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OWASP MCP10 context oversharing: session dumps, unscoped memory, shared context, prompt leaks
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Security Official MCP Registry · npm Local 80 a week MIT
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Graph-vector memory for AI assistants using FalkorDB and Qdrant
Address set by you
Search and retrieval (RAG) Official MCP Registry · npm Local Remote 80 a week MIT
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Local-first persistent memory MCP: shared SQLite key/value store, searchable, TTL-aware, secret-safe
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Memory and context Official MCP Registry · npm Local 78 a week MIT
IR
Iranti io.github.nfemmanuel/iranti Persistent, shared memory for AI agents — facts, checkpoints, semantic search.
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Memory and context Official MCP Registry · npm Local 113 a week AGPL-3.0-OR-LATER
AU
Audrey io.github.Evilander/audrey Local-first biological memory for coding agents: recall, consolidation, and pre-action Guard checks.
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Memory and context Official MCP Registry · npm Local 73 a week MIT
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Validate emissions data against Open Footprint, check EU CBAM records, query verified methane data
100% up · 30 days
Memory and context Official MCP Registry · npm Local Remote 72 a week APACHE-2.0
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Offline persistent memory for AI coding agents — 35 tools, 80% fewer calls, no LLM
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Memory and context Official MCP Registry · npm Local 71 a week MIT
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Long-term memory for agentic tasks. It tells you when it doesn't know.
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Memory and context Official MCP Registry · npm Local 71 a week MIT
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Shared fleet memory for AI agents: nightly self-correction, recall every prompt (supported agents).
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Memory and context Official MCP Registry · npm Local 71 a week POLYFORM-NONCOMMERCIAL-1.0.0
VU
Vulcanus io.github.sunsatosolutions/vulcanus A validated Markdown memory vault your coding agent can recall, project by project.
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Memory and context Official MCP Registry · npm Local 71 a week MIT
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Local multi-repo code graph over MCP. Blast radius, call graphs, and memory anchored to code.
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Git and code hosting Official MCP Registry · npm Local 69 a week BUSL-1.1
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Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.
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Memory and context Official MCP Registry · npm Local 66 a week POLYFORM-NONCOMMERCIAL-1.0.0
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Local-first AI PKM memory for coding conversations.
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Memory and context Official MCP Registry · npm Local 66 a week APACHE-2.0
VE
Vectros io.github.vectros-ai/mcp-server Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer.
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Memory and context Official MCP Registry · npm Local 66 a week APACHE-2.0
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Read/write access to your Filamental knowledge graph vault. 17 tools. Local-first, no auth.
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Memory and context Official MCP Registry · npm Local 65 a week MIT
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Persistent memory, task coordination, and HITL queue for AI coding sessions.
100% up · 30 days
Memory and context Official MCP Registry · npm Local Remote 64 a week MSL-1.0
BR
Brains io.github.spacecowboyian/brains Personal wiki and memory for AI assistants: store, search, and recall structured notes.
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Memory and context Official MCP Registry · npm Local 638 a week
MI
MIND io.github.theastraway/mind MIND knowledge-graph memory for agents. 44 tools: CRM, Life, MoneyMIND, Budget, Sheets, Email, Sign.
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Memory and context Official MCP Registry · npm Local 63 a week MIT
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Recall and calibrate policy-compliant tool-call arguments before execution. Does not run the tool.
100% up · 30 days
Memory and context Official MCP Registry · npm Local Remote 62 a week MIT
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Context sync layer for AI agents. Ensures continuity and eliminates memory drift automatically.
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Memory and context Official MCP Registry · npm Local 62 a week MIT