Agent Memory

311 systems · 2,542 edges · 311 visible · data as of 2026-10-31 (991 re-verified that month) · what changed

Shipping memory layers, memory features and memory products for AI agents.

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System Status Tier Section What it is Storage Conflict res. Contradiction handling Forgetting policy Backend storage MCP support Deployment License Latest release GitHub Verified
Active
T1
Vertical / domain-specific AI memory
Grounded-transcript provenance ↗ 2
filevector
editor-in-the-loop
always append (no resolution) ↗ 2
regulated retention (7+ years per HIPAA + state law); patient-requested deletion governed by HIPAA right-to-access ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-22
Acquired
T1
Memory governance, privacy & safety
MCP / Shadow-AI runtime enforcement ↗ 2
n/a
n/a
·
·
custom ↗ 2
Yes — Secure MCP servers (Model Context Protocol) is a core capability; protects MCP-based agent integrations ↗ 2
on-prem or cloud (Proofpoint enterprise deployment); agentless approach ↗ 2
·
·
·
2026-10-23
Active
T1
File-backed / editor paradigms
Cross-tool open standard ↗ 2
file
manual
always overwrite (last-write-wins) ↗ 2
user-controlled forget ↗ 2
file (AGENTS.md) ↗ 2
·
·
MIT ↗ ●
·
agentsmd/agents.md — ~25k stars ↗ ●
2026-10-22
Active
T1
Dedicated memory layers
Sovereign governed-document memory ↗ 2
vectorfile
llm-arbitrate
always overwrite (last-write-wins) ↗ 2
not documented publicly ↗ 2
searched not found ↗ 2
not documented publicly ↗ 2
Managed cloud (STACKIT EU) or on-prem enterprise deployment ↗ 2
·
·
·
2026-10-29
Active
T1
Platform-provider memory
File-backed + tool-driven + Auto Dream ↗ 2
file
manual
always overwrite (last-write-wins) ↗ 2
consolidation/summarization ↗ 2
custom (Anthropic-managed) ↗ 2
native (first-party) — Claude apps consume MCP ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-23
Active
T1
Personal AI / PKM / lifelogging memory
Folder + tag hierarchy + Writing Tools ↗ 2
filerelational
overwrite
always overwrite (last-write-wins) ↗ 2
user-controlled forget ↗ 2
custom (Apple-managed; on-device + iCloud) ↗ 2
not supported ↗ 2
On-device models + Private Cloud Compute ↗ 2
·
·
·
2026-10-22
Active
T1
Vertical / domain-specific AI memory
Long-term interaction memory + preference ↗ 2
vector
pii
LLM resolves and overwrites ↗ 2
not specified — vendor docs do not advertise forgetting / retention policy ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-22
Acquired
T1
Coding-agent memory
Real-time semantic Context Engine + curated Agent Memory ↗ 2
graphvector
none
LLM resolves and overwrites ↗ 2
not specified - vendor docs do not address this dimension ↗ 2
custom ↗ 2
yes — Augment Agent is an MCP client (Easy MCP, settings panel, JSON import) ↗ 2
Both ↗ 2
·
·
·
2026-10-29
Acquired
T1
Voice-first / wearable AI memory
Audio pendant — never stores raw audio ↗ 2
vector
append
always append (no resolution) ↗ 2
user-controlled forget ↗ 2
custom ↗ 2
searched not found ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-29
Active
T1
Vertical / domain-specific AI memory
Continuously-refreshed biological KG ↗ 2
graph
overwrite
always overwrite (last-write-wins) ↗ 2
regulated retention (7+ years per HIPAA + state law); patient-requested deletion governed by HIPAA right-to-access ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-29
Active
T1
Framework-embedded memory
Vector DB + LLMz engine + KB ↗ 2
vector
llm-arbitrate
LLM resolves and overwrites ↗ 2
not specified - vendor docs do not address this dimension ↗ 2
searched not found ↗ 2
via official adapter — Botpress MCP integration ↗ 2
Both (OSS self-hosted; Botpress Cloud SaaS; private cloud option) ↗ 2
MIT (SDK/integration packages in botpress/botpress) ↗ ●
·
botpress/botpress — ~14.9k stars ↗ ●
2026-10-22
Active
T1
Browser-agent memory
Programmatic session persistence (dev infra) ↗ 2
file
none
always overwrite (last-write-wins) ↗ 2
TTL-based ↗ 2
custom ↗ 2
native (first-party) — Browserbase MCP ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-22
Active
T1
Vertical / domain-specific AI memory
Persistent causal knowledge graph ↗ 2
graph
overwrite
always overwrite (last-write-wins) ↗ 2
regulated retention (7+ years per HIPAA + state law); patient-requested deletion governed by HIPAA right-to-access ↗ 2
searched not found ↗ 2
yes — Causaly capabilities exposed via MCP, A2A and APIs ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-22
Shut down
T1
Vertical / domain-specific AI memory
Layered: chat memories + auto-memories + pinned ↗ 2
kvvector
overwrite
always overwrite (last-write-wins) ↗ 2
user-controlled forget ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-29
Active
T1
Vertical / domain-specific AI memory
Author-controlled memory nodes + lying / misremembering ↗ 2
graph
overwrite
always overwrite (last-write-wins) ↗ 2
user-controlled forget ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-22
Active
T1
Claude Code memory mechanisms
Per-project file directory ↗ 2
file
append
always append (no resolution) ↗ 2
user-controlled forget ↗ 2
file (~/.claude/projects//MEMORY.md) ↗ 2
native (first-party) — Claude Code consumes MCP ↗ 2
·
·
·
·
2026-10-22
Active
T1
Claude Code memory mechanisms
Episodic / session-log compression ↗ ●
file
append
always append (no resolution) ↗ ●
consolidation/summarization ↗ ●
searched not found ↗ 2
native (first-party) ↗ ●
local — SQLite + FTS5 per project; optional Chroma vector; no cloud ↗ ●
Apache-2.0 ↗ ●
v15.0.1 (2026-10-20) ↗ ●
thedotmack/claude-mem — ~104k stars, last commit 2026-10 ↗ 2
2026-10-29
Active
T1
File-backed / editor paradigms
Git-backed persistent instructions ↗ 2
file
manual
always overwrite (last-write-wins) ↗ 2
user-controlled forget ↗ 2
file (CLAUDE.md) ↗ 2
·
·
·
·
·
2026-10-22
Active
T1
Claude Code memory mechanisms
Tree-sitter knowledge-graph MCP for code ↗ ●
graph
deterministic-overwrite
re-index overwrites (deterministic; ADR tool tracks decisions explicitly) ↗ ●
re-index replaces stale; LSP-style hybrid type resolution ↗ ●
SQLite (WAL mode) at ~/.cache/codebase-memory-mcp/ ↗ ●
native (first-party MCP server) ↗ ●
Local — single static binary (macOS arm64/amd64; Linux arm64/amd64; Windows amd64) ↗ ●
MIT ↗ ●
v0.11.0 (2026-09-15) ↗ ●
DeusData/codebase-memory-mcp — ~43.3k stars, last release 2026-09 ↗ ●
2026-10-22
Active
T1
Dedicated memory layers
Knowledge graph + ECL pipeline ↗ 2
graph
llm-arbitrate
LLM resolves and overwrites ↗ 2
user-controlled forget ↗ 2
hybrid (vector + graph) ↗ 2
native (first-party) — cognee-mcp ↗ ●
Both (OSS self-hosted; Cognee Cloud managed; Enterprise BYOC) ↗ 2
Apache-2.0 ↗ ●
v1.6.5 (2026-10-16) ↗ 2
topoteretes/cognee — ~31.2k stars, last commit 2026-10 ↗ ●
2026-10-22
Acquired
T1
Vertical / domain-specific AI memory
Two-tier short + long-term, shared across agents ↗ 2
kvvector
none
always overwrite (last-write-wins) ↗ 2
none (permanent) ↗ 2
searched not found ↗ 2
yes — MCP client via MCP Node in Cognigy.AI (since 2025-04); standalone @cognigy/mcp-server npm package now deprecated in favour of the NiCE Cognigy plugin ↗ 2
Both ↗ 2
·
·
·
2026-10-23
Active
T1
Vertical / domain-specific AI memory
3-tier hierarchical memory + scene awareness ↗ 2
vectorkv
none
LLM resolves and overwrites ↗ 2
consolidation/summarization ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
Both ↗ 2
·
·
·
2026-10-22
Active
T1
Personal AI / PKM / lifelogging memory
Block-based docs + AI assistant ↗ 2
relational
overwrite
always overwrite (last-write-wins) ↗ 2
user-controlled forget ↗ 2
searched not found ↗ 2
yes — 'API & MCP access' included on Free and Plus tiers ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-22
Active
T1
File-backed / editor paradigms
IDE-embedded code memory ↗ 2
file
n/a
always overwrite (last-write-wins) ↗ 2
user-controlled forget ↗ 2
file (.cursor/rules/) ↗ 2
·
·
·
·
·
2026-10-22
Active
T1
Vertical / domain-specific AI memory
Cross-channel conversation graph ↗ 2
graph
none
LLM resolves and overwrites ↗ 2
not specified — vendor docs do not advertise forgetting / retention policy ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-23
Active
T1
Vertical / domain-specific AI memory
Longitudinal oncology pull-forward ↗ 2
vectorrelational
editor-in-the-loop
always append (no resolution) ↗ 2
regulated retention (7+ years per HIPAA + state law); patient-requested deletion governed by HIPAA right-to-access ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-22
Active
T1
Coding-agent memory
Server-side Knowledge + auto-Repo Knowledge ↗ 2
kvfile
none
LLM resolves and overwrites ↗ 2
not specified - vendor docs do not address this dimension ↗ 2
custom ↗ 2
via official adapter — Devin supports MCP servers ↗ 2
Both ↗ 2
·
·
·
2026-10-29
Acquired
T1
Browser-agent memory
Local-first browser-history + @history queries ↗ 2
file
none
always append (no resolution) ↗ 2
user-controlled forget ↗ 2
custom ↗ 2
Skills can wrap MCP servers via Atlassian Forge bridge; not native ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-23
Active
T1
Vertical / domain-specific AI memory
SRS state + GPT-4 roleplay continuity ↗ 2
relational
overwrite
always overwrite (last-write-wins) ↗ 2
not specified — vendor docs do not advertise forgetting / retention policy ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-22
Active
T1
Vertical / domain-specific AI memory
Evolving phoneme-level pronunciation profile ↗ 2
relationalvector
overwrite
always overwrite (last-write-wins) ↗ 2
not specified — vendor docs do not advertise forgetting / retention policy ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
Managed-only ↗ 2
·
·
·
2026-10-22
Acquired
T1
Memory governance, privacy & safety
Three-point RAG / memory pipeline guardrails ↗ 2
n/a
n/a
·
·
custom ↗ 2
yes — MCP server scanning (Launch tier) and MCP Gateway + Registry (Scale/Enterprise) ↗ 2
SaaS for self-serve tiers; Enterprise offers VPC / on-prem deployment ↗ 2
·
·
·
2026-10-29
Active
T1
Vertical / domain-specific AI memory
Firm-level store + nightly autonomous case auditor ↗ 2
vectorgraph
llm-arbitrate
LLM resolves and overwrites ↗ 2
matter-retention policy (firm-defined; commonly 7-10 years post-matter-close per state bar) ↗ 2
searched not found ↗ 2
no MCP support advertised — vertical product, no MCP server / client integration documented ↗ 2
searched not found ↗ 2
·
·
·
2026-10-22