ZBS Index What actually exists in applied AI, with the source next to it

Memory and context

Everything here was classified as memory and context by keyword match against the maintainer's own description, so treat the grouping as a starting point rather than a verdict.

The list is ordered by the most recent commit, not by stars. A popular project that stopped in 2024 is not a better answer than a smaller one shipped last week.

Worked on in the last 90 days (59)

Someone pushed a commit recently. This is the shortlist worth trying first.

  • io.github.Goldentrii/agent-recall — last commit 2026-08-04, v3.4.31
    Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only.
  • Lex — last commit 2026-08-04, v3.0.1
    Episodic memory and architectural policy for AI agents. Frames, Atlas, and Policy.
  • Lex — last commit 2026-08-04, v1.0.2
    Episodic memory and architectural policy for AI agents. Frames, Atlas, and Policy.
  • io.github.Abhigyan-Shekhar/Waggle-mcp — last commit 2026-08-03, v0.1.8
    Persistent graph-backed conversational memory for AI agents.
  • AgentPlaybooks — last commit 2026-08-03, v1.0.0
    Manage portable AI agent playbooks, Agent Skills, MCP configurations, personas, and memory.
  • Archivist AI — last commit 2026-08-03, v1.0.0
    Official remote MCP server for Archivist AI TTRPG campaign memory: characters, sessions, and more.
  • ai.sovantica/engrava — last commit 2026-08-03, v0.5.1
    Tamper-evident audit, MindQL, and Action Records — embedded memory database for AI agents.
  • Palace — last commit 2026-08-03, v0.12.0
    Local-first memory for coding agents — MCP server, single SQLite file, local embeddings
  • Queue AIops — last commit 2026-08-03, v0.6.0
    Governed redis + rabbitmq ops: memory/latency/backlog/churn RCA, policies. 28 tools.
  • io.github.Evilander/audrey — last commit 2026-08-03, v1.1.3
    Local-first biological memory for coding agents: recall, consolidation, and pre-action Guard checks.
  • mwe-mcp — Memory Wiki Engine — last commit 2026-08-02, v1.4.0
    Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL.
  • com.agishub/agent-memory — last commit 2026-08-02, v2.1.2
    Persistent semantic memory for AI agents: store and recall text by meaning (RAG). x402
  • yt-mem-ai — last commit 2026-08-02, v0.6.3
    Local YouTube memory: transcribe, embed and search videos, with summaries and highlights.
  • io.github.AINative-Studio/ainative-opencode-memory-mcp — last commit 2026-08-02, v0.1.2
    Persistent cross-session memory for OpenCode and MCP coding agents, powered by ZeroDB.
  • io.github.donggyun112/keymem — last commit 2026-08-02, v0.17.0
    Associative key-graph memory for LLM agents — recall by association, not vector similarity.
  • Lore — last commit 2026-08-02, v1.4.2
    Cross-agent memory over MCP: hybrid recall, knowledge graph, private/shared visibility, redaction.
  • Tempreon — Personal AI Memory — last commit 2026-08-01, v1.0.0
    Person-owned, portable AI memory as a remote MCP server, readable and writable by any MCP client.
  • ellmos Homebase — last commit 2026-08-01, v0.1.0-alpha.17
    Local-first LLM orchestration: memory, knowledge, state, routing, swarm, API discovery, plugins.
  • io.github.GATSV-tech/epiphany — last commit 2026-08-01, v0.5.0
    One private, local memory your AI tools share. Cross-model, on-device, never lose a session.
  • 6DuckLearn MCP — last commit 2026-08-01, v0.1.1
    Connect agents to 6DuckLearn memory, approvals, and runtime control.
  • io.github.CSOAI-ORG/vector-knowledge-graph-mcp — last commit 2026-08-01, v1.0.9
    AI-powered vector knowledge graph MCP server for agents. Supports add node, add edge, semantic node
  • io.github.AINative-Studio/ainative-zerodb-memory-mcp — last commit 2026-08-01, v1.2.7
    ZeroDB agent-memory MCP — 18 tools: memory + write-back to Slack, Gmail, Calendar, GitHub.
  • io.github.AINative-Studio/ainative-memory-mcp — last commit 2026-08-01, v1.0.1
    Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.
  • GraphPilot — last commit 2026-08-01, v1.0.1
    Structural memory for coding agents: callers, callees, blast radius and symbols over MCP.
  • io.github.Dakera-AI/dakera-mcp — last commit 2026-07-31, v0.10.11
    Agent memory engine — 86 MCP tools, self-hosted, single Rust binary
  • io.github.bluecolumnconsulting-lgtm/bluecolumn-memory — last commit 2026-07-31, v1.1.0
    Persistent semantic memory API for AI agents with Audio Intelligence.
  • SPM - Structured Project Memory — last commit 2026-07-31, v0.2.8
    Durable, shareable and governed project memory with smart triage and explicit project composition.
  • second-brain MCP — last commit 2026-07-31, v0.1.0
    Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memory compression.
  • Infimium — last commit 2026-07-31, v0.3.1
    Private AI context layer for semantic code search, dependency graphs, memory, and workspaces.
  • Nahuali — last commit 2026-07-30, v0.8.0-beta.10
    Trust-aware agent memory with evidence-backed recall, self-inspection, and audit history.
  • io.github.aayoawoyemi/ori-memory — last commit 2026-07-30, v0.3.0
    Persistent memory infrastructure for AI agents. Identity, knowledge graph, and search.
  • io.github.cyanheads/nhtsa-vehicle-safety-mcp-server — last commit 2026-07-30, v0.9.4
    Decode VINs, search recalls, complaints, crash ratings, and investigations.
  • Gnosem — last commit 2026-07-30, v1.0.0
    Cross-vendor AI memory over MCP. One semantic store, readable and writeable from every MCP client.
  • com.memxus/memxus — last commit 2026-07-30, v1.3.2
    Persistent memory layer that saves and recalls your project context and preferences.
  • Memory Fabric — last commit 2026-07-30, v1.2.2
    File-first, local-first MCP memory for AI coding assistants: Markdown + YAML, no vector DB.
  • io.github.chaelynet/chainmemory — last commit 2026-07-30, v1.0.1
    Permanent blockchain memory for AI agents.
  • io.github.cyanheads/openfda-mcp-server — last commit 2026-07-30, v0.7.1
    Query FDA data on drugs, food, devices, and recalls via openFDA. STDIO or Streamable HTTP.
  • io.github.cyanheads/cpsc-recalls-mcp-server — last commit 2026-07-30, v0.1.6
    US consumer product recalls from the CPSC — hazards, remedies, and affected products.
  • io.github.alibaizhanov/mengram — last commit 2026-07-30, v2.25.4
    Long-term memory for AI agents: semantic facts, episodic events, and procedural workflows
  • io.github.bytewizard42i/soulsketch — last commit 2026-07-30, v1.3.3
    Portable, user-owned AI memory packs: read, validate, fingerprint, diff, and observe
  • Grimoire — last commit 2026-07-29, v1.5.0
    Manage TTRPG campaigns: NPCs, locations, factions, quests, sessions, lore, and knowledge graphs.
  • io.github.Dhevenddra/forensic-deepdive — last commit 2026-07-29, v0.10.0
    Persistent code knowledge graph + 9 composite MCP tools for AI coding agents.
  • com.kage-core/kage — last commit 2026-07-28, v2.3.0
    Verified memory for coding agents: claims cited against code, stale withheld, savings receipts.
  • RemembrallMCP — last commit 2026-07-28, v0.1.0
    Persistent knowledge memory for AI agents. Hybrid search, code graph, pgvector.
  • Wuniq KE (Knowledge Engine) — last commit 2026-07-28, v1.0.3
    The structured memory layer your AI is missing. Requires the free Wuniq desktop app.
  • Granoflow — last commit 2026-07-28, v0.1.16
    Connect MCP-capable AI agents to local Granoflow tasks, reviews, cards, imports, and work memory.
  • Delimit — last commit 2026-07-28, v3.10.4
    One workspace for every AI coding assistant. Shared tasks, memory, and governance.
  • AiAkiv Memory — last commit 2026-07-28, v1.0.0
    Shared long-term memory for AI agents: save and recall context as a searchable knowledge graph.
  • ai.atlaso/mcp — last commit 2026-07-27, v1.0.1
    AI memory layer — one shared, persistent memory across every AI tool you connect.
  • EchoVault Memory — last commit 2026-07-27, v0.3.3
    Local-first memory for coding agents; stores decisions, bugs, and context across sessions.
  • io.github.CSOAI-ORG/memory-search-mcp — last commit 2026-07-26, v1.0.4
    memory-search-mcp MCP server by MEOK AI Labs
  • io.github.Agentled/mcp-server — last commit 2026-07-25, v0.19.3
    Intelligent AI workflow orchestration with long-term memory, 100+ integrations, and unified credits.
  • memsprout — last commit 2026-07-25, v0.1.0
    shared AI-context layer for teams — persistent memory your agents search and update over MCP
  • io.github.agenerationforwordz-tech/strata — last commit 2026-07-25, v2.2.0
    Self-hosted AI memory server. Persistent memory on your hardware, not the cloud.
  • Conventions MCP — last commit 2026-07-24, v3.0.1
    Memory for coding conventions and standing instructions that persists across sessions.
  • io.github.denial-web/agent-immune — last commit 2026-07-24, v0.2.2
    AI agent security: prompt injection detection, semantic memory, output scanning, prompt hardening
  • io.github.alfredoizdev/contextforge-mcp — last commit 2026-07-23, v0.5.0
    Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot.
  • hmem — Humanlike Memory for AI Agents — last commit 2026-07-21, v1.6.7
    Persistent 5-level hierarchical memory for AI agents. SQLite-backed, lazy-loaded.
  • io.github.Astrix-Labs/genesys-memory — last commit 2026-07-19, v0.5.2
    Open-source causal memory for AI agents: persistent, explainable, MCP-native memory (13 tools).

Repository gone or archived (1)

The registry still lists these, but the linked repository returns 404 or the owner archived it. Shown so you do not spend time discovering that yourself.

  • global.rootz.food/grocery — archived by owner, last commit 2026-07-24, v2.0.0
    Signed US food & grocery data: Kroger prices, nutrition, allergens, recalls, diet filters.

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How this page is ordered

Entries are grouped by whether anyone is still working on them, using the date of the most recent push to the repository. They are not ordered by stars, because a star is a bookmark somebody left once and never took back.

Where we have not checked an entry yet, it says so rather than being mixed in with the verified ones.