all tools / memory

Most reliable memory AI agent tools

As of the latest check, Glimind tracks 200 memory AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
recall
dev.ctxfile/ctxfile
unknownRetrieves a value from encrypted cross-session memory by key (Pro feature).alternatives
agent_clear_session
io.github.sairam0424/trelix
unknownDelete a persisted agent session and all its turn historyalternatives
remember
dev.ctxfile/ctxfile
unknownStores a key-value pair in encrypted cross-session memory (Pro feature).alternatives
memory_*
sznt2010/agentresources-mcp
unknownremember / recall / forget / improve against the AR memory loop.alternatives
memory_search
humaux-memory-mcp
unknownRecall the right memory (dense + sparse + rerank)alternatives
delete_memory
io.github.sachitrafa/cognitive-ai-memory
unknownDelete a specific memory by its ID.alternatives
memory_recall
1421906110/cognimem
unknown记忆操作:召回记忆alternatives
search_memory
phillypmack/aura-agent
unknownSearch memories by query. $0.002alternatives
memory_write_warm
seed-drill/Cordelia Proxy
unknownCreate/update entities, sessions, or learningsalternatives
delete_memory
1101AlexZab1011/project-memory-mcp
unknownDelete after exact-id confirmation; removes dangling references.alternatives
forget
dev.ctxfile/ctxfile
unknownDeletes a key from encrypted cross-session memory (Pro feature).alternatives
memory_session_brief
io.github.romainsantoli-web/memory-os-ai
unknownFull memory briefing for session startalternatives
memory_search
io.github.vnbochkarev-netizen/vibo-memory
unknownFind relevant facts (returns token savings)alternatives
zipmem_checkpoint
ahmetakyurt/zipmem-mcp
unknownStages progress into a crash-safe buffer (session.json) without touching persistent memory.alternatives
memory_write
wolfcao/muninn-local-mcp
unknownStore a project-scoped memoryalternatives
csr_search_episodes
claude-self-reflect
unknownSearch across structured episode summariesalternatives
search_memory
kbarbel640-del/trinitas-mcp
unknownsubstring search within a sessionalternatives
list_memory
phillypmack/aura-agent
unknownList all memory keys. $0.0005alternatives
update_memory
1101AlexZab1011/project-memory-mcp
unknownDeep-merge a patch into a memory; same sync + validation.alternatives
read_memory
gregoire-renaldo/Dev Context Memory MCP
unknownRead a memory sectionalternatives
write_memory
gregoire-renaldo/Dev Context Memory MCP
unknownOverwrite a memory section (use with care)alternatives
mem_context
thoth-mem
unknownRecover a bounded project or session briefingalternatives
recall
phillypmack/aura-agent
unknownRetrieve a specific memory by key. $0.0005alternatives
memory_search
chul0061/Mono Memory MCP
unknownKeyword search across observations and project contexts.alternatives
memory_search
@ambicuity/kindx
unknownSearch stored agent memories by text or semantic similarity.alternatives
search_memory
mocky70025/claude-bridge
unknownSearch shared memories.alternatives
get_memory
hermify-mcp
unknownRetrieve chronological memory entries for an agent.alternatives
zipmem_load_memory
ahmetakyurt/zipmem-mcp
unknownReturns blueprints, anchors, and lessons as compact text at the start of a session.alternatives
memory_get
wang1051992187/@kireo/mcp-server
unknownFetch by idalternatives
memory_forget
BulbuLbul86/Codex Native Memory
unknownDelete a pinned memory item.alternatives
memory_memories
BulbuLbul86/Codex Native Memory
unknownList pinned memory items.alternatives
zipmem_save_and_compact
ahmetakyurt/zipmem-mcp
unknownFinalizes the session: folds staged buffer and final delta into persistent memory (state.json), prunes, and closes the session.alternatives
csr_export
claude-self-reflect
unknownExport memories to filealternatives
memory_search
chen789654/ai-memory-mcp
unknown搜索历史记忆alternatives
csr_get_continuum
claude-self-reflect
unknownGet the continuum summary of past sessions for contextalternatives
recall
io.github.michael-denyer/hot-memory-mcp
unknownSearch memories by meaningalternatives
remember
Aiskillhub/summon-mcp
unknownStore a new memory with optional tags and confidence.alternatives
search_memory
bristinWild/reprox-mcp
unknownSearch persistent repository memory for context related to a question or task.alternatives
csr_get_session
claude-self-reflect
unknownGet the full transcript of a specific sessionalternatives
memory_recent
jadeleke/recall-mcp
unknownList the most recently saved or updated memories, newest first.alternatives
memphora_list_memories
io.github.Memphora/memphora
unknownList all stored memoriesalternatives
memory_search
jadeleke/recall-mcp
unknownFull-text search over all saved memories, ranked by relevance (BM25) with an importance boost. Supports FTS5 syntax (quoted phrases, AND/OR/alternatives
recall
io.github.MemoriLabs/memori-mcp
unknownFetches relevant memories for the current query at the start of each user turn.alternatives
memory_save
jadeleke/recall-mcp
unknownPersist a fact, preference, decision, or lesson so it survives across sessions. Write one self-contained fact per memory. Use tags for lateralternatives
memory_get
jadeleke/recall-mcp
unknownFetch a single memory by its numeric id.alternatives
memory_forget
jadeleke/recall-mcp
unknownPermanently delete a memory by id.alternatives
remember
Yarmoluk/agent-memory-mcp
unknownStore a memory. Auto-links to related existing memories.alternatives
memory_read_warm
seed-drill/Cordelia Proxy
unknownRead a specific L2 item by IDalternatives
save_memory
aimemory-mcp-server
unknownSave a new memoryalternatives
search_memories
aimemory-mcp-server
unknownFull-text searchalternatives
list_memories
aimemory-mcp-server
unknownList memoriesalternatives
update_memory
aimemory-mcp-server
unknownUpdate a memoryalternatives
add_memory
jadenmaciel/OpenViking MCP Server
unknownStore information for future recallalternatives
mem_search
gentle-engram
unknownSearch Engram memory for relevant entries.alternatives
memory_write
l0s0s/shared-memory
unknownSaves a fact to long-term memory. Idempotent: if the exact same fact (normalized: lowercase, collapsed whitespace) already exists in this scalternatives
memory_bootstrap
l0s0s/shared-memory
unknownReturns pinned facts (always first) + most recent. Cheap call to load context at the start of a dialogue.alternatives
append_memory
io.gildara/mcp-server
unknownAdd info to an existing memory-type promptalternatives
memory_delete
teddashh/MCP Memory Server
unknownDelete a memory by IDalternatives
memory_search
teddashh/MCP Memory Server
unknownSalience-weighted semantic search across all workspacesalternatives
read_memory
microhenrio/io.github.microhenrio/openocd-mcp
unknownRead a block of memory from the target.alternatives
remember
phillypmack/aura-agent
unknownStore a memory key-value pair. $0.0008alternatives
delete_memory
io.github.parallelromb/smara
unknownDelete a specific memoryalternatives
forget_memory
coldzero94/coldframe
unknownArchives a memory (soft delete).alternatives
dojo_memory_list
io.github.DojoGenesis/mcp
unknownList gateway session memoriesalternatives
memory_search
dklymentiev/agent-memory
unknownSearch memoriesalternatives
memory_export
BulbuLbul86/Codex Native Memory
unknownExport pinned memory and project profile JSON.alternatives
memory_move
io.github.mclaut/ariadne
unknownMove a memory to a different collection or namespace.alternatives
store
io.github.jasondostal/cairn-mcp
unknownSave a memory with auto-enrichment. Supports event_at and valid_until for bi-temporal tracking.alternatives
forget_memory
brainfeatherai/@brainfeather/mcp
unknownRemoves a memory recorded in erroralternatives
memory_fractal_store
garochee33/DOME MCP
unknownStore in Fractal Memoryalternatives
caveat
io.github.michielinksee/linksee-memory
unknownRecall relevant memories (caveats) before acting.alternatives
memory_get
MSelcukAkbas/Versatile-Mcp
unknownTekil bellek ve onun versiyon geçmişini getiriralternatives
mem.grep
io.github.beycom/onetool-mcp
unknownGrep persistent memoryalternatives
mem.ask
io.github.beycom/onetool-mcp
unknownAsk persistent memoryalternatives
memory_save
openhorse
unknown保存记忆alternatives
mem.search
io.github.beycom/onetool-mcp
unknownSearch persistent memoryalternatives
store_multimodal_memory
io.github.photoxpedia/bolor-brain-mcp
unknownStore images, audio, structured dataalternatives
store_trade_memory
io.github.mnemox-ai/tradememory-protocol
unknownStore a trade with context (strategy, confidence, market regime) into memory.alternatives
remember_trade
io.github.mnemox-ai/tradememory-protocol
unknownRecord a trade with five memory layers (episodic, semantic, procedural, affective, trade records).alternatives
append_memory
hermify-mcp
unknownAppend semantic memory to the local dataset buffer.alternatives
memory_store
@xjtlumedia/context-first-mcp-server
unknownStore a memory episodealternatives
memory_recall
@xjtlumedia/context-first-mcp-server
unknownRecall memoriesalternatives
search_memory
fish827-08/rag-kb
unknown混合检索记忆alternatives
load_memory
io.github.malamutemayhem/unclick-mcp-server
unknownLoad stored memory data for the current sessionalternatives
memory_read
io.github.amenophis1er/elefante
unknownRead a specific memory by ID.alternatives
bee_memory_search
io.github.cuilabs/bee
unknownSearch personal memory for stored facts.alternatives
memory_forget
@nogataka/claw-memory
unknownSoft-delete memory chunksalternatives
remember_memory_create
@prmichaelsen/remember-mcp
unknownCreate a new memory with content, type, and optional metadataalternatives
remember_memory_read
@prmichaelsen/remember-mcp
unknownRetrieve a memory by its IDalternatives
remember_memory_update
@prmichaelsen/remember-mcp
unknownUpdate an existing memoryalternatives
memory_forget
agentic-kdd-mcp
unknownOlvidar entrada con razónalternatives
search_skills
rsl-innovation/mem-port
unknownSemantic (vector) search over skills, by task/situation — descriptions onlyalternatives
list_skills
rsl-innovation/mem-port
unknownList saved skills, filterable by tag/source — descriptions onlyalternatives
search_memory
allenc84/claude-memory
unknownSearch the memory system by semantic similarity. Use this at the start of any topic-specific conversation to surface relevant context, prioralternatives
memory_stats
jadeleke/recall-mcp
unknownTotals, tag histogram, date range, db location and size.alternatives
memory_get
chul0061/Mono Memory MCP
unknownRetrieve an observation by its UUID.alternatives
delete_memory
Dosk3n/Glyph Hold MCP
unknownDelete a memory.alternatives
memory_list_namespaces
io.github.wang1051992187/kireo
unknownEnumerate namespacesalternatives
memory_health
io.github.wang1051992187/kireo
unknownProbe servicealternatives
store_memory
ali-ulu/levh
unknownStore a new memory with optional importance, tags, and source context.alternatives
list_fading_memories
ali-ulu/levh
unknownList memories whose predicted retention has dropped below 35% for review.alternatives
memory_working_context
@kinqs/brainrouter-mcp-server
unknownGet working memory context.alternatives
memory_working_offload
@kinqs/brainrouter-mcp-server
unknownOffload working memory payloads.alternatives
pmb_recall
io.github.oleksiijko/pmb-ai
unknownSearch memory from the terminalalternatives
pmb_stats
io.github.oleksiijko/pmb-ai
unknownSee what's stored in memoryalternatives
pmb_setup
io.github.oleksiijko/pmb-ai
unknownDetect your agent and wire the MCP entryalternatives
pmb_warmup
io.github.oleksiijko/pmb-ai
unknownPreload the model so first recall is instantalternatives
pmb_doctor
io.github.oleksiijko/pmb-ai
unknownConfirm everything is wired correctlyalternatives
pmb_export
io.github.oleksiijko/pmb-ai
unknownDump all memories to Markdown/JSONalternatives
recall
pipeworx-io/windsurf-plugin
unknownRecall a memory from previous sessions.alternatives
store_memory
io.github.kunwar-shah/claudex
unknownStore a structured memory itemalternatives
delete_all_memories
io.github.kioie/memex
unknownWipe a user's memories (confirm=true)alternatives
memory_get
io.github.infoinlet-marketplace/mcp-memory
unknownRetrieve a specific memory by ID.alternatives
memory_store
@memstack/mcp
unknownStore a memoryalternatives
memory_store_batch
@memstack/mcp
unknownStore multiple memories in one call (batched embeddings)alternatives
memory_get
@memstack/mcp
unknownGet a single memory by IDalternatives
memory_compile_context
@memstack/mcp
unknownAssemble token-budgeted LLM-ready contextalternatives
memory_summarize
@memstack/mcp
unknownCompress old interactions via LLMalternatives
memory_get
io.github.daedalus/mcp-external-memory
unknownRetrieve a single memory by IDalternatives
memory_delete
io.github.daedalus/mcp-external-memory
unknownDelete a memory by IDalternatives
memory_stats
io.github.daedalus/mcp-external-memory
unknownCount of memories, namespaces, DB pathalternatives
memory_update
io.github.daedalus/mcp-external-memory
unknownUpdate an existing memoryalternatives
memory_export
@memstack/mcp
unknownExport a memory snapshot for backup/migrationalternatives
memory_import
@memstack/mcp
unknownImport memories from a snapshot produced by memory_exportalternatives
akai_fpqx
io.github.aurekai/aurekai-mcp
unknownExtended FPQ memory operations.alternatives
get_core_profile
Bluesoul-Technology/justonce-plugin
unknownGet the core profile of the user's preferences and stack.alternatives
forget
io.github.turbyho/mem-context
unknownArchive (weight=0)alternatives
get
io.github.turbyho/mem-context
unknownRetrieve one memoryalternatives
update
io.github.turbyho/mem-context
unknownModify metadataalternatives
delete_memory
io.github.turbyho/mem-context
unknownSoft/hard deletealternatives
memory_add
junqiu520/feishu-memory-mcp
unknownWrite a memory entry (agent self-add or save conversation).alternatives
memory_get
junqiu520/feishu-memory-mcp
unknownGet a single memory entry by ID.alternatives
memory_update
junqiu520/feishu-memory-mcp
unknownUpdate metadata (title/tags) of a memory entry.alternatives
memory_count
junqiu520/feishu-memory-mcp
unknownCount entries.alternatives
list_all_memories
Neige-Neige/Memory MCP Server
unknown查看所有已保存的记忆alternatives
remember_memory
mayurnayak1705/Memory MCP Server
unknownStore a new long-term memory.alternatives
remember_chat_history
mayurnayak1705/Memory MCP Server
unknownStore an important conversation in long-term chat history.alternatives
list_memories
mseep-mcp-memory-service
unknownList all memoriesalternatives
memory_ingest
@engram-mem/mcp
unknownStore a message into memory.alternatives
memory_forget
@engram-mem/mcp
unknownDeprioritize memories matching a query.alternatives
memory_timeline
@engram-mem/mcp
unknownShow how a topic evolved over time.alternatives
memory_overview
@engram-mem/mcp
unknownHigh-level summary of what Engram knows, organized by knowledge clusters.alternatives
memory_consolidation_status
@engram-mem/mcp
unknownReports when each consolidation cycle last ran and its result.alternatives
memory_bridges
@engram-mem/mcp
unknownFind shared people or entities that bridge two projects.alternatives
memory.search
@psraghuveer/memento-server
unknownSearch memory with a query string.alternatives
search_memory
thrift-memory
unknownBrowse matching memories without applying a small recall budget.alternatives
memory_save
claude-soul
unknownSave facts, decisions, or lessonsalternatives
memory_search
claude-soul
unknownSemantic search across all memoriesalternatives
memory_journal
claude-soul
unknownSearch or browse conversation journalsalternatives
memory_stats
claude-soul
unknownMemory system statisticsalternatives
recall
claude-soul
unknownUnified 'ask anything about the past' searchalternatives
recall
io.github.VonderVuflya/yggdrasil
unknownRetrieve relevant memories from Yggdrasil based on a query.alternatives
save_to_memory
Raoof128/Reasoning Engine
unknownPersist episodic memory for future recallalternatives
retrieve_memory
mseep-heimdall-mcp
unknownRetrieve a memory by its key.alternatives
memory_inject
darland6/cory-mem
unknownStore a memory into long-term storage.alternatives
memory_retrieve
darland6/cory-mem
unknownRetrieve relevant memories based on a query.alternatives
memory_set
taskflow-ai
unknown设置记忆alternatives
memory_get
taskflow-ai
unknown获取记忆alternatives
memory_clear
taskflow-ai
unknown清除记忆alternatives
memory_list
taskflow-ai
unknown列出记忆alternatives
list_memories
io.github.SynapseLayer/synapse-secure-memory
unknownList all memories with pagination.alternatives
memory_feedback
io.github.SynapseLayer/synapse-secure-memory
unknownProvide feedback on a memory's relevance.alternatives
memory_cloud_status
romainsantoli-web/Memory OS AI
unknownShow local disk + cloud storage statusalternatives
memory_cloud_sync
romainsantoli-web/Memory OS AI
unknownPush/pull/auto-sync between local and cloudalternatives
remember
mario03690/dsh-netcafe
unknownCross-session memory. Keyed to your AllRouter key or an anonymous workspace token, so a later session — or a different machine — picks up whalternatives
add_memory
Mem0
unknownSave text or conversation history (or explicit message objects) for a user/agent.alternatives
dojo_memory_list
DojoGenesis/Dojo Genesis MCP Server
unknownLists gateway session memory entries.alternatives
dojo_memory_store
DojoGenesis/Dojo Genesis MCP Server
unknownStores a value in gateway session memory.alternatives
dojo_memory_search
DojoGenesis/Dojo Genesis MCP Server
unknownSearches gateway session memory.alternatives
dojo_search_memory
DojoGenesis/Dojo Genesis MCP Server
unknownSearches the institutional memory hub (Postgres mirror).alternatives
dojo_get_memory
DojoGenesis/Dojo Genesis MCP Server
unknownRetrieves a specific memory from the memory hub.alternatives
pluggedin_put_memory
pluggedin-mcp-proxy
unknownStore persistent memory for the current workspace/profilealternatives
timeline
ali-ulu/levh
unknownGet episodic memories grouped by day for a given time range.alternatives
memory_load
ussdeveloper/MemoryStar
unknownLoad a single memory by IDalternatives
memory_search
ussdeveloper/MemoryStar
unknownCombined full-text + semantic vector searchalternatives
memory_get_links
ussdeveloper/MemoryStar
unknownGet all links for a memoryalternatives
memory_list
ussdeveloper/MemoryStar
unknownList memories by project/scopealternatives
memory_stats
ussdeveloper/MemoryStar
unknownView database statisticsalternatives
memory_context_check
ussdeveloper/MemoryStar
unknownCheck context usage & auto-save summary if >=thresholdalternatives
memory_lookup
byBasiliosP/scholar-memory
unknownSemantic search — compact summaries with IDsalternatives
memory_get
byBasiliosP/scholar-memory
unknownFetch full content for one entry by IDalternatives
memory_forget
byBasiliosP/scholar-memory
unknownDelete by ID or semantic similarityalternatives
memory_status
byBasiliosP/scholar-memory
unknownDB stats + token usage + cost totalsalternatives
memory_model_config
byBasiliosP/scholar-memory
unknownShow active LLM backend configurationalternatives
memory_stream_list
byBasiliosP/scholar-memory
unknownList recent ContextStream runsalternatives
add_fact
abtpst/MCP Knowledge Viz
unknownEmbed and persist a fact in ChromaDBalternatives
add_memory
iamanishx/memkit
unknownStore a new memory with content, embedding, and automatic graph linking to similar memories in the same project.alternatives
write_failure_memory
io.github.elViRafa/memory-fabric
unknownWrite a failure memory, deduplicating repeat occurrences.alternatives
verify_memories
io.github.elViRafa/memory-fabric
unknownVerify that cited memories are still valid.alternatives
memory_search
Sri-Krishna-V-6944/hermes-platform-mcp
unknownSearch memory entries.alternatives
memory_recall
io.github.wang1051992187/kireo
unknownReplay recent/important memoriesalternatives
forget_memory
Trainspotting31/MemoryBuddy
unknownDelete all memory for a useralternatives
memory_get
io.github.wang1051992187/kireo
unknownFetch by idalternatives
gridar_delete_memory
@gridar/mcp-server
unknownDESTRUCTIVE: delete a memory chunkalternatives
memory_delete
io.github.wang1051992187/kireo
unknownSoft/hard deletealternatives
mem_search
@everme/claude-code
unknownSearch memory for content relevant to a query, with optional time boundsalternatives
mem_context
@everme/claude-code
unknownRetrieve context from memory for explicit recallalternatives
memory_write
collab-cli
unknownWrite a new memory entry.alternatives
csr_list_sessions
claude-self-reflect
unknownList all past conversation sessionsalternatives
memory_wm_clear
ac0033/agent-memory
unknownClear working memory for a scopealternatives

FAQ

What are the most reliable memory MCP tools right now?

As of the latest check, Glimind tracks 200 memory AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank memory tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a memory tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.