Every one of the 757 reports, by name. Generated from each report's own frontmatter, so this list cannot drift from what the atlas actually holds — unlike the verdicts, which are hand-written, and where the difference between complete by construction and complete as a fact about today is drawn out.
Looking for something else? The capability index groups systems by the seven rubric mechanisms, the comparative matrix puts eleven columns side by side, and the pattern library starts from the mechanism rather than the system.
7
A
- A-MEMEvolving Zettelkasten memory
agiresearch/A-mem - a-memoryHidden survives a silent re-save, and six context builders never read it
Cipher208/a-memoryTrust stateScope enforcedMutation auditNegative evals - AcontextMemory as skill files
memodb-io/AcontextScope enforced - AerisThe model never touches the state
Cedrick-Coto/AerisNegative evals - Agent Memory (MythologIQ)Deletion residue as a partition
MythologIQ-Labs-LLC/agent-memoryTombstoneBi-temporalScope enforcedMutation auditNegative evals - Agent Memory DistillationTeacher-distilled procedural memory for small agents
taeilkim2465/agentic_memory_distillation - Agent Memory EngineAn evidence-gated memory tree for coding agents
uudam42/agent-memory-engineTrust stateScope enforcedNegative evals - Agent Memory on SupabaseOne table, argued for
reescalder/agent-memory-supabaseBi-temporalScope enforced - Agent Memory TechniquesThirty reference implementations
NirDiamant/Agent_Memory_TechniquesScope enforcedMutation audit - Agent MeshA decision ledger that validates before it appends
cbalgeman/agent-meshTrust stateMutation auditHuman review - agent-afkA citation or an [unverified] tag
griffinwork40/agent-afkNegative evals - agent-memory-mcpA steward for engineering memory
ipiton/agent-memory-mcpNegative evals - Agent-MemoryForgeThe absent actor role is the privileged one
hellangleZ/Agent-MemoryForgeScope enforcedMutation auditNegative evals - AgentDatabaseA policy the store predates
LinzeColin/AgentDatabaseTrust stateBi-temporalMutation auditNegative evals - Agentic Context EngineA decision not to merge, kept
kayba-ai/agentic-context-engineTrust stateNegative evals - Agentic GraphRAG BlueprintOne delete, four leaks
sebastianbrzustowicz/Agentic-GraphRAG-Blueprint - AgenticTradingA memory graph nothing scopes
Open-Finance-Lab/AgenticTrading - agentmemoryHook-native coding-agent memory
rohitg00/agentmemoryMutation auditNegative evals - AgentMemoryA failing probe is a finding, not a broken harness
jayzeng/agentmemoryNegative evals - AgentMemory for .NETNeo4j memory library
joslat/agent-memory-dotnetTrust stateBi-temporalScope enforcedNegative evals - agentmemory V4The run log names a different dataset from the claim
jordanmccann/agentmemory - AgentOSTen mechanisms from the psychology, on one of two stacks
framerslab/agentosScope enforcedNegative evals - AgentOS (Tanglies)A global keyword memory the model writes and every session reads
Tanglies/AgentOSScope enforced - AgentRecall-XA correction that loses its veto
Goldentrii/AgentRecall-XTrust stateScope enforced - AgentRTRecency read off an array that delete reorders
openairymax/agentrtTrust stateNegative evals - agents-memoryPath as taxonomy
Lolaplex/agents-memoryNegative evals - AgentSwarmsKeyword memory in a trigger
AgentSwarms-fyi/agentswarmsScope enforced - AgentWorkingMemoryRetracting a fact should shake its whole story
CompleteIdeas/agent-working-memoryTrust stateNegative evals - AgnoFramework-native learning stores
agno-agi/agnoScope enforcedNegative evals - AI Agent AutomationA threshold with no consumer
vmDeshpande/ai-agent-automationScope enforcedNegative evals - AI Agents in DepthA textbook that commits its receipts
bojieli/ai-agent-book - AI Brain StarterTwo guards were dead on arrival for their entire lives
mycelium-hq/ai-brain-starterNegative evals - AI MaestroThe consolidation runs nightly and nothing reads it back
23blocks-OS/ai-maestroScope enforced - AI Workflow WorkspaceTwo clocks, and only one is checked
Taki7980/Ai-workflow - ai-memoryCross-harness handoff
akitaonrails/ai-memoryNegative evals - AideMemoThe server refuses the project a client names; the default local store takes it as a filter
taeyun16/aidememoScope enforcedMutation auditNegative evals - aigent-OSA Claude Code harness with a git-synced vault and guarded capture
wrg32786/aigent-osNegative evals - AIMAOSContradictions embeddings place far apart
munch2u-a11y/AIMAOS - aimeeAuthority caps the actor
RakuenSoftware/aimeeTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - aios (rexleimo)A governed memo log inside a coding-agent control plane
rexleimo/aiosTrust stateBi-temporalScope enforcedMutation auditNegative evals - AIPassA budget on how often memory may speak
AIOSAI/AIPassScope enforced - AKBThe database enforces it, on the surface that runs your SQL
dnotitia/akbScope enforcedMutation audit - All Agentic ArchitecturesA teaching catalog's memory floor
FareedKhan-dev/all-agentic-architectures - ALMAA write guard on one door of six
RBKunnela/ALMA-memoryScope enforcedMutation audit - AlphaOne ai-memoryA governed SQLite memory server with a federation trust lane
alphaonedev/ai-memory-mcpTrust stateMutation auditNegative evals - ALTK-EvolveGuidelines learned from trajectories
AgentToolkit/altk-evolveNegative evals - Always-On Memory AgentNo vector DB — the model is the retriever
GoogleCloudPlatform/generative-ai (always-on-memory-agent) - AMITY / Archangel-8The capacity to refuse
Renkasha/Sovereign - anatidA test parses every module and fails when a tenant or time predicate is written by hand
thedatasense/anatidBi-temporalScope enforcedMutation auditNegative evals - Anda BrainThe code discloses what the deployment cannot do
ldclabs/anda-brainScope enforcedNegative evals - Anda DBMemory can describe authority; only the other plane can grant it
ldclabs/anda-dbTombstoneTrust stateBi-temporalScope enforcedMutation auditNegative evals - AnimusThe layer is the boundary
railstracks/animusTrust stateScope enforcedMutation auditNegative evals - ANOLISA Agent MemoryThe escape test checks the filesystem, not the error
agentic-os-org/ANOLISAMutation auditNegative evals - AnythingLLMFive global, twenty per workspace
Mintplex-Labs/anything-llmScope enforced - AOCI-CODEA governed, source-bound code index as agent memory
aoci-spec/aoci-code - Apache MakaA local agent workspace with an evidence-gated fact store, a user-owned MEMORY.md and an agent-maintained index
apache/makaMutation auditNegative evals - arc-codeThe actuator writes the log
jerber/arc-code - archeusA per-project code graph and reviewed lessons for Claude Code
babarmuhammad/archeusTrust stateNegative evals - Archiver RAGAn Obsidian vault as shared agent memory
FernandoJRR/archiver-rag - ArconFive states, one wired
vmDeshpande/ArconTrust stateScope enforcedMutation auditNegative evals - ArcRiftA named secret in each of ten tenants
eshaan-nair/arcriftScope enforcedNegative evals - AreevTwo axes, one withholding door, and a review queue the agent can clear
AreevAI/areevTrust stateBi-temporalScope enforcedMutation auditNegative evals - ARGOArchitecture as the memory
derekhu0002/ArgoScope enforcedNegative evals - ArgosA ladder every proposal must climb
bobaba76/ArgosTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - ArtesianThe gate is the context; the memory is underneath
aquifer-labs/artesianTrust stateScope enforcedMutation auditNegative evals - Atomic AgentInvariant-cited memory fabric
AtomicBot-ai/atomic-agentNegative evals - Attune AIStash, recall and curated memory for Claude Code
Smart-AI-Memory/attune-aiMutation auditNegative evals - Aukora KernelReceipted memory
aumara-xyz/aukora-kernelScope enforcedMutation auditNegative evals - AuraReceipts that chain, beliefs that don't survive
youngbryan97/auraTrust stateMutation audit - AuraOSThe whole transcript, every turn
AdultSwimmer/AuraOS - AURORAAdversarial self-verification of a query plan
hamr0/auroraNegative evals - Auto CompanyThe half of the baton the agent may not write
MaxMiksa/Auto-CompanyHuman review - AutoBotSix memory stores inside a self-hosted AI platform
mrveiss/AutoBot-AITrust stateScope enforcedMutation auditNegative evals - AutoGenMemory without identity
microsoft/autogen - autoharnessA self-maintaining skill library for Claude Code
tigerless-labs/autoharnessNegative evals - AutoMemCurrent-state recall over a graph and a vector store
verygoodplugins/automemBi-temporalNegative evals - AutoResearchClawThe durable half is not the memory package
aiming-lab/AutoResearchClaw
B
- basemodeAn RDF workspace graph whose comments audit its own wiring
ChristopherKahler/baseMutation auditNegative evals - Basic MemoryHuman-editable Markdown graph
basicmachines-co/basic-memoryBi-temporalScope enforced - beadsA key-value memory plane inside a Dolt issue tracker
gastownhall/beadsNegative evals - Beever AtlasThe fallback is the copy without the filter
Beever-AI/beever-atlasTrust stateScope enforcedNegative evals - BeevibeIt deletes the fields nobody reads, and ships a table nobody writes
beevibe-ai/beevibeScope enforced - BifrostThe tool promises long-term memory; the filename holds a session id
MegaWiz-Dev-Team/Bifrost - BinderA typed local graph with a hash-chained, rewindable log
mpazik/Binder - BitterBot DesktopA liveness predicate the search query does not use
Bitterbot-AI/bitterbot-desktopTrust stateMutation auditNegative evals - BrainMemory database
arc-labs-ai/brain-dbTrust stateBi-temporalScope enforcedMutation auditNegative evals - brain-mcpByte-exact transcript recorder with cited-or-abstain recall
mordechaipotash/brain-mcpMutation auditNegative evals - brain.mdCompiled truth over an append-only timeline
mindmuxai/brain.mdMutation auditNegative evals - BrainAPIThe ledger disagrees with its own notes
Lumen-Labs/brainapi2Mutation auditNegative evals - breadcrumbsCorrection that never reaches the retrieval lane
The-825/breadcrumbsTombstoneBi-temporalScope enforcedMutation auditHuman reviewNegative evals - BrigadeThe agent may propose into the inbox and nothing more
escoffier-labs/brigadeHuman reviewNegative evals - BrowsenticA browser agent whose site notes wait for a person
imshaikot/browsenticScope enforcedHuman review - BuzzMemory as an encrypted protocol
block/buzzScope enforced - bwmemThe migration that added the second time axis says what question the first one could not answer
Bitwarelabscom/bwmemTrust stateBi-temporalScope enforcedMutation audit - ByteChefRedaction ordered ahead of persistence
bytechefhq/bytechefScope enforced - ByteRoverCurated coding-agent memory
campfirein/byterover-cliMutation auditHuman reviewNegative evals
C
- CambiumA standard, not a store
KimGLee/CambiumMutation audit - CAMELMessage store with vector recall
camel-ai/camel - CashewPersonal thought graph
rajkripal/cashewMutation auditNegative evals - CASSA blocklist that survives paraphrase
Dicklesworthstone/cass_memory_systemTombstoneTrust stateNegative evals - CauraA rejected skill is remembered by its fingerprint
caura-ai/cauraTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - chitta-fieldA veto is an Option, not a zero
genomewalker/chitta-fieldTrust stateNegative evals - ChronotopeA scene graph that fuses before it persists
wikieden/tempomemNegative evals - ChumpIt ablated its own lesson memory, and the A/A control its rules require did not pass
repairman29/chumpNegative evals - CindyA desktop agent host whose memory is Markdown shards per workdir or per teammate, an injected index and FTS5 search
makecindy/cindyNegative evals - Citra Decision SystemTen statuses, and only three of them fire
Trustedwear-Tech/citra-decision-systemTrust stateScope enforcedMutation auditHuman reviewNegative evals - Claude Engram (mlapeter)Brain-modelled memory for Claude Code, in JSON files
mlapeter/claude-engramNegative evals - Claude Self-ReflectTranscript memory with git-receipt staleness verdicts
ramakay/claude-self-reflectScope enforcedMutation audit - claude-code-memory-setupA recipe that links notes on the way in
lucasrosati/claude-code-memory-setup - Claude-MemHook-native coding-agent memory
thedotmack/claude-memScope enforcedMutation auditNegative evals - claude-mem-liteRetrieval measured against itself
sdsrss/claude-mem-liteNegative evals - Claudest (claude-memory)A run that only adds is a failure mode
gupsammy/claudest - Claudinio BrainThe current-value read and the as-of read are the same code path, so they cannot disagree
claudin-io/claudinio-brainTrust stateBi-temporalNegative evals - ClawMemOn-device vault for coding agents
yoloshii/clawmemBi-temporalMutation auditNegative evals - CLIOCorroboration tiers in pure Perl
SyntheticAutonomicMind/CLIONegative evals - Cloud Alter EgoHook-written journals synced through Git
SebastiaanBoon/cloud-alter-ego - codememThe flag that could disable the read boundary is typed out of the caller's reach
kunickiaj/codememScope enforced - CodeWiki-PlusRepository knowledge base
mambo-wang/CodeWiki-PlusTrust stateNegative evals - CogneeKnowledge-graph memory control plane
topoteretes/cogneeScope enforcedMutation auditNegative evals - Cognee-RSThe authorization check is one layer below the one that documents it
topoteretes/cognee-rsScope enforcedNegative evals - CogniCoreCandidate-to-verified memory with a utility ledger
cognicore-dev/cognicore-envTrust stateScope enforced - CognisA memory policy with a fingerprint
fpytloun/cognisScope enforcedNegative evals - Cognitive Spatial MemoryGravity instead of cosine
munch2u-a11y/Cognitive-Spatial-Memory - CogZThe status lattice guards every update, and a rebuild inserts every file as new
balaianu/CogZTrust stateNegative evals - CommonGround KernelA ledger of who did what, and the payloads live elsewhere
Intelligent-Internet/CommonGroundScope enforcedMutation audit - CompartmentThe prompt was measured and replaced with a door
MaxFreedomPollard/CompartmentBi-temporalScope enforcedMutation auditNegative evals - Context InfrastructureA year of one person's system, published as a blueprint
grapeot/context-infrastructure - Context KeeperThe schema rejects a thin memory at the door
jarmstrong158/context-keeperTrust stateScope enforcedNegative evals - Context MemThe unflattering number is committed; the badge is not about it
JubaKitiashvili/context-mem - Context ModeSession knowledge across seventeen harnesses
mksglu/context-modeScope enforcedNegative evals - Context OSGit-backed context layer
conorbronsdon/agent-context-osMutation auditNegative evals - contextdbA conflict policy cannot overrule a state machine
context-graph-ai/contextdbNegative evals - ContextMeldHand-written memory for a cross-agent handoff
Ste2027/ContextMeldScope enforcedNegative evals - ContextStream MCP ServerA path is not an identity
contextstream/mcp-serverScope enforced - continuity v2The third answer to a transcript already on disk
Haustorium12/continuity-v2 - Continuous ClaudeA daemon mines the thinking blocks
parcadei/Continuous-Claude-v3 - CorbellArchitecture graph as team memory
Corbell-AI/Corbell - COREReified temporal knowledge graph
RedPlanetHQ/coreBi-temporalScope enforced - Core MemoryGrounding-gated trust
JohnnyFiv3r/Core-MemoryTrust stateBi-temporalScope enforcedMutation auditNegative evals - CortanaA malformed access list is excluded, not treated as empty
adea-ai/cortanaTrust stateScope enforcedNegative evals - CortexApproval on the read, not the write
CortexPrism/cortexHuman review - Cortex (gambletan)A local Rust memory engine with an approval inbox for a remote agent
gambletan/cortexScope enforcedNegative evals - Cortex (Hypermnesia)A CI gate fails the build when the README's numbers stop matching the repository
cdeust/CortexTrust state - Cortex (Obelyth)A Git-backed Markdown brain behind a two-door MCP server
Obelyth/cortexScope enforcedHuman reviewNegative evals - Cortex HubA self-hosted memory and knowledge hub for teams of coding agents
lktiep/cortex-hubBi-temporalScope enforced - cortex-engine"You were wrong" and "the world changed" are different verdicts
fozikio/cortex-engineMutation audit - CortexDBScoped memory rows beside a bitemporal knowledge graph in one SQLite file
liliang-cn/cortexdbBi-temporalMutation auditNegative evals - CortexesA git-backed Markdown vault distilled from Claude Code sessions
XBlueSky/cortexesScope enforcedNegative evals - CortexGraphForgetting as the default
prefrontal-systems/cortexgraphNegative evals - CosmonapseA memory contract with a failure vocabulary
Cosmonapse/cosmonapse-core - CounterpartsHuman-memory physics for a Claude Code companion
mlapeter/counterpartsTrust stateMutation auditNegative evals - CowAgentDaily-distilled memory
zhayujie/CowAgentScope enforced - craftA harness that keeps its rulings
drobins25/craftHuman review - Create Context GraphMemory that ships as a template
neo4j-labs/create-context-graphNegative evals - CrewAIHierarchical scope paths
crewAIInc/crewAIScope enforcedNegative evals - CrystallineMarkdown engrams behind a Rust daemon, with a reviewed-draft overlay
jordiboehme/crystallineTrust stateBi-temporalScope enforcedHuman reviewNegative evals - CSMDeterministic continuity runtime
NovasPlace/CSMMutation auditNegative evals - ctxGuarded consolidation
ActiveMemory/ctxMutation auditHuman review - CTX Cognitive Version ControlVersion control for an agent's reasoning
diegoxtr/ctx-openNegative evals - CuaA recorded demonstration, captioned into a skill
trycua/cua - Cyrene AgentLayered companion memory inside a Live2D desktop agent
Playa-Cyrene/Cyrene-AgentTrust stateScope enforcedMutation auditNegative evals
D
- Daem0nMCPYou may not write until you prove you asked
9thLevelSoftware/Daem0n-MCPBi-temporalMutation audit - DaimonSession-boundary checkpoint memory
Daily-Nerd/daimonTombstoneTrust stateMutation auditHuman reviewNegative evals - DeepCodeConsolidation with no oracle
HKUDS/DeepCodeScope enforcedMutation auditNegative evals - DeepSeek HarnessThe search it ships turned off
deepseek-ai/deepseek-harnessScope enforcedNegative evals - DeerFlowThe best-specified memory contract here
bytedance/deer-flowScope enforced - deja-vuThe memory was already on disk; nobody had indexed it
vshulcz/deja-vuNegative evals - DemarkusA verified history any writer can shorten
latebit-io/demarkusTrust stateScope enforcedNegative evals - Dense-MemBoth clocks in the WHERE, and a model holding the gate
markhuangai/dense-memTombstoneTrust stateBi-temporalScope enforcedMutation auditNegative evals - DeusA contradiction goes to the person, never to the invalidator
sliamh11/DeusTrust stateHuman review - Dev MCP SuiteThree headline tools are in the menu and not in the code
verrysimatupang99/codex-dev-mcp-suiteNegative evals - DextoCRUD, and no retrieval on purpose
truffle-ai/dexto - DiffMemA whitelisted shell for the memory repo
growth-kinetics/diffmemNegative evals - distill-kuraWritten only on verbatim evidence
lna-lab/distill-kuraNegative evals - DovSGA scene graph the robot edits after every grasp
BJHYZJ/DovSG - DreamGraphA speculative architecture graph behind a scored promotion gate
mmethodz/dreamgraphTrust stateMutation audit - dsh-ai-memoryBudgeted project memory for DeepSeek Harness
zzjzzb/ai-memoryScope enforcedNegative evals - dsh-auto-memoryClaude Code-style memory files for DeepSeek Harness
AskTheWay/dsh-auto-memoryNegative evals - dsh-continual-harnessSelf-refining harness state for DeepSeek Harness
jasen215/dsh-continual-harnessMutation auditNegative evals - dsh-layered-memoryA four-layer distillation plugin for DeepSeek Harness
JunNanLYS/dsh-layered-memoryNegative evals - dsh-mnemeConsolidation with receipts
modusensus/dsh-mnemeMutation auditNegative evals - dsh-mnemonThree tiers composed per turn
omdsh-dev/dsh-mnemonNegative evals - Dynamics-memoryA value-dynamics memory sidecar for opencode
1173591564/Dynamics-memory
E
- EAN AgentOSA fix that failed, ranked not removed
eanai-ro/ean-agentosNegative evals - ECCA vault that stays unreviewed
affaan-m/ECCScope enforcedNegative evals - Echo AgentProvenance-ranked contradiction memory
fuyuxiang/echo-agentScope enforcedMutation auditNegative evals - EddaAn approval cannot be banked before the gate opens
fagemx/eddaMutation audit - EGCOne brain, stored in two places
Fmarzochi/EGCNegative evals - ELAIWire-dark temporal facts in an abandoned harness
DITlieD/ELAI-archiveScope enforcedMutation auditNegative evals - Elastic AtlasEvaluated demo
noamschwartz/atlas-memory-demoTrust stateBi-temporalScope enforcedNegative evals - ElephantasmA Postgres memory server that turns agent events into memories, knowledge and an audited curation log
kaminocorp/elephantasm-coreScope enforcedMutation audit - ELIOT Memory OSA promotion checked field by field against its own receipt
UnknownAlienHuman/eliot-memory-osTrust state - elizaOSFacts retired when their evidence changes
elizaOS/elizaTrust stateBi-temporalScope enforcedNegative evals - EmbodiedLGRAn object graph that lives inside one ROS node
paolorv/lgr-agent - eMEMA robot's observations, indexed three ways and aged into gists
automatika-robotics/ememNegative evals - emem (Vortx AI)Signed, content-addressed notes beside an Earth-observation fact plane
Vortx-AI/ememBi-temporalMutation auditNegative evals - EmpiricaA vocabulary argued from its own data
EmpiricaAI/empiricaTrust stateScope enforcedMutation audit - EmpryoRetrieval that reads the repo
proxysoul/EmpryoScope enforced - EmuloA personal profile mined from session logs, with verbatim receipts
ohad6k/emulo - EngramCoding-agent local memory
Gentleman-Programming/engramScope enforced - engram (NickCirv)Mistake landmines inside a structural code graph
NickCirv/engramNegative evals - Engram AlphaTime doesn't validate, exposure doesn't validate
techtheist/engramTrust stateBi-temporalMutation auditNegative evals - Engram CognitiveTwo time columns, one clock: the bitemporal test builds rows no shipped writer can produce
TAIPANBOX/engramScope enforcedMutation auditNegative evals - Engram FormatThe open half of a closed memory
El-AI-Intelligence/engram-formatTrust state - Engram MCP (edg-l)Branch-scoped coding memory whose corrections redirect rather than disappear
edg-l/engram-mcpTrust stateNegative evals - Engram ProvableErase the content, keep the proof it existed
Harshitk-cp/engramTrust stateBi-temporalScope enforcedMutation auditHuman review - EngraphisApproval a bearer token cannot grant
Coding-Dev-Tools/engraphisTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - enquire-mcpIt tells the agent how old a fact is, and declines to act on it
oomkapwn/enquire-mcpNegative evals - EverOSCases, skills and a cascade
EverMind-AI/EverOSScope enforcedNegative evals - EvoX GenesisThe directory is the memory unit
EMI-Group/genesisScope enforcedHuman review - ExomemGoverned memory over a Markdown vault the user owns
Artexis10/exomemScope enforcedMutation auditNegative evals
F
- FARMA robot's object memory, locked whole on reload
GoldenGait/FARM-Project - FAVA TrailsThe tool argument picks a view, never an authority
MachineWisdomAI/fava-trailsTrust stateScope enforcedHuman reviewNegative evals - feltstateMemory that can die
Morephine/feltstateTrust stateBi-temporalMutation auditHuman reviewNegative evals - FERNmeA Hebbian preference graph with a zero-model write path
mirkofr/FERNmeTombstoneTrust stateMutation auditNegative evals - Fidelis MemoryThe gap is not the issue. The metric is.
hermes-labs-ai/fidelisBi-temporalScope enforcedNegative evals - Fireweed MCPThe gate is not a prompt
Starksood/fireweed-mcpTombstoneTrust stateBi-temporalMutation auditNegative evals - FlairThe scattered rule is the leak, so there is one rule
tpsdev-ai/flairScope enforcedNegative evals - Flatbread ProofTyped decision records in Git for coding agents
FlatbreadLabs/flatbreadNegative evals - flowA task manager whose memory layer is five markdown files and a prompt
Facets-cloud/flow - FlowixMarkdown notebook with an agent surface
text2future/flowix - FlowlyA governed lifecycle layer inside a personal agent
Nocetic/flowlyTrust stateBi-temporalMutation auditHuman reviewNegative evals - FluctlightDBEmbedded engine with provenance-weighted cue recall
voxmastery/FluctlightDB - ForgetfulThree tools over a knowledge graph
scottrbk/forgetfulScope enforcedMutation auditNegative evals - funesA problem it chooses not to have
huggingface/funes - fxA memory tool it removed
vercel-labs/fx
G
- gaiusThe enforcement pass can only demote, never tombstone and never delete
jkubo/gaiusTrust stateNegative evals - Gas TownTyped key-value memory inside a multi-agent orchestrator
gastownhall/gastown - GBrainClaims graded, holders scored
garrytan/gbrainTrust stateBi-temporalScope enforcedHuman reviewNegative evals - Generative AgentsObservation-reflection ancestor
joonspk-research/generative_agents - GenericAgentMemory as written policy
lsdefine/GenericAgent - GENOMENo LLM in the write path
NORTHTEKDevs/genomeTrust stateBi-temporalScope enforcedMutation auditNegative evals - gh-awMemory in CI, on an integrity lattice
github/gh-awNegative evals - Gini AgentReimplemented memory model
Open-Curiosity/gini-agentTrust stateBi-temporalScope enforcedNegative evals - GitLordGit as the agent's event log
yashneil75/gitlord - GitMemYou may not record a lesson without two arguments against it
gitmem-dev/gitmemNegative evals - Global Agent MemoryReviewable Markdown memory over MCP for coding agents
ozankasikci/global-agent-memoryTrust stateMutation auditNegative evals - GMEOWAppend-only claim memory inside an ontology engine
Blackcat-Informatics/gmeow-ontologyTrust stateMutation auditNegative evals - GMRSurface the memory when its basis drifts
Anchorstate-Lab/GMRTrust stateMutation auditNegative evals - GobiiMemory as a database the agent writes
gobii-ai/gobii-platformScope enforced - GomaaThe token is neutralised in prose and preserved in a code fence
M4F-S/gomaaMutation auditNegative evals - GoodAI LTMThe lifecycle the frameworks dropped
GoodAI/goodai-ltmNegative evals - GoodMemoryTwo scope fences with different rules
hjqcan/GoodMemoryTombstoneTrust stateBi-temporalScope enforcedHuman reviewNegative evals - Google ADKA contract with no delete
google/adk-pythonScope enforcedNegative evals - GortexFive tiers of how-we-know, and the best one is discounted
zzet/gortexTrust stateScope enforcedNegative evals - GraftA local C daemon with a confidence-gated recall over agent notes
AEndrix03/GraftMutation auditNegative evals - GraphifyWork memory beside a code graph
Graphify-Labs/graphifyNegative evals - GraphitiBi-temporal context graph
getzep/graphitiBi-temporal - GraphnosisA blocking consent gate
nehloo-interactive/graphnosis-appMutation auditHuman reviewNegative evals - GraQleGoverned organisational knowledge graph
quantamixsol/graqleScope enforcedMutation auditNegative evals - GrayMatterSingle-binary Go memory with its README gated on a live benchmark
angelnicolasc/graymatterMutation auditNegative evals - Grok BuildA dream that deletes what it read
xai-org/grok-buildScope enforcedNegative evals - growmosA stop hook that will not let the session end
codician-team/growmos
H
- Habitus AIImmutability the database enforces
munch2u-a11y/Habitus-AIMutation audit - HalofyGoverned custody, delegated recall
halofyai/halofyScope enforcedMutation auditHuman reviewNegative evals - Harness Evolution as LearningLearned preference memory as the controlled variable
ZyGan1999/self-evolving-harness-as-learningTrust stateMutation audit - Harness²A per-domain library of adopted harnesses and lessons
google-research/harness2 - HatchdoorNothing is unlinked from disk
BatterWorks/HatchdoorScope enforcedNegative evals - HatsLessons refused at write time
klairtech/one-agent-many-hatsTrust stateHuman reviewNegative evals - HeadroomCompression layer with memory
headroomlabs-ai/headroomTrust stateScope enforced - HeimdallA verdict on every hit
ArihantDeva/heimdallNegative evals - Helix AGIBelief physics on a journal
munch2u-a11y/Helix-AGINegative evals - HelmConfidence-ratcheted SQLite memory
GOODMAN-PRO/helmNegative evals - Hermes AgentPrompt-cache-bounded memory
NousResearch/hermes-agentHuman reviewNegative evals - Hermes Fleet MemoryA domain-firewalled Qdrant memory shared across a Hermes fleet
amrlazw/hermes-fleet-memoryScope enforced - HestiaDeterminism over intelligence
thefullnacho/hestiaHuman reviewNegative evals - HexisReconsolidation after a belief changes
quixiai/hexisTrust stateBi-temporalMutation audit - HillockA gate on what the model sees
roandejager/HillockNegative evals - HindsightRetain, recall, and reflect
vectorize-io/hindsightScope enforcedMutation auditNegative evals - HipocampusAn index of what it knows it knows
kevin-hs-sohn/hipocampus - HippoPhysics-model decay memory
kitfunso/hippo-memoryTombstoneTrust stateBi-temporalScope enforcedMutation auditNegative evals - HippoRAGAssociative graph memory
OSU-NLP-Group/HippoRAGNegative evals - HivemindSession-scoped MCP memory behind a placeholder embedder
causewayai/hivemindScope enforcedNegative evals - Hivemind (Activeloop)Traces mined into team skills, corrected by the next user message
activeloopai/hivemindScope enforcedNegative evals - HiveMind (projectmentor)A signed peer-to-peer journal of agent facts, believed by corroboration
projectmentor/hive-mindTombstoneMutation auditNegative evals - HOLO-InvariantA correction is appended beside the claim, and every earlier check on it goes stale
Deathburgerz013/HOLO-InvariantMutation auditNegative evals - HolographicVector-symbolic memory
NousResearch/hermes-agent - holomemOne vector that forgets on a schedule
polmanas1998-star/holomemNegative evals - HonchoPeer and session representation
plastic-labs/honchoScope enforcedNegative evals - Huiran-cerebroA merge the command line only previews
qilunuojiang9-hue/Huiran-cerebro - HUMANsRecall is an action the mind must choose
munch2u-a11y/HUMANsMutation auditNegative evals - Hungry HippaTelling the caller what it withheld was the leak
TRUE-BLUE-INDUSTRIES/hungry-hippaTrust stateScope enforced - HUQANThe model cannot list the approve verb or sign for it
ali-ulu/huqanTrust stateScope enforcedMutation auditHuman reviewNegative evals - Hy-MemoryA layered extract-and-reconcile memory SDK with a governed local app on top
Tencent-Hunyuan/Hy-MemoryMutation auditNegative evals - HyperconsciousnessAn encrypted, signed append-only log with grant-scoped agent reads
louis030195/hyperconsciousnessScope enforcedMutation auditNegative evals - HyphaA verified-only filter with nothing that verifies
CodeSoul-co/HyphaTrust stateScope enforcedNegative evals
I
- iai-pmeA tie against a published number
CodeAbra/iai-personal-memory-engineMutation auditNegative evals - IcarusTrust and freshness on separate axes
esaradev/icarus-memory-infraTrust stateMutation auditNegative evals - IHMTA file tree of summaries for coding-agent memory
gonzaroman/IHMT-MEMORY - INITE BrainTwo clocks, and a fence that stops at the search lane
inite-ai/inite-brain-serviceTrust stateBi-temporalScope enforcedNegative evals - Inno AgentA careful evidence model, and two tools that route around it
hhyqhh/inno-agentTrust stateNegative evals - inspeximusThe value that was corrected is refused when it comes back
DanceNitra/inspeximusTombstoneTrust stateBi-temporalMutation auditNegative evals - IntarisMemory about the agent, not the world
fpytloun/intarisScope enforcedHuman review - invalidateStaleness layer
chopratejas/invalidateTrust stateScope enforcedMutation auditHuman reviewNegative evals
J
- Janus-GraphA queue and an MCP surface over Graphiti on FalkorDB
Maple-Aikon/janus-graphBi-temporal - JazA write boundary that lives in a comment
gluonfield/jaz - JoplinNotes an assistant may edit, one tool at a time
laurent22/joplinNegative evals - JugglerA gitignored notebook with a delete button
juggler-ai/juggler - Jumbo ContextEvent-sourced project memory
jumbocontext/cliMutation auditNegative evals
K
- kaeruA graph the agent thinks in
LamantinAI/kaeruMutation auditNegative evals - KageMemory verified against the code
kage-core/kageTrust stateHuman reviewNegative evals - Kagura Memory CloudSelf-hosted multi-tenant MCP memory on Postgres and Qdrant
kagura-ai/memory-cloudScope enforcedMutation auditNegative evals - KAISENThe block outlives the reason for it
RAZZULLIX/KAISEN - kannaka-memoryThe README reads like mysticism and the gate reads like a security review
kannaka-labs/kannaka-memoryTrust stateBi-temporalNegative evals - KektorDBA vector database that gardens its memories
sanonone/kektordbNegative evals - kenA local code-ranking index whose agent-written findings carry hashed dependencies
Infinibay/kenMutation auditNegative evals - KeptMarkdown notes with a local embedder and a bounded index
codexofc/keptNegative evals - KGLiteThe date is set once and the traversal obeys it
kkollsga/kgliteNegative evals - KhabeerHermes memory ported to Android
bakka22/khabeerHuman review - KhojMuninn keeps the facts
khoj-ai/khojScope enforcedNegative evals - KimetsuEvent-sourced SQLite memory for coding agents
RodCor/kimetsuTrust stateBi-temporalMutation auditNegative evals - Kipi SystemIt measures whether its own human oversight is real
assafkip/kipi-systemTrust stateNegative evals - Kiro CrewRefused, parked, or journaled
kirodotdev/KiroCrewTrust stateScope enforcedMutation auditHuman reviewNegative evals - KITE by MemoketVector-free symbolic memory in one XML file
memoket/memoket-kiteNegative evals - kiwi-memThe guard against a second copy is spelled one way
LucieEveille/kiwi-memScope enforced - KleosThe listing is an allow-list, the dispatch is not
Ghost-Frame/KleosTrust stateScope enforcedMutation auditNegative evals - Klypix MCPThe state machine is a regex over the card's own prose
dahshanlabs/klypix-mcpTrust stateNegative evals - KnowlThe off arm is the control on the metric
dat999zx/knowlTrust stateBi-temporalScope enforcedMutation auditNegative evals - knowledge-workerThe excerpt has to appear in the source
rahulmranga/knowledge-workerTrust stateMutation auditHuman review - kube-coderScope on every retrieval arm
imran31415/kube-coderScope enforcedMutation auditNegative evals - KwipuNotes as a graph, answers as citations
benmaster82/Kwipu
L
- LangChainThe memory it deprecated
langchain-ai/langchain - LangGraphA conformance suite for the other half
langchain-ai/langgraphNegative evals - LangMemLibrary primitives
langchain-ai/langmemScope enforced - LeanKGA typo must not quietly retarget a session's memories
FreePeak/LeanKGScope enforcedNegative evals - LemmalogThe transaction clock that is set to the valid clock
JordyZomer/lemmalogNegative evals - LerimAn empty scope returns nothing, and the test says so
kargarisaac/lerimBi-temporalScope enforcedHuman reviewNegative evals - LeteoA blank scope is not a scope filter, and a test says so
asanabrial/leteoMutation auditNegative evals - LetheVerified forgetting, signed
deeplethe/letheMutation auditNegative evals - LettaAn agent runtime it archived
letta-ai/lettaScope enforcedNegative evals - LEVHThe gate declines to decide, and the agent's tool decides anyway
ali-ulu/levhNegative evals - light-memA missing prompt row is not a redacted one
DevEstacion/light-mem - LightMemCompress before you store, consolidate while you sleep
zjunlp/LightMem - Linggen MemoryThe default account filter is a closed one
linggen/linggen-memoryBi-temporalScope enforcedNegative evals - Lint-AICurrent-state retrieval over captured coding-agent sessions
RooAGI/Lint-AIScope enforcedNegative evals - Living Mind CortexA hormone-bus agent runtime with a heat-equation memory overlay
NovasPlace/living-mind-cortex - LivingFeedForgetting as a feature, in Korean
showjihyun/livingfeedScope enforced - LlamaIndexComposable memory blocks
run-llama/llama_index - LLM MemoryA share of one note opens every note whose slug begins with it
jeffdafoe/llm-memory-api - llm-wiki-memoryFilesystem and git memory
ctxr-dev/llm-wiki-memoryScope enforcedHuman review - LobuOrg-wide event log behind a compiled read predicate
lobu-ai/lobuBi-temporalScope enforcedMutation auditHuman reviewNegative evals - local-memory-mcpOne SQLite file, hybrid recall, and a validity interval on graph observations
studiomeyer-io/local-memory-mcpBi-temporalScope enforcedNegative evals - LogseqA human knowledge base agents can write to
logseq/logseq - LongMemoryTruth as of a time
CaviraOSS/LongMemoryTrust stateBi-temporalScope enforcedMutation audit - LongtermMemory-MCPA decay table a user can read, and a database file rewritten on every read
MarcelRoozekrans/LongtermMemory-MCPNegative evals - LoongFlowStochastic recall
baidu-baige/LoongFlow - LoreA death certificate the importer reads
BYK/loreaiTombstoneTrust stateScope enforcedHuman reviewNegative evals - LoreKitMulti-tenant lesson store
mthines/lorekitScope enforcedMutation audit - LoreweaveThe markdown is the record and the database is a replay, so a wrong fact is fixed by editing a line
lets-order-some-fries/loreweaveBi-temporalMutation auditNegative evals - lossless-context-mcpIt publishes the number where it loses
NORTHTEKDevs/lossless-context-mcpMutation auditNegative evals - LWCRecall hands back the replacement, not the superseded memory
JanYork/llm-wiki-cliTrust stateBi-temporalMutation auditNegative evals
M
- M-flowPath-cost graph recall
FlowElement-xinliuyuansu/m_flowScope enforcedNegative evals - m3 MemoryLocal MCP memory that supersedes on similarity
skynetcmd/m3-memoryBi-temporalScope enforcedMutation auditNegative evals - Magic ContextVerified-against-code memory
cortexkit/magic-contextTrust stateScope enforcedMutation audit - MagiCoreMem0's architecture, rebuilt in C#, with a robot's memory beside it
jihadkhawaja/magicoreBi-temporalScope enforcedMutation auditNegative evals - MainlineSealed engineering intent, kept in Git refs
mainline-org/mainlineMutation auditNegative evals - MAMAAppend-only judgment records under a local owner agent
jungjaehoon-lifegamez/MAMATrust stateBi-temporalScope enforcedMutation auditNegative evals - MandaloreWithdrawal hides, nothing deletes, and the packet says what it cannot prove
acoz-labs/mandaloreScope enforcedMutation auditNegative evals - MARM MemoryA concept review layer that outlives the graph it corrects
Lyellr88/marm-memoryTombstoneScope enforcedHuman reviewNegative evals - MarsNMeAn agent can leave a note for another agent
marsmanleo/marsnme - MarvisSelf-hosted company brain with a learnings store and an unclosed supersede gate
emiliomartucci/marvis - Mastra Observational MemoryObservations, and a graph with a ceiling
mastra-ai/mastraBi-temporalScope enforcedMutation auditNegative evals - MateClawScoped provider SPI
mateaix/mateclawScope enforcedNegative evals - Matrix OSNine regexes and no way back
HamedMP/matrix-osNegative evals - Maximem Synap SDKThe test that walks its own AST, and the SDK that doesn't have it
maximem-ai/maximem_synap_sdk - MazemakerValidity on the edges, none on the claims
itsXactlY/mazemaker - MCP Context ServerThread-keyed context entries behind an MCP server
alex-feel/mcp-context-serverNegative evals - MCP Memory ServiceQuarantine tags the contradiction and recall returns it anyway
doobidoo/mcp-memory-serviceTrust stateNegative evals - MCP-MemoryA trust model written and never read
fellowgeek/mcp-memoryScope enforcedMutation audit - MegaMemoryAn MCP concept graph a coding agent writes for itself
0xK3vin/MegaMemoryMutation auditNegative evals - Mem0Library-first memory
mem0ai/mem0Scope enforcedMutation audit - mem9A test suite for an API that is not here
mem9-ai/mem9 - MemantoResolved conflict
moorcheh-ai/memantoScope enforced - MemaryKnowledge-graph agent memory
kingjulio8238/Memary - MembaseSignature-owned conversation memory
unibaseio/membase1.0-sdkScope enforced - MembraneTyped Postgres memory with a revision layer
BennettSchwartz/membraneScope enforcedMutation auditNegative evals - MemBukkitAs of May, and a receipt for it
memseekai/membukkitNegative evals - MemContinuumA decision chain no edit can rewrite
krakozavr/MemContinuumTrust stateMutation auditNegative evals - MemCPThe baseline column is a constant with a comment
maydali28/memcp - MementoMemory sealed until a date
xD4O/mementoScope enforced - MementoOne filter helper, and nothing that tests it
ddong8/mementoScope enforced - MeMeshLocal SQLite memory with a trust-gated briefing for coding agents
PCIRCLE-AI/memeshTombstoneTrust stateScope enforcedHuman reviewNegative evals - memexA tool whose description promises an update its own input cannot request
phanijapps/memexTrust stateHuman reviewNegative evals - MemexA secret gate that will not quote the secret
iamtouchskyer/memexNegative evals - MeMex Zero-RAGEnforcement by instruction
JPeetz/MeMex-Zero-RAG - MemHarnessA prior that updates from outcomes
KnowledgeXLab/MemHarness - MemHopA six-layer keyword memory in one embedded Go file
qyiun666/MemHopScope enforcedNegative evals - memhtmlAn empty result tells you whether the address never existed or was archived
memhtml/memhtmlTrust stateBi-temporalNegative evals - meminiShared memory service
eleboucher/meminiBi-temporalNegative evals - MemlayerSalience by example, with an API key among the examples
divagr18/memlayer - MemLedgerProvenance that answers, and does not enforce
riktar/memledgerTrust stateMutation auditNegative evals - MemMachineEpisode-preserving dual memory
MemMachine/MemMachineScope enforcedNegative evals - MemmyOne local memory, injected into every agent
MemTensor/memmy-agentTombstoneTrust stateMutation auditNegative evals - memoDeleting the row was futile, so it tombstones the source
jagoff/memoTombstoneBi-temporalMutation auditNegative evals - MemobaseStructured user profiles
memodb-io/memobaseScope enforced - MemoirThe collision policy is chosen by memory type
zhangfengcdt/memoirScope enforcedMutation audit - memoir-cliA tombstone that outlives the merge
camgitt/memoirTombstoneScope enforcedMutation auditNegative evals - MemoMindFour defects found by running someone else's engine
24kchengYe/MemoMind - MemooseA typed fact graph in one SQLite file per project, kept by a background small model
AndrewNgo-ini/memooseBi-temporalMutation auditNegative evals - MemoraRehearsable correction
agentic-box/memoraTombstoneMutation auditNegative evals - Memora EngineSupersession by LLM classification, with a leak test
Nikeshchaudhary52494/memoraNegative evals - MemoraX CodeFour hosts, one hosted store
memorax-ai/memorax-codeNegative evals - MemoriPortable store, hosted judgement
MemoriLabs/MemoriScope enforcedNegative evals - MemorixEvery read fenced, one write unchecked
AVIDS2/memorixTrust stateScope enforcedHuman reviewNegative evals - MemorizerSelf-hosted MCP memory service on Postgres and pgvector
petabridge/memorizerScope enforcedNegative evals - Memory CompilerA tombstone that blocks the close
KTVSUN/memory-compilerTombstoneHuman reviewNegative evals - Memory EngineA delegated key is a ceiling, not a grant
timescale/memory-engineBi-temporalScope enforcedMutation auditNegative evals - Memory GardenChange candidates only the user can confirm
drephantom/memory-gardenTrust stateHuman reviewNegative evals - Memory PalaceDraft-by-default procedural memory
agi-is-going-to-arrive/memory-palaceTrust stateHuman review - Memory VaultAn unresolved space name must not widen to every space
MihaiBuilds/memory-vaultTrust stateScope enforcedNegative evals - memory-lancedb-proOpenClaw memory plugin
CortexReach/memory-lancedb-proBi-temporalScope enforcedNegative evals - memory-projectAssociative decay memory for a coding agent
acdesigntech/memory-projectTombstoneMutation auditHuman reviewNegative evals - memory-tsA schema that deleted its own dead fields, with receipts
rlabs-inc/memory-tsTrust state - MemoryBankThe forgetting curve, inverted
zhongwanjun/MemoryBank-SiliconFriend - MemoryBearForgetting that fuses rather than deletes
SuanmoSuanyangTechnology/MemoryBearScope enforcedMutation audit - MemoryIndustryIt published the benchmark that was lying
LeandroPG19/MemorysTrust stateNegative evals - MemoryOps AIGoverned memory as a runtime
patibandlavenkatamanideep/memoryops-aiTrust stateScope enforcedMutation auditHuman reviewNegative evals - MemoryOSHeat-promoted tiers
BAI-LAB/MemoryOS - MemoryWhaleAn agent's lesson is not retrievable until a person approves it
wuisabel-gif/MemWhaleTrust stateHuman reviewNegative evals - MemOSMemory operating system
MemTensor/MemOSScope enforced - MemosVisibility-scoped notes with an MCP surface
usememos/memosScope enforcedNegative evals - MemPalaceVerbatim evidence memory
MemPalace/mempalaceBi-temporalScope enforcedMutation auditNegative evals - mempalace-codeCode-first fork of MemPalace on LanceDB
rergards/mempalace-codeBi-temporalScope enforcedNegative evals - MemSearchA distilled skill is inert until a person installs it
zilliztech/memsearch - MemseekMemory declared in YAML, compiled onto one Postgres table
memseekai/memseekTrust stateScope enforcedMutation auditHuman reviewNegative evals - memsemA tombstone only a human can set
WindSeries83/memsemTombstoneTrust stateBi-temporalScope enforcedMutation auditNegative evals - MemspecA claim about code, accountable to the code
siimvene/memspecTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - memtomemA boundary the caller cannot drop
memtomem/memtomemBi-temporalScope enforcedNegative evals - memUDocumented decisions
NevaMind-AI/memUNegative evals - memvStore only what you failed to predict
vstorm-co/memvBi-temporalScope enforcedNegative evals - MemvidRewindable memory
memvid/memvidTrust stateBi-temporalMutation auditNegative evals - MengramRegression tests for memory
alibaizhanov/mengramTrust stateScope enforced - MenteDBAS OF, in a query language of its own
nambok/mentedbBi-temporalScope enforcedNegative evals - MentisDBA hash-chained memory that refuses to load if tampered
CloudLLM-ai/mentisdbBi-temporalMutation auditNegative evals - MerchantBenchMemory priced in money
KhanCold/merchantbenchScope enforcedMutation auditNegative evals - Mercury AgentGraded personal memory
cosmicstack-labs/mercury-agent - MeridianEncrypted at rest, and two plaintext copies nothing deletes
Meridiona/meridian - MetaClawSelf-tuning memory policy
aiming-lab/MetaClawTrust stateScope enforcedMutation auditNegative evals - MeTTaClawMemory the agent rates itself
patham9/mettaclaw - MEXA Git-shared project wiki for coding agents, grounded in a code graph
mex-memory/mexMutation auditNegative evals - MGI-MindLocal MCP memory with a duel rule over facts
madgodinc/mgi-mindTrust stateMutation auditNegative evals - Microsoft Agent FrameworkThe contract AutoGen became
microsoft/agent-frameworkScope enforced - MidasA guard on memory-justified action
vornicx/MidasBi-temporalScope enforcedMutation auditNegative evals - MimirOne graph, three node kinds
MakerViking/mimirTombstoneBi-temporalScope enforcedMutation auditHuman reviewNegative evals - MindTiered spaces of agent-written memories over MCP, with checkpoints
GabrielMartinMoran/mindNegative evals - MIND-MemGoverned Markdown memory with an admission gate
star-ga/mind-memTrust stateScope enforcedMutation auditHuman reviewNegative evals - MindCacheA superseded decision leaves the read path
faisalhussain-devs/MindCacheTrust stateScope enforced - MindMemOSEntity-timeline memory service over Qdrant, Neo4j and Kafka
mindscale-noah/MindMemOSScope enforcedNegative evals - MindreaderAsking for no scope shows you the global layer, not everything
bnomei/mindreaderBi-temporalScope enforcedMutation audit - MineContextProspective memory, inferred
volcengine/MineContext - mini-AGIContinual learning as the only memory
volotat/mini-AGI - MintaA local context hub whose resolver has no caller
xinchen03/mintaScope enforcedMutation auditNegative evals - MIRAContinuous personal assistant
taylorsatula/miraTombstoneScope enforcedNegative evals - MIRIXMulti-agent typed memory
Mirix-AI/MIRIXScope enforcedNegative evals - MnemoHybrid SQLite memory with two surfaces
n24q02m/mnemoNegative evals - Mnemo CortexThe ladder protects the wrong end
GuyMannDude/mnemo-cortexTrust stateMutation auditNegative evals - MnemonA deterministic memory binary the host LLM supervises
mnemon-dev/mnemonMutation auditNegative evals - mnemonicThe recall says how much it held back
danielmarbach/mnemonicNegative evals - MnemopiA decay table per memory type that recall never reads
can1357/oh-my-piBi-temporalNegative evals - mnemoraProvenance is the union's tag, so it cannot be left unfilled
takecchi/mnemoraTrust stateBi-temporalScope enforcedNegative evals - mnemoryfsck for a memory store
fpytloun/mnemoryScope enforcedMutation auditHuman review - mnemosStrip the query from the document before you test retrieval
arhuman/mnemosNegative evals - MnemosyneProvenance recorded twice, acted on once
mnemosyne-oss/mnemosyneTombstoneBi-temporalScope enforcedMutation auditNegative evals - Mnemosyne (Nabzx)A Git-style commit graph for agent memory
Nabzx/mnemosyneMutation auditNegative evals - mnesioSetting every gate threshold to its weakest value still cannot commit a failing improvement
mnesio/mnesioBi-temporalScope enforcedMutation audit - mnesticThe second clock is the engine's, and you cannot set it
shuruheel/mnesticBi-temporalMutation auditNegative evals - MobiusScope is the directory name
nutshellai-tech/mobiusScope enforced - MoltBrainThe session summary is a form, not a paragraph
nhevers/moltbrainScope enforced - MoltisFile-corpus memory
moltis-org/moltis - MonetRules read at the moment they bind
team-monet/monetTrust stateScope enforcedMutation auditNegative evals - MOTH Memory TemplateA write-side gate, and the ranker it drifted from
ScPlaceholder/MOTH-agent-memory-templateNegative evals - Munder DifflinVerify the rewrite, not the model
HarnessMD/munder-difflinMutation audit - MuninnTwo tiers, one reviewed
RuneLind/muninnTrust stateScope enforcedHuman reviewNegative evals - MuninnDBA database whose primitives are cognitive
scrypster/muninndbTrust stateBi-temporalScope enforcedMutation auditNegative evals - MuscleMemoryProcedural memory compiled from coding sessions whose tests passed
TheWariend/MuscleMemoryTombstoneTrust stateScope enforcedMutation auditHuman reviewNegative evals - MUSE BrainRelational memory worker
falcoschaefer99-eng/muse-brainScope enforcedNegative evals - mushroomdbA hidden node answers exactly like a node that was never there
MatthewSherlin/mushroomdbScope enforcedMutation auditNegative evals
N
- nano-brainPostgres document memory beside a code graph
nano-step/nano-brainNegative evals - nanobotDual-cursor file memory
HKUDS/nanobot - NanoClawContainer-isolated agent host
nanocoai/nanoclawScope enforcedNegative evals - NemoClawMemory as an operand
NVIDIA/NemoClaw - Neo Agent Brain (Memory Core)Turn-level memory for a multi-model maintainer team
neomjs/neo-agent-brainScope enforcedNegative evals - Neo4j Agent MemoryMemory of its own reasoning
neo4j-labs/agent-memoryBi-temporalScope enforced - NEOTHA high importance score is not a fact, and the table says so
The-Geek-Freaks/NEOTHTombstoneTrust stateNegative evals - NeuraKeepNo citation, no memory
dominiclachance/neurakeepBi-temporalScope enforcedMutation auditNegative evals - NeuralMindA test that every performance ratio on the website is reproducible
dfrostar/neuralmindTrust stateMutation auditNegative evals - NeuroCAA memory system mid-refactor
Modern-Prometheus-AI/Neuroca - NeuronA schema the agent's prompt cannot override
kovartravis/neuronScope enforcedNegative evals - NeuroStackVault retrieval layer
raphasouthall/neurostackNegative evals - NexusMemShell history as memory
yaminbkk/NexusMemTombstoneBi-temporalScope enforcedMutation auditNegative evals - Nocturne MemoryThe model retypes your text and the match fails
dataojitori/nocturne_memoryScope enforced - NodeDBThe security predicate is exhaustive over every engine's plan
NodeDB-Lab/nodedbBi-temporalScope enforcedNegative evals - NOOA MemoryCognitive-model recall
NVIDIA-NeMo/labs-OO-AgentsScope enforcedNegative evals - NoosphereA tombstone that survives key rotation
sweetsophia/noosphereTombstoneScope enforcedMutation audit - NornicDBTemporal validity as a constraint
orneryd/NornicDBBi-temporalScope enforcedMutation audit - NouGenShardsBoth of its guards say in the code what they are not
Who-Visions/NouGenShardsBi-temporalMutation auditNegative evals - Nova AISymbolic memory, no model
Whooptie/NOVA_AITombstoneTrust stateMutation auditHuman reviewNegative evals - no_humanA second brain with a daily cap
no-human-ai/no_humanTombstoneTrust stateScope enforcedMutation auditHuman reviewNegative evals - npcpyMemory that waits for a yes
npc-worldwide/npcpyTrust state - NuumPer-agent Markdown memory behind a frozen prompt section
stevefunng/Nuum
O
- obsidian-mindA silent loss is worse than the bloat
breferrari/obsidian-mindScope enforcedMutation auditNegative evals - obsidian-wikiAn Obsidian vault a coding agent compiles, behind a deterministic memory writer
Ar9av/obsidian-wikiBi-temporalNegative evals - OctobrainGit-scoped LanceDB memory served over MCP
Muvon/octobrainScope enforced - Octop MemoryCandidate-gated fact memory for OpenClaw and Hermes
TencentCloud/octop-memoryTrust stateScope enforcedMutation auditHuman reviewNegative evals - OctopodaRLS as the trust wall
RyjoxTechnologies/Octopoda-OSScope enforcedMutation audit - ODSForgetting by scheduled reversion
Osmantic/ODS - Off Grid AI DesktopProject-scoped chat recall in an open-core desktop AI app
off-grid-ai/OGAD - oh-my-hermesApproval is a state the record carries, not an event that happened
rlaope/oh-my-hermesTrust stateHuman reviewNegative evals - OKF Agent MemoryThree frontmatter fields look like trust state; the one search reads promotes rather than withholds
okf-memory/okf-agent-memoryMutation audit - OllamaA procedural memory it removed
ollama/ollama - OMEGALocal-first cross-model memory
omega-memory/omega-memoryBi-temporalScope enforcedMutation audit - OmegaClawThe fork that removed the ledger
singnet/OmegaNegative evals - OmiStatus names what a memory may do
BasedHardware/omiTrust stateScope enforcedMutation auditNegative evals - OmniClaudeMemory under a standing trial
OmniNode-ai/omniclaudeNegative evals - OmniIntelligenceEvidence-tiered pattern learning
OmniNode-ai/omniintelligenceTrust stateMutation auditNegative evals - OmniMemDead ends that stay dead
richarvey/OmniMemTombstoneScope enforcedNegative evals - OmniMemoryA gate that tests whether the gate discriminates
OmniNode-ai/omnimemory - OmniNode Knowledge BaseThe rule the project leads with is the one nothing checks
OmniNode-ai/knowledge_base - OntofeliaA governed RDF knowledge graph behind a self-hosted agent gateway
semantification-org/OntofeliaTrust stateScope enforcedNegative evals - OntoMemA destructive merge can only be undone by keeping what went into it
yifanfeng97/ontomem - Open BrainA governance layer over empty tables
benclawbot/open-brain - Open Graph MemoryIt deleted the gate when the endpoint it measured went away
ardiannurcahya/open-graph-memoryTrust stateScope enforcedNegative evals - Open Knowledge FormatWho confirmed it, and until when
GoogleCloudPlatform/open-knowledge-format - Open Second BrainA rejection the next dream cannot undo
itechmeat/open-second-brainTombstoneTrust stateScope enforcedMutation auditNegative evals - Open WebUIThree tiers and no floor
open-webui/open-webuiScope enforced - open-bridgeFile-per-fact memory inside a coding-agent workspace template
bks-lab/open-bridge - open-coworkTwo memory files, injected every run
OpenCoworkAI/open-coworkNegative evals - OpenAkashicOne memory, every agent
szara7678/OpenAkashicTrust stateNegative evals - OpenClawA regex scorecard decides what you remember
openclaw/openclawScope enforced - OpenCodeHooks, no contract
anomalyco/opencode - OpenCode MemoryA path traversal it found in itself, with the payload printed
tickernelz/opencode-memScope enforcedNegative evals - OpenCode Session RecallA derived card index over OpenCode's own session history
rmk40/opencode-session-recallNegative evals - OpenCompanyThe model cannot name the namespace
zeenie-ai/OpenCompanyScope enforcedNegative evals - OpenConchoAn unknown conclusion level renders as the most certain one
offendingcommit/openconcho - OpenContextThe store owns the index, not the text
0xranx/OpenContext - OpenExecutiveThe audit watches the read
SenteLabsAI/OpenExecutiveScope enforcedNegative evals - OpenHands SDKSix thousand characters, oldest lines first
OpenHands/software-agent-sdkScope enforced - OpenHumanA taint with one reader left
tinyhumansai/openhumanNegative evals - OpenKBThe index is the retriever
VectifyAI/OpenKBMutation auditHuman review - OpenLoreEvery seam for approval except the approver
aakarim/OpenLoreScope enforcedMutation auditNegative evals - OpenMake LLMFifty sentences behind the static prompt
openmake/openmake_llmTombstoneScope enforcedMutation audit - OpenMasqReal at rest, fake on the wire
openmasq/openmasqNegative evals - OpenSREGrounding as the write gate
Tracer-Cloud/opensreNegative evals - OpenVikingFilesystem context database
volcengine/OpenVikingScope enforced - openvurpPer-agent memory in a wallet of agents
openvurp/openvurpMutation auditHuman reviewNegative evals - OpenWolfHook-driven coding-agent memory
cytostack/openwolfNegative evals - OpenWorkerPolicy over machinery
andrewyng/openworkerScope enforcedMutation auditNegative evals - OpenYakOne document per workspace
openyak/openyakScope enforced - OpenZync CoreFacts with a validity window
openzync/openzync-coreTombstoneBi-temporalScope enforcedMutation auditNegative evals - OptMemNo background work
VictorTaelin/OptMemMutation audit - OrbitalProject agent
zqiren/OrbitalTombstoneMutation auditHuman reviewNegative evals - OrgtreeAgent-kept notes files that survive session resets in a multi-agent desktop
Maurdekye/orgtreeNegative evals - Ori MnemosTwo benchmark tables that do not reconcile
aayoawoyemi/ori-mnemosNegative evals - OriginTrail DKG V10Draft, share, anchor
OriginTrail/dkgScope enforcedNegative evals - OsirisParsers stopped writing confidence numbers and started declaring how they knew
asuramaya/osirisTrust stateMutation auditNegative evals - osk-systemA governed Markdown knowledge vault for coding agents
lpaiu-cs/osk-systemNegative evals - ostk-recallA tombstone the write path never reads
os-tack/ostk-recallTrust stateBi-temporalScope enforcedMutation audit - OtisThe binary is pinned, the skills are not
TrianglLabs/otisNegative evals - OuroborosA ledger of intent, not of knowledge
Q00/ouroborosTrust stateScope enforcedMutation auditNegative evals - OutworkedMemory under a desktop office
outworked/outworkedScope enforced - OWASP Agent Memory GuardThe self-poisoning detector fires only on writes you labelled
OWASP/www-project-agent-memory-guard - OwnMemA rejection you cannot tell from silence
grpcer/ownmemTombstoneTrust stateMutation auditHuman reviewNegative evals
P
- PalazzoAn audit log that can refuse a delete
calibrae/palazzoMutation audit - PaperclipAn LLM wiki plugin inside a multi-agent control plane
paperclipai/paperclipScope enforcedMutation audit - PapezCausal memory graph
Astrix-Labs/papezScope enforcedNegative evals - ParticlesAn append-only claim ledger with a quarantine and a value tombstone
LinkedParticles/particles-engine-pyTombstoneTrust stateMutation auditHuman reviewNegative evals - PensyveIt sabotages its own DELETE to prove the second layer holds
major7apps/pensyveTrust stateScope enforcedNegative evals - people-contextNarrow by default, widened on purpose
JinyangWang27/people-contextScope enforcedNegative evals - Perseus VaultClaims audited against artifacts
Perseus-Computing-LLC/perseus-vaultTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - PiBranchable session substrate
earendil-works/pi - pi-jarvisShared notes for a Pi agent and its side session, keyed and tombstoned by scoped title
crustyhacker/pi-jarvisNegative evals - pi-memoryThe journal is the memory and the index is disposable
prjct-app/pi-memoryNegative evals - PLTMA third verdict with nowhere to live
Alby2007/PLTM-Claude-repost-Scope enforced - PLURA draft is written but not injected
plur-ai/plurTrust stateBi-temporalScope enforcedMutation auditNegative evals - PLUR1BUSOpenClaw memory plugin
Cyb3rb1ade/openclaw-plur1bus-memoryTombstoneTrust stateBi-temporalScope enforcedMutation auditNegative evals - PluribusA shared memory control plane for coding agents
johnnyjoy/pluribusTrust stateBi-temporalNegative evals - PMBLocal hybrid memory for coding agents over MCP
oleksiijko/pmbNegative evals - Polyphony ARCTwenty-five hundred words of you
Mininglamp-AI/polyphony-arc-3 - pondHarness scaffolding is stored and kept out of the index
tenequm/pondNegative evals - Portable HandoffA capsule between sessions
legoambarish/portable-handoffNegative evals - PotpieInvalidation with a reason, and no key on the value
potpie-ai/potpieTrust stateBi-temporalScope enforcedMutation auditNegative evals - PowerMemDecay on the read path
oceanbase/powercontextScope enforced - Prime AgentA harness that edits itself, undoable on one path
PrimeIntellect-ai/prime-agentScope enforcedMutation auditNegative evals - PrismA memory that tests whether it is telling the agent the truth
dcostenco/prism-coderScope enforcedNegative evals - Prismer CloudLocal SQLite replica of a closed hosted memory service
Prismer-AI/PrismerCloudNegative evals - Pro WorkflowLearnings the model writes and the person never sees loaded
rohitg00/pro-workflowScope enforced - PRO-LONGThe log is the memory
alexisfox7/PRO-LONGNegative evals - Project AthenaClaims labelled by how well they are known
winstonkoh87/Athena-PublicNegative evals - Project GolemA list of what the owner said no to
Arvincreator/project-golemTombstone - Project N.E.K.O.Memory that must not reopen a wound
Project-N-E-K-O/N.E.K.OScope enforcedMutation auditNegative evals - projectmemAn event log that remembers what failed
riponcm/projectmemNegative evals - PromptXAn engram network per role
deepractice/promptx - ProvemGovernance as the product
BernhardJackiewicz/provemTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - Pydantic AI HarnessMarkdown notebook with database discipline
pydantic/pydantic-aiScope enforcedNegative evals
Q
- Qwen CodeTeam memory in git
QwenLM/qwen-codeHuman reviewNegative evals - Qwen MM PluginsMemory of what was seen
QwenLM/Qwen-MM-PluginsNegative evals
R
- RAGFlow MemoryFour types, one label
infiniflow/ragflowScope enforcedNegative evals - RainBoxOperator-governed memory
neoneye/RainBoxTombstoneTrust stateHuman reviewNegative evals - RCKThe substrate wins none of six
NORTHTEKDevs/rckTombstoneNegative evals - RE-callThe off-topic pool had to be moved out of Python, because the code corpus was ingesting it
GiulioDER/RE-callTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - ReasonixA cached prompt that names no fact
esengine/DeepSeek-ReasonixHuman reviewNegative evals - RecallPush memory with an integrity gate
H-XX-D/recall-memory-substrateTrust stateNegative evals - RecallNestOne LanceDB memory shared by several coding agents
AliceLJY/recallnestTombstoneMutation auditNegative evals - RecallWeaveLifecycle engine
alexahern0808/RecallWeaveTrust stateMutation auditNegative evals - RecollectClaim memory with review states and value-keyed rejection rules
MikeK184/RecollectTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - REDCELLThe finding is the memory unit
martian56/redcellTrust stateScope enforcedNegative evals - Redis Agent Memory ServerWorking/long-term memory service
redis/agent-memory-serverNegative evals - ReflexionMemory as a plan after failure
noahshinn/reflexion - RekalThe gate that never stays quiet
rekal-dev/rekal-cliScope enforcedNegative evals - ReMeMarkdown memory that publishes its bad scores
agentscope-ai/ReMeNegative evals - rememNever silently pick a side
majiayu000/rememTrust stateBi-temporalScope enforcedHuman reviewNegative evals - remem-mcpA refusal keyed on the content hash
tinhien11/remem-mcpTombstoneTrust stateScope enforcedNegative evals - RemembraA hosted memory API whose headline product is git-built handoffs between coding agents
remembra-ai/remembraBi-temporalScope enforcedMutation auditNegative evals - RememoraThe blast radius of one hallucinated decision is five records
Rememora/rememoraTrust stateMutation auditNegative evals - ReporecallMarkdown memories under a code index
jags111/reporecallNegative evals - repowiseA gate that drops the sentence it cannot quote
repowise-dev/repowiseTombstoneTrust stateMutation auditHuman reviewNegative evals - ResonantSelf-hosted companion over a searchable conversation archive
nekyialabs/resonant - Resonant MindSingle-mind MCP memory with a subconscious daemon
nekyialabs/resonant-mind - RetrodictA briefing for the successor
ryanbbrown/Retrodict - RightMemoryModel-curated Markdown memory in git, with a shared-view hub
RightL/RightMemoryNegative evals - ripwireHeal the two sidecars, and every consumer is rename-aware
redhat-et/ripwireNegative evals - ripwire-rsThe ledger was ported; the ratchet was not
casonadams/ripwire-rs - RisuAIThree memory systems, one repository
kwaroran/RisuAIHuman review - Roampal CoreOutcome-scored tiered memory for coding agents
roampal-ai/roampal-coreNegative evals - RRSISelection as the memory of what survives
google-research/rrsi - rufloA guard on the retrieval path, off by default
ruvnet/rufloNegative evals - RunarForgePostmortems in the comment above the fix
crlome/runar-forgeScope enforced - RushDBMemory as a client contract over a general graph store
rush-db/rushdbScope enforcedNegative evals - Rust Self-Learning MemoryEpisodic task memory with rule-based pattern extraction
d-o-hub/rust-self-learning-memoryNegative evals - RuVectorA JSON hook store and a shared brain beside a vector engine
ruvnet/RuVector
S
- SAGEA memory that must be voted in
l33tdawg/sageTombstoneTrust stateScope enforcedMutation auditHuman reviewNegative evals - SAGE Novelty GateDeciding what to write without an LLM
swang1024/SAGEScope enforcedMutation audit - SageOx CLIThe LLM merge must keep every line, and team memory never reaches it
sageox/ox - Scope RecallA claim has to quote its source
410979729/scope-recall-hermesTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - ScreenpipeLocal screen and audio capture with an agent-writable fact table
screenpipe/screenpipe - Second BrainHow fast a fact goes stale depends on what kind of fact it is
rahilp/second-brain-cloudflareTrust stateScope enforcedNegative evals - Second MeThe atlas's only memory that is weights
mindverse/Second-MeHuman review - second-brain (LindaHaviv)A privacy-scoped personal brain on one Oracle database
LindaHaviv/second-brainScope enforcedNegative evals - SelMemMemory built to drift
jbsalles/SelmemNegative evals - SelvedgeAppend-only decision memory keyed on code entities
masondelan/selvedgeMutation auditNegative evals - SemanticaTwo memory stores under one façade, and only one of them is governed
semantica-agi/semanticaBi-temporalMutation auditNegative evals - SerenaMemory as a link graph, with an integrity checker
oraios/serenaScope enforced - SESAFailure-distilled skill memory
Zenghuang-Fu/SESA-Self-Evolving-Search-Agents - Session RecallA shared transcript index with a distilled project memory beside it
AbsoluteMode/session-recallNegative evals - ShellBrainTranscript-fed case memory with a background librarian
cucupac/shellbrainTombstoneTrust stateScope enforcedMutation auditNegative evals - ShisaDTrust is a triple the runtime derives, never a field a caller sets
shisa-ai/shisadTrust stateScope enforcedMutation auditHuman reviewNegative evals - Shodh-MemoryA cognitive substrate with no LLM
varun29ankuS/shodh-memoryMutation audit - Sibyl MemoryFive tiers, one SQLite file, no vectors
Sibyl-Labs/Sibyl-MemoryScope enforcedHuman reviewNegative evals - sift-kgDocuments to a browsable graph
juanceresa/sift-kg - Signet AICross-harness memory behind an exact-quote gate
Signet-AI/signetaiBi-temporalScope enforcedMutation auditNegative evals - SilicaA governed vault it cut to a search tool
kiycoh/silica-core - SillyTavernMemory people write by hand
SillyTavern/SillyTavern - SilverBulletHash-conditioned writes over a Markdown space
silverbulletmd/silverbullet - SimpleMemCompression-first research memory
aiming-lab/SimpleMemTrust stateScope enforcedMutation audit - sivtrIt indexes the shape of your secrets, not the secrets
Ariestar/sivtr - SiYuanAn agent inside the notebook, with a snapshot before it writes
siyuan-note/siyuan - SkalesAsk it to forget, in source it withdrew
skalesapp/skales - SkillCorpusProcedural memory curated by hash-keyed judgment, served two at a time
EverMind-AI/SkillCorpusTombstoneNegative evals - SlowaveAn LLM-free memory core rebuilt from its own event log
slowave-ai/slowaveTrust stateScope enforcedNegative evals - SmritiBi-temporal facts and raw turns in one SQLite file
vn-envy/SmritiTrust stateBi-temporalMutation auditNegative evals - SmythOS SREA conversation handle in a request header
SmythOS/sreScope enforcedNegative evals - SomnigraphThe reranker was off for three months, and the docs say so
AlexisOlson/somnigraphTrust stateMutation audit - Sonder RuntimeA quarantine that checks the base rate before it blames
Krilliac/Sonder-runtimeTombstoneTrust stateBi-temporalMutation auditHuman reviewNegative evals - Soul of WaifuThe guard the redirect walks past
jofizcd/Soul-of-WaifuMutation audit - SpectorAn off-heap cognitive memory engine with a bitemporal fact log
spectrayan/spectorTrust stateBi-temporalNegative evals - sqlite-memory-mcpA promotion gate at the tool, a second door on the write path
RMANOV/sqlite-memory-mcpTombstoneBi-temporalScope enforcedMutation auditNegative evals - StashA hypothesis is not a fact, and gets its own table
alash3al/stashTrust stateScope enforced - state-memory-mcpTwo halves that disagree about a detached HEAD
putervision/state-memory-mcpMutation audit - StatewaveCompile once, then serve the same bytes
smaramwbc/statewaveTrust stateBi-temporalScope enforcedNegative evals - StellaContext plane
macanderson/stellaTombstoneTrust stateMutation auditHuman reviewNegative evals - Strands AgentsA memory-store protocol inside an agent SDK
strands-agents/harness-sdkScope enforcedNegative evals - StrataGateEvery summary keeps its source
diqierjia/StrataGate-AgentMemoryTrust stateScope enforcedNegative evals - SugarThe boundary is the file, not a predicate
roboticforce/sugarNegative evals - SuperLocalMemoryGovernance as the product
qualixar/superlocalmemoryBi-temporalScope enforcedMutation audit - SupermemoryHosted memory product
supermemoryai/supermemoryScope enforced - SwafraCompact local graph-RAG
kunal12203/swafra - SwarmAISelf-evolving agent OS
xg-gh-25/SwarmAITrust stateHuman reviewNegative evals - SykeIt counts the memories the cycle deleted, and reads the number back nowhere
saxenauts/syke - SynapseThe exclusion is tested by reading the query, not by running it
Ardha-Eco-System/synapseNegative evals - Synapse LayerAn open SDK with a keyword-matched SQLite store beside a closed hosted engine
SynapseLayer/synapse-layerScope enforcedNegative evals
T
- T-MemRehearse the question at write time, keep it off the evidence path
Sherlockwz/T-Mem - Task OrchestratorOne history table outlives its subject and the other does not
jpicklyk/task-orchestratorNegative evals - teamai-cliA team's learnings, voted on by the agents that used them
Tencent/teamai-cliScope enforcedNegative evals - TeleMemA charter its own published numbers do not yet meet
TeleAI-UAGI/telememScope enforced - TemporalStoreThe benchmark names its own confound, then keeps the number
matrixarkai/TemporalStore - TemveraIt publishes the bypass that works, and a test asserts that it is the only one
suanlab/temveraBi-temporalMutation auditNegative evals - TencentDB Agent MemoryProxy-intercepted team memory
TencentCloud/tencentdb-agent-memoryScope enforcedMutation audit - TERSE MemoryA linter where the verbs should be
terse-lang/terse - TessellumA promotion path without a demotion path entrenches whatever was believed first
TianpeiLuke/Tessellum - The Agent GuildShared agent substrate
mathomhaus/guildTrust stateNegative evals - The LibrarianOne rule decides, and it never asks the model how risky it was
code-ministry-ltd/the-librarianHuman reviewNegative evals - TheurianA corpus that withheld a record must answer like one that never held it
theurian/theurianTrust stateBi-temporalScope enforcedMutation auditNegative evals - ThoughtDAGWires are the context
chenxiachan/thoughtdagNegative evals - ThroughlineCross-tool workspace
mkupermann/throughlineTrust stateNegative evals - TidelineNarratives are never edited: corrections stack on top as amendments
ennisaaaaaaaa-stack/tideline-memoryNegative evals - TideMindA self-rewriting knowledge graph behind three MCP tools
SawyerHan-AI/TideMindTombstoneTrust stateMutation auditNegative evals - Tigerless agent-memoryMarkdown truth, boundary distillation, and a sleep the host model rules on
tigerless-labs/agent-memoryBi-temporalNegative evals - TigrimOSRProposed skills, staged on disk
Sompote/TigrimOSRScope enforcedHuman review - TitenA purge that later writes collide with
RamaAditya49/titenTombstoneTrust stateBi-temporalScope enforcedMutation audit - Token SaviorA bandit-ranked memory index
Mibayy/token-saviorScope enforcedNegative evals - token-optimizerCross-session continuity, fenced as data
alexgreensh/token-optimizerScope enforcedNegative evals - TokenMizerA status for not knowing
Shweta-Mishra-ai/tokenmizerTrust stateScope enforcedMutation auditNegative evals - total-agent-memorySearch for what would refute the answer
vbcherepanov/total-agent-memoryBi-temporalScope enforcedNegative evals - TraceDecayProposals a person applies, and a delete that is final
ScriptedAlchemy/tracedecayNegative evals - Tree Ring MemoryLocal SQLite memory with a scoped startup brief and a stop-hook capture checkpoint
TerminallyLazy/Tree-Ring-MemoryScope enforcedNegative evals - Trilium NotesOne tool registry for the chat and the MCP
TriliumNext/Trilium - TrueForgeCompaction that rewrites pointers, never bodies
truefoundry/trueforgeScope enforcedMutation auditNegative evals - TrueMemoryA leaderboard that puts someone else first
buildingjoshbetter/TrueMemoryTrust stateNegative evals - TychoSnapshots that know what the harness wrote
NIMI-research/TychoNegative evals
U
- UlpiaThe refusal is the differentiating claim, so the refusal is what gets measured — in both directions
richard-wollyce/ulpiaNegative evals - UltraContextEvery read carries the project key except the one that forks
ultracontext/ultracontextScope enforcedMutation auditNegative evals - Universal Memory EngineA suppression the write gate obeys
12ziyad/universal-memory-engineTombstoneTrust stateScope enforcedMutation auditHuman reviewNegative evals - UtekeSingle-binary hybrid recall with a soft-delete lifecycle
codecoradev/utekeScope enforcedNegative evals - UtopiaA bitemporal fact ledger where a remembered sentence waits for a nod
deeplethe/utopiaTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals
V
- Velantrim CrystalRetrieval kept separate from truth
velantrian/velantrim-exocortex-crystalTombstoneTrust stateMutation auditHuman reviewNegative evals - VelesDBLinks that explain an answer
cyberlife-coder/VelesDBNegative evals - VeraciumThe refusals are recorded too
veracium-ai/VeraciumTrust stateScope enforcedMutation auditHuman reviewNegative evals - VerelVerification-first memory
amitpatole/verelTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - VerimemThe mutation chain records that a row was deleted and never what it said
aureliocpr-ctrl/verimemTrust stateBi-temporalMutation auditNegative evals - VestigeBackward reach and reversible merges
samvallad33/vestigeBi-temporalMutation audit - Vibe CognitionJournal first, graph second
haagndaazer/vibe-cognitionMutation auditNegative evals - virFind out whose transcripts these are before distilling them
djolex999/virTombstoneTrust stateHuman reviewNegative evals - virtual-contextEvery decision about a fact is kept, accepted or not
virtual-context/virtual-contextBi-temporalMutation auditNegative evals - VirtualWifenormalize_scores does not normalize
yakami129/VirtualWife - VISTAFrames as memory, a checkpoint before compaction
joshhhhhan/VISTA - vLLM Semantic RouterA full memory system inside a router
vllm-project/semantic-routerScope enforcedNegative evals - VoyagerProcedural skill memory
MineDojo/VoyagerHuman review
W
- WaggleGoverned corrections, ungoverned defaults
Abhigyan-Shekhar/Waggle-mcpBi-temporalScope enforcedNegative evals - Waku AgentGated memory
ShenSeanChen/waku-agent - WARNERCO SchematicaA four-tier CoALA teaching app over SQLite, JSON and Chroma
timothywarner-org/context-engineeringNegative evals - WaxSIGKILL the writer, then count the frames
christopherkarani/WaxBi-temporalMutation auditNegative evals - WeaveDefault-deny on claim status
Sidharth-Singh10/weaveTrust stateMutation audit - WeKnoraA guess waits to be confirmed
Tencent/WeKnoraTombstoneTrust stateScope enforcedHuman reviewNegative evals - WenlanA living wiki over memory
wenlan-app/wenlanTombstoneNegative evals - widemem.aiA corrections log beside the code
remete618/widemem-aiMutation auditNegative evals - Windie SandboxBranches are kept, versions are not
buiilding/Windie-SandboxNegative evals - WindieOSWhen the embedding model changes, rebuild
buiilding/WindieOSScope enforced - windvaneHook-driven project memory inside a Claude Code session plugin
20alexl/windvaneNegative evals - WordcellA Markdown vault as coding-agent memory, routed by code path
hraness/wordcellNegative evals
X
- XERJAgent memory inside a search engine
xerj-org/xerjBi-temporalMutation auditNegative evals - xiaoOeBPF watches what the agent does and nothing watches what it keeps
FreshHillyer/xiaoO
Y
- yacmemoThe duplicate guard strips the suffix you would rename around
yachen4ever/yacmemoScope enforcedHuman reviewNegative evals - Yantrik OSBeing ignored makes it quieter, not louder
yantrikos/yantrik-osNegative evals - yantrik-mindA purpose gate on every facade read, and a rolling summary that reads around it
yantrikos/yantrik-mindScope enforcedNegative evals - YantrikDBA memory database that corrects itself
yantrikos/yantrikdb-serverScope enforcedMutation audit - YantrikDB EngineThe limits are in the doc comment, above the code that has them
yantrikos/yantrikdbTrust stateBi-temporalMutation auditNegative evals - yantrikdb-hermes-pluginOwner scoping with two exits
yantrikos/yantrikdb-hermes-pluginScope enforcedNegative evals - yantrikdb-mcpThe engine over MCP, with the scope left to the model
yantrikos/yantrikdb-mcpNegative evals - YesMemContinuity for coding agents
carsteneu/yesmemScope enforcedNegative evals - YourMemoryDecay decides what to prune, never what to rank
sachitrafa/yourmemoryScope enforcedMutation audit
Z
- Z-WaifIt caps its own voice in its own query
SugarcaneDefender/z-waif - ZCodeMemory files the agent may write without asking
zai-org/ZCode - ZenBrainA neuroscience-named algorithm library over a SQL memory coordinator
zensation-ai/zenbrain - ZepFifty runs of a closed graph
getzep/zepScope enforced - zer0dexThe citation file says the query wiring is your job
hermes-labs-ai/zer0dexNegative evals - ZeroStackOne global file, one project slug
gi-dellav/zerostackNegative evals