- Founders / pedigree AgentOps (Alex Reibman, co-founder; YC W24) vendor
- Memory volume / scale internal — undisclosed (SaaS observability) vendor
- Performance no public benchmark scores found — vendor does not publish quantitative perf metrics vendor
- API surface REST, SDK: Python, JS/TS vendor
- Backend storage custom vendor
- Multi-tenancy namespace vendor
- Encryption at-rest + in-transit vendor
- SSO / RBAC SSO + RBAC vendor
- Consistency not specified — vendor docs do not address this dimension for memory vendor
- Versioning immutable append-log vendor
- Tombstoning append-only no delete vendor
- Schema evolution schema with migration vendor
- Namespace primitives project / org / session — typical SaaS multi-tenant vendor
- Forgetting policy none (permanent) vendor
- MCP support via official adapter vendor
- OTel first-class — OTel-native vendor
- Webhooks / events webhooks supported vendor
- Import / export JSON via REST (JSON-over-REST; CSV/Parquet export for analytical use) vendor
- Validated verticals agent developers + AI platform teams (horizontal) vendor
- Time to running <10min (hosted SaaS) to <1hr (self-host) vendor
- Anti-fit not for use cases that don't run agent workloads in production vendor
- Optimised for memory operation tracing + drift / poisoning detection vendor
- Adjacent infrastructure BYO agent stack; this layer observes it vendor
- Pros Agent-loop observability with strong memory-step instrumentation; integrates with Mem0. vendor
- Cons Agent-orchestration tilted; less broad than Galileo / Langfuse for general LLM observabi… vendor
- Project & sources agentops.ai vendor
- cost-pricing-model subscription vendor
- cost-last-verified 2026-06-29 vendor
- architecture-deployment-locus hybrid vendor
- positioning-platform-vs-product platform vendor
- taxonomy-three-layer-rollup agent-infra repo
- developer-activity-opendigger {"activity":35.07,"as_of":"2026-09","openrank_12mo":1.28,"openrank_current":0.89,"partic… third-party
- sdk-languages python,typescript vendor
- protocol-support opentelemetry vendor
What changed
Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)
Related systems
References (17)
- Anthropic Claude (foundation models) integrates with — AgentOps docs have a Anthropic Claude (foundation models) integration page. (verified 2026-10-29)
- AutoGen / AG2 integrates with — AgentOps docs have a AutoGen / AG2 integration page. (verified 2026-10-29)
- CrewAI integrates with — AgentOps docs have a CrewAI integration page. (verified 2026-10-29)
- Google Agent Development Kit (ADK) integrates with — AgentOps docs have a Google Agent Development Kit (ADK) integration page. (verified 2026-10-29)
- Google Gemini 3 family integrates with — AgentOps docs have a Google Gemini 3 family integration page. (verified 2026-10-29)
- Haystack (framework) integrates with — AgentOps docs have a Haystack (framework) integration page. (verified 2026-10-29)
- LangChain (framework) integrates with — AgentOps docs have a LangChain (framework) integration page. (verified 2026-10-29)
- LangGraph (orchestration) integrates with — AgentOps docs have a LangGraph (orchestration) integration page. (verified 2026-10-29)
- LiteLLM integrates with — AgentOps docs have a LiteLLM integration page. (verified 2026-10-29)
- LlamaIndex (framework) integrates with — AgentOps docs have a LlamaIndex (framework) integration page. (verified 2026-10-29)
- Mem0 integrates with — When Mem0 is connected, gains Memory Operation Timeline, Search Analytics, Memory Growth tracking, Error Tracking per memory call.
- Memori integrates with — AgentOps docs have a Memori integration page. (verified 2026-10-29)
- OpenAI Agents SDK integrates with — AgentOps docs have a OpenAI Agents SDK integration page. (verified 2026-10-29)
- OpenAI GPT family (GPT-5 / GPT-4o / o3 / o4) integrates with — AgentOps docs have a OpenAI GPT family (GPT-5 / GPT-4o / o3 / o4) integration page. (verified 2026-10-29)
- Phidata (now Agno) integrates with — AgentOps docs have a Phidata integration page. (verified 2026-10-29)
- smolagents (Hugging Face) integrates with — AgentOps docs have a smolagents (Hugging Face) integration page. (verified 2026-10-29)
- xAI Grok 4 integrates with — AgentOps docs have a xAI Grok 4 integration page. (verified 2026-10-29)
Referenced by (4)
- Google Agent Development Kit (ADK) integrates with — ADK integrations catalog has a "AgentOps observability for ADK" page (Session replays, metrics, and monitoring for ADK agents). (verified 2026-10-29)
- LiteLLM integrates with — LiteLLM docs have an AgentOps logging/observability integration page. (verified 2026-10-29)
- Mem0 integrates with — Mem0 docs have an AgentOps integration page (Integrate Mem0 with AgentOps for automatic monitoring, analytics, and real-time tracking of memory operations). (verified 2026-10-29)
- OpenAI Agents SDK integrates with — OpenAI Agents SDK tracing docs list AgentOps under external tracing processors. (verified 2026-10-29)