Langflow Memory
https://docs.langflow.org/memory
Agent component has built-in chat memory enabled by default, keyed by session ID. Custom session IDs isolate per-user history. Bundled Mem0 + Redis integrations for external memory layers.
Acquired · Verified 2026-10-22 · fresh as of 2026-10-22 · 59 cited facts, 12 with a third-party source · 2 recorded changes · Suggest a correction
At a glance
- Type
- SQLite buffer + Mem0/Redis integrations vendor fix
- Tier
- T1
- Section
- Framework-embedded memory
- Created
- 2023 (launched 2023 by Logspace; acquired DataStax Apr 2024) third-party fix
- Latest release
- v1.11.4 (2026-08-19) repo fix
- Pricing
- OSS free (MIT); DataStax Langflow cloud was free tier + paid third-party fix
- Funding
- Acquired by DataStax Apr 2024; DataStax being acquired by IBM (announced Feb 2025) third-party fix
- Freshness
- 2026-10-22 fix
- Layer
- agent-infra repo fix
- Licensing
- open-source vendor fix
- SDK languages
- python, rest, typescript vendor fix
- Protocols
- mcp-client, mcp-server, openai-compatible vendor fix
- Developer activity
- OpenRank 45.47 (12-mo avg 65.41) · 135 participants — 2026-09 third-party fix
Memory taxonomy
- storage
- relational
- retrieval
- injection
- persistence
- cross-session
- update
- append-only
- unit
- episode
- governance
- inspectable
- conflict
- append-only
When to use
Optimised for: visual flow building + Mem0/Redis integrations
Anti-fit: not for code-first only stacks
Pros & cons
Pros
Strong DataStax / Astra DB integration gives it a managed-database memory backend out of the box.
Cons
Visual-builder positioning competes with Flowise without a clear differentiator on memory specifically.
Claims & capabilities
Open source. Cloud free tier.
Technical surface
- API surface
- REST + Python SDK; MCP server endpoint
- Backend storage
- pluggable
- Deployment
- OSS self-hosted (all major clouds); DataStax cloud deprecated; IBM acquisition path unclear
- Embedding model
- multiple supported
- Multi-tenancy
- namespace
- MCP
- native (first-party) — Langflow MCP server
- A2A
- searched not found
- OpenTelemetry
- via adapter — LangSmith / Arize
Compare Langflow Memory with…
Alternatives to Langflow Memory → live options ranked by shared design, licence, hosting and MCP support
Similar systems
Other framework-embedded memory in the catalog, ranked by inbound references.
- Spring AI ChatMemory T3
Wraps conversation memory behind an Advisor abstraction. MessageWindowChatMemory default 20-msg sliding window (preserves system messages); pluggable ChatMemoryRepository backends (in-memory, JDBC, Cassandra, Neo4j). Memory injected as cross-cutting concern at the ChatClient level.
- Flowise Memory T1
Discontinued: Flowise (acquired by Workday, Aug 2025) was sunset in 2026 — code freeze 2026-07-29, GitHub repo archived 2026-08-13, end of life 2026-08-31. Was a visual LangChain canvas with LangChain-native memory nodes (Buffer, Buffer Window, Conversation Summary Buffer) backed by an internal chat_message DB table; Buffer Window kept the last K interactions, Summary Buffer compressed older turns while keeping recent ones verbatim.
- LangGraph Persistence T2
Distinct from LangMem. Built-in checkpointer saves graph state per super-step (short-term, thread-scoped). Store System adds long-term hierarchical key-value memory across threads with optional vector search + TTL. Postgres / Mongo / Redis stores for production.
- AutoGen Memory T2
AutoGen's memory layer: ListMemory chronological context plus teachable agents that vectorise corrections; integrates with Mem0/Zep rather than building deep memory natively. Microsoft AutoGen is in maintenance mode (community managed, bug and security fixes only), and Microsoft points new projects to Microsoft Agent Framework.
- CrewAI Memory T2
Memory subsystem inside the CrewAI orchestration framework; integrates with Mem0 for the long-term tier.
- Hermes Agent memory (Nous Research) T3
Nous Research's open-source self-improving agent keeps an agent-curated MEMORY.md/USER.md notebook injected at session start, full-text (FTS5) search over past sessions that returns raw messages without LLM summarisation, and optional Honcho user modelling. one of the most-starred agent projects of 2026.
Sources (58 cited facts, 12 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is SQLite buffer + Mem0/Redis integrations vendor
- What it does & what's distinct Agent component has built-in chat memory enabled by default, keyed by session ID. Custom… vendor
- Claims / benefits Open source. Cloud free tier. vendor
- Modalities text (LangChain-based visual pipeline; text in/out) vendor
- Created 2023 (launched 2023 by Logspace; acquired DataStax Apr 2024) third-party
- Latest release v1.11.4 (2026-08-19) repo
- License MIT repo
- GitHub langflow-ai/langflow — ~156k stars, last commit 2026-08 repo
- Funding Acquired by DataStax Apr 2024; DataStax being acquired by IBM (announced Feb 2025) third-party
- Pricing OSS free (MIT); DataStax Langflow cloud was free tier + paid third-party
- Data handling OSS: data handling left to deployer; DataStax cloud deprecated Apr 2026 with data deletion third-party
- Deployment OSS self-hosted (all major clouds); DataStax cloud deprecated; IBM acquisition path uncl… repo
- HQ Brazil (Uberlândia, MG — original Logspace HQ); DataStax parent US-based third-party
- Founders / pedigree Langflow (acquired by DataStax); no individual founders publicly prominent vendor
- API surface REST + Python SDK; MCP server endpoint vendor
- Backend storage pluggable vendor
- Multi-tenancy namespace vendor
- Embedding model multiple supported vendor
- Versioning immutable append-log vendor
- Tombstoning append-only no delete vendor
- Schema evolution schema with migration vendor
- Namespace primitives per-tenant vendor
- Contradiction handling always append (no resolution) vendor
- Forgetting policy none (permanent) vendor
- MCP support native (first-party) — Langflow MCP server vendor
- OTel via adapter — LangSmith / Arize vendor
- Webhooks / events webhooks supported vendor
- Import / export JSON flow export vendor
- Integration count 0 vendor
- Orchestration both (single-flow agents + multi-agent flows) vendor
- Programmatic control declarative config (visual) + REST vendor
- Pricing specifics OSS (MIT) free; DataStax Langflow cloud deprecated Mar 2026; self-host infra cost only third-party
- Agent abstraction DAG (visual flow) vendor
- Memory primitives multiple (built-in chat memory + Mem0 + Redis bundled) vendor
- LLM lock any (BYO via LangChain) vendor
- Runtimes Python repo
- Session handling sticky session (session-ID-keyed) vendor
- Validated verticals agent developers (horizontal) vendor
- Time to running <10min (DataStax-hosted) or <1hr (self-host) vendor
- Anti-fit not for code-first only stacks vendor
- Optimised for visual flow building + Mem0/Redis integrations vendor
- Adjacent infrastructure requires Langflow; BYO LLM; SQLite buffer bundled vendor
- Pros Strong DataStax / Astra DB integration gives it a managed-database memory backend out of… vendor
- Cons Visual-builder positioning competes with Flowise without a clear differentiator on memor… vendor
- Project & sources memory docs vendor
- cost-input-usd-per-mtok 0 third-party
- cost-output-usd-per-mtok 0 third-party
- cost-tier free third-party
- cost-pricing-model free-tier third-party
- cost-last-verified 2026-06-29 third-party
- architecture-deployment-locus local vendor
- licensing-bucket open-source vendor
- positioning-platform-vs-product platform vendor
- taxonomy-three-layer-rollup agent-infra repo
- developer-activity-opendigger {"activity":464.88,"as_of":"2026-09","openrank_12mo":65.41,"openrank_current":45.47,"par… third-party
- sdk-languages python,rest,typescript vendor
- protocol-support mcp-client,mcp-server,openai-compatible vendor
- maturity ga registry
What changed
Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)
- 2026-10-23
- Pricing “OSS free (MIT); DataStax Langflow cloud was free tier + paid; DataStax cloud deprecated Mar 2026. Self-host infra: …” → “OSS free (MIT); DataStax Langflow cloud was free tier + paid” source
- Funding / ownership “Acquired by DataStax Apr 2024; DataStax being acquired by IBM (announced Feb 2025); Langflow original company (Logs…” → “Acquired by DataStax Apr 2024; DataStax being acquired by IBM (announced Feb 2025)” source
- 2026-10-22
- License “not applicable — not OSS” → “MIT” source
- Latest release “not applicable — not OSS” → “v1.11.4 (2026-08-19)” source
Related systems
References (1)
- Mem0 integrates with — Bundled Mem0 + Redis integrations for external memory layers.