Every one of the 555 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 rewrite, because a re-save reads the old flag first
Cipher208/a-memoryTrust stateScope enforcedMutation audit - AcontextMemory as skill files
memodb-io/AcontextScope enforcedHuman review - 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 auditHuman reviewNegative 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-mcpHuman reviewNegative 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 auditHuman reviewNegative 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 auditHuman reviewNegative evals - agentmemory V4The run log names a different dataset from the claim
jordanmccann/agentmemory - AgentOSTen mechanisms from the psychology, one from the rubric
framerslab/agentosScope enforced - AgentOS (Tanglies)A global keyword memory the model writes and every session reads
Tanglies/AgentOS - 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-memoryScope enforcedNegative evals - AgentSwarmsKeyword memory in a trigger
AgentSwarms-fyi/agentswarmsScope enforcedHuman review - AgentWorkingMemoryRetracting a fact should shake its whole story
CompleteIdeas/agent-working-memoryTrust stateScope enforcedNegative evals - AgnoFramework-native learning stores
agno-agi/agnoScope enforcedHuman reviewNegative 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 Workflow WorkspaceTwo clocks, and only one is checked
Taki7980/Ai-workflow - ai-memoryCross-harness handoff
akitaonrails/ai-memoryScope enforced - AIMAOSContradictions embeddings place far apart
munch2u-a11y/AIMAOS - aimeeAuthority caps the actor
RakuenSoftware/aimeeTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative 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-memoryTrust stateScope enforcedMutation audit - ALTK-EvolveGuidelines learned from trajectories
AgentToolkit/altk-evolveHuman reviewNegative 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 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 auditHuman review - AnythingLLMFive global, twenty per workspace
Mintplex-Labs/anything-llmScope enforced - arc-codeThe actuator writes the log
jerber/arc-code - ArconFive states, one wired
vmDeshpande/ArconTrust stateScope enforcedNegative evals - ArcRiftA canary secret in each of ten tenants
eshaan-nair/arcriftScope enforcedNegative evals - AreevTwo axes, and one of them withholds at one door
AreevAI/areevTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative 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 AgentEvaluated memory fabric
AtomicBot-ai/atomic-agent - 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/aurora - Auto CompanyOne markdown baton, rolled back on failure
MaxMiksa/Auto-Company - AutoGenMemory without identity
microsoft/autogen - 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 - BifrostThe tool promises long-term memory; the filename holds a session id
MegaWiz-Dev-Team/Bifrost - BitterBot DesktopTwo lifecycle columns whose reconciler is not the migration's inverse
Bitterbot-AI/bitterbot-desktopTrust stateBi-temporalNegative evals - brain.mdCompiled truth over an append-only timeline
mindmuxai/brain.mdScope enforcedMutation auditNegative evals - BrainAPIThe ledger disagrees with its own notes
Lumen-Labs/brainapi2Mutation auditNegative evals - breadcrumbsCorrection that never reaches the retrieval lane
The-825/breadcrumbsTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - 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 enforcedHuman review - ByteRoverCurated coding-agent memory
campfirein/byterover-cli
C
- CambiumA standard, not a store
KimGLee/CambiumTrust stateMutation auditHuman review - CAMELMessage store with vector recall
camel-ai/camel - 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 stateMutation audit - ChronotopeA scene graph that fuses before it persists
wikieden/tempomemNegative evals - ChumpIt ablated its own memory and published the null
repairman29/chump - Citra Decision SystemTen statuses, and only three of them fire
Trustedwear-Tech/citra-decision-systemTrust stateScope enforcedMutation auditHuman reviewNegative evals - Claude Self-ReflectTranscript memory with git-receipt staleness verdicts
ramakay/claude-self-reflectScope enforcedMutation auditHuman review - 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-liteHuman reviewNegative evals - Claudest (claude-memory)A run that only adds is a failure mode
gupsammy/claudestHuman review - Claudinio BrainThe current-value read and the as-of read are the same code path, so they cannot disagree
claudin-io/claudinio-brainTrust stateBi-temporalHuman reviewNegative evals - ClawMemOn-device vault for coding agents
yoloshii/clawmemBi-temporalMutation auditNegative evals - CLIOCorroboration tiers in pure Perl
SyntheticAutonomicMind/CLIOTrust stateHuman review - codememThe flag that could disable the read boundary is typed out of the caller's reach
kunickiaj/codememScope enforced - CogneeKnowledge-graph memory control plane
topoteretes/cogneeScope enforcedMutation auditNegative 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 - 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 - ContextMeldHand-written memory for a cross-agent handoff
Ste2027/ContextMeldScope enforcedNegative evals - 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 auditHuman reviewNegative evals - CortanaA malformed access list is excluded, not treated as empty
adea-ai/cortanaTrust stateBi-temporalScope enforced - CortexApproval on the read, not the write
CortexPrism/cortexScope enforcedHuman review - Cortex (Hypermnesia)A CI gate fails the build when the README's numbers stop matching the repository
cdeust/CortexTrust state - cortex-engine"You were wrong" and "the world changed" are different verdicts
fozikio/cortex-engineMutation audit - CortexGraphForgetting as the default
prefrontal-systems/cortexgraphScope enforced - CosmonapseA memory contract with a failure vocabulary
Cosmonapse/cosmonapse-core - 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-graphScope enforcedNegative evals - CrewAIHierarchical scope paths
crewAIInc/crewAIScope enforcedNegative evals - CSMDeterministic continuity runtime
NovasPlace/CSMScope enforcedMutation auditNegative evals - ctxGuarded consolidation
ActiveMemory/ctxMutation auditHuman review
D
- Daem0nMCPYou may not write until you prove you asked
9thLevelSoftware/Daem0n-MCPBi-temporalMutation audit - DaimonSession-boundary checkpoint memory
Daily-Nerd/daimonTombstoneTrust stateScope enforcedMutation 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 enforcedHuman review - deja-vuThe memory was already on disk; nobody had indexed it
vshulcz/deja-vuNegative evals - DemarkusA history that tells you whether it is intact
latebit-io/demarkusScope enforcedMutation audit - Dense-MemBoth clocks in the WHERE, and a model holding the gate
markhuangai/dense-memTombstoneTrust stateBi-temporalScope enforcedMutation auditNegative evals - DextoCRUD, and no retrieval on purpose
truffle-ai/dextoHuman review - DiffMemA whitelisted shell for the memory repo
growth-kinetics/diffmemNegative evals - distill-kuraWritten only on verbatim evidence
lna-lab/distill-kuraHuman reviewNegative evals - DovSGA scene graph the robot edits after every grasp
BJHYZJ/DovSG - dsh-ai-memoryBudgeted project memory for DeepSeek Harness
zzjzzb/ai-memoryScope enforcedNegative evals - dsh-mnemeConsolidation with receipts
modusensus/dsh-mnemeMutation auditHuman reviewNegative evals - dsh-mnemonThree tiers composed per turn
omdsh-dev/dsh-mnemonHuman reviewNegative evals
E
- EAN AgentOSA fix that failed, ranked not removed
eanai-ro/ean-agentosScope enforced - 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/EGC - ELAIWire-dark bi-temporal facts in an abandoned harness
DITlieD/ELAI-archiveBi-temporalScope enforcedMutation auditNegative evals - Elastic AtlasEvaluated demo
noamschwartz/atlas-memory-demoScope enforced - ELIOT Memory OSA claim is not usable until an operator dispositions it
UnknownAlienHuman/eliot-memory-osTrust stateHuman review - EmpiricaA vocabulary argued from its own data
EmpiricaAI/empiricaTrust stateScope enforcedMutation audit - EmpryoRetrieval that reads the repo
proxysoul/EmpryoScope enforcedHuman review - EngramCoding-agent local memory
Gentleman-Programming/engramScope enforced - Engram AlphaTime doesn't validate, exposure doesn't validate
techtheist/engramTrust stateBi-temporalMutation auditHuman reviewNegative evals - Engram CognitiveTwo time columns, one clock: the bitemporal test builds rows no shipped writer can produce
TAIPANBOX/engramScope enforcedMutation auditHuman reviewNegative evals - Engram FormatThe open half of a closed memory
El-AI-Intelligence/engram-formatTrust state - 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 - EverOSCases, skills and a cascade
EverMind-AI/EverOSScope enforcedNegative evals - EvoX GenesisThe directory is the memory unit
EMI-Group/genesisScope enforcedHuman review
F
- feltstateMemory that can die
Morephine/feltstateTrust stateBi-temporalMutation auditHuman reviewNegative evals - Fidelis MemoryThe gap is not the issue. The metric is.
hermes-labs-ai/fidelisScope enforced - 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/flairTrust stateScope enforcedNegative evals - flowA task manager whose memory layer is five markdown files and a prompt
Facets-cloud/flow - ForgetfulThree tools over a knowledge graph
scottrbk/forgetfulScope enforcedMutation auditNegative evals - fxA memory tool it removed
vercel-labs/fx
G
- gaiusThe enforcement pass can only demote, never tombstone and never delete
jkubo/gaiusTrust stateHuman review - 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-awScope enforcedNegative evals - Gini AgentReimplemented memory model
Open-Curiosity/gini-agentTrust stateBi-temporalScope enforced - GitLordGit as the agent's event log
yashneil75/gitlordNegative evals - GitMemYou may not record a lesson without two arguments against it
gitmem-dev/gitmemHuman review - 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 - GoodAI LTMThe lifecycle the frameworks dropped
GoodAI/goodai-ltm - 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 - GraphifyWork memory beside a code graph
Graphify-Labs/graphifyTrust stateNegative evals - GraphitiBi-temporal context graph
getzep/graphitiBi-temporal - GraphnosisA blocking consent gate
nehloo-interactive/graphnosis-appMutation auditHuman reviewNegative evals - GrayMatterSingle-binary Go memory with its README gated on a live benchmark
angelnicolasc/graymatterMutation auditHuman reviewNegative 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 - HatchdoorNothing is unlinked from disk
BatterWorks/HatchdoorScope enforcedNegative evals - HatsLessons refused at write time
klairtech/one-agent-many-hatsTrust stateHuman reviewNegative evals - 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 - HestiaDeterminism over intelligence
thefullnacho/hestiaHuman reviewNegative evals - HexisReconsolidation after a belief changes
quixiai/hexisTrust stateBi-temporalMutation auditHuman review - HillockA gate that is control flow
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 - HOLO-InvariantIt scores a naive baseline on its own benchmark, and says which metrics the baseline wins
Deathburgerz013/HOLO-InvariantNegative evals - HolographicVector-symbolic memory
NousResearch/hermes-agent - holomemOne vector that forgets on a schedule
polmanas1998-star/holomem - HonchoPeer and session representation
plastic-labs/honchoScope enforcedNegative evals - Huiran-cerebroThe duplicate is retired, the first writer is kept
qilunuojiang9-hue/Huiran-cerebroTrust state - 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 approver identity never comes from the request that asks for approval
ali-ulu/huqanTrust stateScope enforcedMutation auditHuman review
I
- iai-pmeA tie against a published number
CodeAbra/iai-personal-memory-engineMutation auditHuman reviewNegative evals - IcarusTrust and freshness on separate axes
esaradev/icarus-memory-infraTrust stateMutation auditNegative evals - 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 stateHuman reviewNegative evals - inspeximusThe value that was corrected is refused when it comes back
DanceNitra/inspeximusTombstoneTrust stateScope enforcedNegative evals - IntarisMemory about the agent, not the world
fpytloun/intarisScope enforcedHuman review
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/jugglerHuman review - 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 - 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 state - KektorDBA vector database that gardens its memories
sanonone/kektordbNegative evals - KeptMarkdown notes with a local embedder and a bounded index
codexofc/keptNegative evals - KhabeerHermes memory ported to Android
bakka22/khabeerHuman review - KhojMuninn keeps the facts
khoj-ai/khojScope enforcedNegative 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 - Klypix MCPThe state machine is a regex over the card's own prose
dahshanlabs/klypix-mcpTrust stateMutation auditHuman reviewNegative 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 auditHuman reviewNegative 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 - LemmalogThe transaction clock that is set to the valid clock
JordyZomer/lemmalogNegative evals - LetheVerified forgetting, signed
deeplethe/letheMutation auditNegative evals - LettaAn agent runtime it archived
letta-ai/lettaScope enforcedNegative evals - LEVHThe gate refuses to decide, and says so in a table
ali-ulu/levhHuman review - 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-memoryScope enforced - LivingFeedForgetting as a feature, in Korean
showjihyun/livingfeedScope enforced - LlamaIndexComposable memory blocks
run-llama/llama_index - LLM MemoryA permission model with no test, and one call site wrong
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 - LogseqA human knowledge base agents can write to
logseq/logseq - LongMemoryTruth as of a time
CaviraOSS/LongMemoryTrust stateBi-temporalScope enforcedMutation audit - LongtermMemory-MCPDecay is computed on every read and written only past a threshold
MarcelRoozekrans/LongtermMemory-MCP - LoongFlowStochastic recall
baidu-baige/LoongFlow - LoreA death certificate the importer reads
BYK/loreaiTombstoneTrust stateScope enforcedHuman reviewNegative evals - LoreKitMulti-tenant lesson store
mthines/lorekitScope enforcedMutation auditHuman review - 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 auditHuman review - 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-flowDeterministic first, model second
FlowElement-xinliuyuansu/m_flowScope enforcedNegative 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 - MandaloreThere is no delete, and the packet says what it cannot prove
acoz-labs/mandaloreMutation audit - 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 - Mastra Observational MemoryObservations, and a graph with a ceiling
mastra-ai/mastraBi-temporalScope enforcedMutation auditNegative evals - MateClawScoped provider SPI
mateaix/mateclawScope enforcedHuman reviewNegative 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 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 enforced - 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 enforcedHuman review - MemaryKnowledge-graph agent memory
kingjulio8238/Memary - MembaseSignature-owned conversation memory
unibaseio/membaseScope enforced - MembraneTyped Postgres memory with a revision layer
BennettSchwartz/membraneScope enforcedMutation auditNegative evals - MemBukkitAs of May, and a receipt for it
memseekai/membukkitHuman reviewNegative evals - MemContinuumA decision chain no edit can rewrite
krakozavr/MemContinuumTrust stateMutation auditHuman reviewNegative evals - MemCPThe baseline column is a constant with a comment
maydali28/memcpHuman review - MementoMemory sealed until a date
xD4O/mementoScope enforced - memexA tool whose description promises an update its own input cannot request
phanijapps/memexNegative evals - MemexA secret gate that will not quote the secret
iamtouchskyer/memex - MeMex Zero-RAGEnforcement by instruction
JPeetz/MeMex-Zero-RAG - MemHarnessA prior that updates from outcomes
KnowledgeXLab/MemHarness - memhtmlAn empty result tells you whether the address never existed or was archived
memhtml/memhtmlTrust stateBi-temporalHuman reviewNegative evals - MemlayerSalience by example, with an API key among the examples
divagr18/memlayer - MemLedgerProvenance that answers, and does not enforce
riktar/memledgerTrust stateMutation audit - MemMachineEpisode-preserving dual memory
MemMachine/MemMachineScope enforcedNegative evals - MemmyOne local memory, injected into every agent
MemTensor/memmy-agentTombstoneTrust stateMutation auditNegative evals - MemobaseStructured user profiles
memodb-io/memobaseScope enforced - MemoirThe collision policy is chosen by memory type
zhangfengcdt/memoirScope enforcedMutation auditHuman review - memoir-cliThe tombstone nothing can create
camgitt/memoirTombstoneScope enforcedMutation auditHuman reviewNegative evals - MemoMindFour defects found by running someone else's engine
24kchengYe/MemoMind - MemoraRehearsable correction
agentic-box/memoraTombstoneMutation auditHuman reviewNegative 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 - 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 audit - 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-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 - MemoryOps AIGoverned memory as a runtime
patibandlavenkatamanideep/memoryops-aiTrust stateScope enforcedMutation auditHuman reviewNegative evals - MemoryOSHeat-promoted tiers
BAI-LAB/MemoryOS - MemOSMemory operating system
MemTensor/MemOSScope enforced - MemosVisibility-scoped notes with an MCP surface
usememos/memosScope enforcedNegative evals - MemPalaceVerbatim evidence memory
MemPalace/mempalaceBi-temporalScope enforcedMutation audit - MemSearchA distilled skill is inert until a person installs it
zilliztech/memsearchHuman review - memsemA tombstone only a human can set
WindSeries83/memsemTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative 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 enforced - MemvidRewindable memory
memvid/memvidBi-temporalMutation audit - 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-agentHuman review - MetaClawSelf-tuning memory policy
aiming-lab/MetaClawScope enforced - MeTTaClawMemory the agent rates itself
patham9/mettaclaw - 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 - MindCacheA superseded decision leaves the read path
faisalhussain-devs/MindCacheTrust stateScope enforced - MindreaderAsking for no scope shows you the global layer, not everything
bnomei/mindreaderBi-temporalScope enforcedMutation audit - MineContextProspective memory, inferred
volcengine/MineContext - MIRIXMulti-agent typed memory
Mirix-AI/MIRIXScope enforcedNegative 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 auditHuman reviewNegative evals - mnemonicThe recall says how much it held back
danielmarbach/mnemonicNegative evals - MnemopiA decay curve per memory type
can1357/oh-my-piBi-temporalNegative evals - mnemoraProvenance is the union's tag, so it cannot be left unfilled
takecchi/mnemoraTrust stateBi-temporalNegative evals - mnemoryfsck for a memory store
fpytloun/mnemoryScope enforcedMutation auditHuman review - mnemosStrip the query from the document before you test retrieval
arhuman/mnemosScope enforced - MnemosyneProvenance recorded twice, acted on once
mnemosyne-oss/mnemosyneTombstoneBi-temporalScope enforcedMutation auditNegative evals - mnesioSetting every gate threshold to its weakest value still cannot commit a failing improvement
mnesio/mnesioBi-temporalScope enforcedMutation audit - MobiusScope is the directory name
nutshellai-tech/mobiusScope enforcedHuman review - 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 auditHuman reviewNegative 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
chaitanyagiri/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 - mushroomdbA hidden node answers exactly like a node that was never there
MatthewSherlin/mushroomdbScope enforcedMutation auditNegative evals
N
- nanobotDual-cursor file memory
HKUDS/nanobot - NanoClawContainer-isolated agent host
nanocoai/nanoclawScope enforcedNegative evals - NemoClawMemory as an operand
NVIDIA/NemoClaw - 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/NEOTHTrust state - NeuraKeepNo citation, no memory
dominiclachance/neurakeepBi-temporalScope enforcedMutation auditHuman reviewNegative evals - NeuralMindA test that every performance ratio on the website is reproducible
dfrostar/neuralmindMutation audit - NeuroCAA memory system mid-refactor
Modern-Prometheus-AI/Neuroca - NeuronA schema the agent's prompt cannot override
kovartravis/neuronScope enforcedNegative evals - NexusMemShell history as memory
yaminbkk/NexusMemTombstoneBi-temporalScope enforcedMutation auditHuman reviewNegative 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 auditHuman review - 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-temporal - 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 stateHuman review - 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 - OctopodaRLS as the trust wall
RyjoxTechnologies/Octopoda-OSScope enforcedMutation audit - ODSForgetting by scheduled reversion
Osmantic/ODS - 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 auditHuman reviewNegative evals - OmniClaudeMemory under a standing trial
OmniNode-ai/omniclaude - OmniIntelligenceEvidence-tiered pattern learning
OmniNode-ai/omniintelligenceTrust stateMutation auditHuman reviewNegative evals - OmniMemDead ends that stay dead
richarvey/OmniMemTombstoneScope enforcedHuman reviewNegative evals - OmniMemoryA gate that tests whether the gate discriminates
OmniNode-ai/omnimemory - OmniNode Knowledge BaseEvery claim needs evidence, and none has any
OmniNode-ai/knowledge-baseTrust state - 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 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 auditHuman reviewNegative evals - 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 enforcedHuman review - OpenCodeHooks, no contract
anomalyco/opencode - OpenCode MemoryA path traversal it found in itself, with the payload printed
tickernelz/opencode-memScope enforcedNegative evals - OpenCompanyThe model cannot name the namespace
zeenie-ai/OpenCompanyScope enforcedNegative evals - OpenConchoAn unknown conclusion level renders as the most certain one
offendingcommit/openconchoHuman review - OpenContextThe store owns the index, not the text
0xranx/OpenContext - OpenExecutiveThe audit watches the read
SenteLabsAI/OpenExecutiveScope enforcedHuman reviewNegative evals - OpenHands SDKSix thousand characters, oldest lines first
OpenHands/software-agent-sdkScope enforced - OpenHumanA taint with one reader left
tinyhumansai/openhumanHuman reviewNegative 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/openmasqHuman reviewNegative evals - OpenSREGrounding as the write gate
Tracer-Cloud/opensreScope enforcedHuman reviewNegative evals - OpenVikingFilesystem context database
volcengine/OpenVikingScope enforced - openvurpPer-agent memory in a wallet of agents
openvurp/openvurpScope enforcedMutation 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 enforcedHuman review - OpenZync CoreFacts with a validity window
openzync/openzync-coreBi-temporalScope enforcedMutation auditNegative evals - OptMemNo background work
VictorTaelin/OptMemMutation audit - Ori MnemosTwo benchmark tables that do not reconcile
aayoawoyemi/ori-mnemos - OriginTrail DKG V10Draft, share, anchor
OriginTrail/dkgScope enforcedHuman reviewNegative evals - OsirisParsers stopped writing confidence numbers and started declaring how they knew
asuramaya/osirisTrust stateMutation audit - ostk-recallA tombstone the write path never reads
os-tack/ostk-recallTrust stateBi-temporalScope enforcedMutation auditHuman review - OtisThe binary is pinned, the skills are not
TrianglLabs/otis - OuroborosA ledger of intent, not of knowledge
Q00/ouroborosTrust stateScope enforcedMutation auditHuman reviewNegative 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 - people-contextNarrow by default, widened on purpose
JinyangWang27/people-contextScope enforcedHuman reviewNegative evals - Perseus VaultClaims audited against artifacts
Perseus-Computing-LLC/perseus-vaultTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - PiBranchable session substrate
earendil-works/pi - pi-memoryA closed interval cannot be reopened
prjct-app/pi-memoryTrust stateBi-temporal - 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 auditHuman reviewNegative evals - PLUR1BUSOpenClaw memory plugin
Cyb3rb1ade/openclaw-plur1bus-memoryTombstoneTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative 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 auditHuman reviewNegative evals - PowerMemDecay on the read path
oceanbase/powercontextScope enforced - Prime AgentA harness that edits itself, with an undo
PrimeIntellect-ai/prime-agentScope enforcedMutation auditNegative evals - PrismA memory that tests whether it is telling the agent the truth
dcostenco/prism-coderScope enforcedNegative evals - Pro WorkflowLearnings the model writes and the person never sees loaded
rohitg00/pro-workflowScope enforced - PRO-LONGThe log is the memory
alexisfox7/PRO-LONG - Project AthenaClaims labelled by how well they are known
winstonkoh87/Athena-PublicMutation audit - Project GolemA list of what the owner said no to
Arvincreator/project-golem - 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/projectmemHuman reviewNegative 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-ai-harnessScope enforcedNegative evals
Q
- Qwen CodeTeam memory in git
QwenLM/qwen-codeHuman reviewNegative evals - Qwen MM PluginsMemory of what was seen
QwenLM/Qwen-MM-Plugins
R
- RAGFlow MemoryFour types, one label
infiniflow/ragflowScope enforcedHuman reviewNegative evals - RainBoxOperator-governed memory
neoneye/RainBoxTombstoneTrust stateScope enforcedHuman review - 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 - ReasonixMemory beside the prefix cache
esengine/DeepSeek-ReasonixHuman reviewNegative evals - RecallPush memory with an integrity gate
H-XX-D/recall-memory-substrateTrust stateNegative evals - REDCELLThe finding is the memory unit
martian56/redcellTrust stateScope enforcedHuman reviewNegative 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-cliNegative evals - ReMeMarkdown memory that publishes its bad scores
agentscope-ai/ReMe - remem-mcpA refusal keyed on the content hash
tinhien11/remem-mcpTombstoneTrust stateScope enforcedNegative 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 - RetrodictA briefing for the successor
ryanbbrown/Retrodict - ripwireAn accepted finding, ratcheted
redhat-et/ripwireHuman reviewNegative evals - RisuAIThree memory systems, one repository
kwaroran/RisuAIHuman review - rufloA guard on the retrieval path, off by default
ruvnet/rufloNegative evals - RunarForgePostmortems in the comment above the fix
crlome/runar-forgeScope enforcedHuman review - RushDBMemory as a client contract over a general graph store
rush-db/rushdbScope enforcedHuman reviewNegative evals
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 CLIWhen two agents' memories conflict, tier three is an LLM
sageox/ox - Scope RecallScoped Hermes provider with a review-gated digest
410979729/scope-recall-hermesTrust stateBi-temporalScope enforcedMutation auditHuman reviewNegative evals - 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 - SelMemMemory built to drift
jbsalles/SelmemMutation auditNegative evals - SemanticaTwo memory stores under one façade, and only one of them is governed
semantica-agi/semanticaBi-temporalMutation auditHuman reviewNegative evals - SerenaMemory as a link graph, with an integrity checker
oraios/serenaScope enforced - SESAFailure-distilled skill memory
Zenghuang-Fu/SESA-Self-Evolving-Search-Agents - ShisaDTrust is a triple the runtime derives, never a field a caller sets
shisa-ai/shisadTrust stateScope enforcedMutation auditNegative 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-kgHuman review - Signet AICross-harness memory behind an exact-quote gate
Signet-AI/signetaiBi-temporalScope enforcedMutation auditHuman reviewNegative 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/SimpleMemScope 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
skalesapp/skales - SkillCorpusProcedural memory curated by hash-keyed judgment, served two at a time
EverMind-AI/SkillCorpusTombstoneNegative evals - SlowaveA human forget that consolidation cannot undo
slowave-ai/slowaveTombstoneTrust stateScope enforcedMutation auditHuman reviewNegative 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 auditHuman review - Sonder RuntimeA quarantine that checks the base rate before it blames
Krilliac/Sonder-runtimeTombstoneTrust stateScope enforcedMutation auditNegative evals - Soul of WaifuThe guard the redirect walks past
jofizcd/Soul-of-WaifuMutation audit - 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 - StrataGateEvery summary keeps its source
diqierjia/StrataGate-AgentMemoryTrust stateScope enforcedNegative evals - SuperLocalMemoryGovernance as the product
qualixar/superlocalmemoryBi-temporalScope enforcedMutation audit - SupermemoryHosted memory product
supermemoryai/supermemoryScope enforced - SwafraCompact local graph-RAG
kunal12203/swafra - SykeIt counts the memories the cycle deleted, and reads the number back nowhere
saxenauts/syke
T
- teamai-cliA team's learnings, voted on by the agents that used them
Tencent/teamai-cliScope enforcedHuman reviewNegative 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/temveraTrust stateBi-temporalScope enforcedMutation auditNegative evals - TencentDB Agent MemoryProxy-intercepted team memory
TencentCloud/tencentdb-agent-memoryScope enforcedMutation audit - TERSE MemoryA linter where the verbs should be
terse-lang/terseTrust state - TessellumA promotion path without a demotion path entrenches whatever was believed first
TianpeiLuke/Tessellum - 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/thoughtdagMutation auditHuman reviewNegative 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 learned injection ranker
Mibayy/token-saviorScope enforcedMutation audit - 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/tracedecayHuman reviewNegative 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/VeraciumTombstoneTrust stateBi-temporalScope 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 stateMutation auditHuman review - VestigeBackward reach and reversible merges
samvallad33/vestigeBi-temporalMutation auditHuman review - Vibe CognitionJournal first, graph second
haagndaazer/vibe-cognitionMutation audit - virMost of your session history is your tooling talking to itself
djolex999/virTrust stateHuman review - virtual-contextEvery decision about a fact is kept, accepted or not
virtual-context/virtual-contextBi-temporalScope enforcedMutation 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/Voyager
W
- WaggleGoverned corrections, ungoverned defaults
Abhigyan-Shekhar/Waggle-mcpBi-temporalScope enforcedHuman reviewNegative evals - Waku AgentGated memory
ShenSeanChen/waku-agentHuman review - WaxSIGKILL the writer, then count the frames
christopherkarani/WaxBi-temporalMutation auditHuman reviewNegative 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
7xuanlu/wenlanTombstoneScope enforcedHuman reviewNegative evals - widemem.aiA corrections log beside the code
remete618/widemem-aiMutation auditNegative evals - Windie SandboxBranches are kept, versions are not
buiilding/Windie-SandboxHuman reviewNegative evals - WindieOSWhen the embedding model changes, rebuild
buiilding/WindieOSScope enforced
X
Y
- yacmemoThe duplicate guard strips the suffix you would rename around
yachen4ever/yacmemoHuman review - Yantrik OSBeing ignored makes it quieter, not louder
yantrikos/yantrik-os - yantrik-mindThirty lines of comment on one dependency line, because a path dep had been building it against whatever was lying around
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 - YesMemContinuity for coding agents
carsteneu/yesmemScope enforced - YourMemoryDecay decides what to prune, never what to rank
sachitrafa/yourmemoryScope enforcedMutation audit