Memory & knowledge graphs

Persistent memory, knowledge graphs, and long-term context for agents. 658 voci corrispondenti nel registro Forge — sono mostrate le prime 150.

• @modelcontextprotocol/server-memoryMCP server for enabling memory for Claude through a knowledge graph
• thedotmack/claude-memPersistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, com
• Egonex-AI/Understand-AnythingGraphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, se
• codebase-memory-mcpFast code intelligence for AI coding agents — installs a verified native runtime set
• tirth8205/code-review-graphLocal-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding too
• topoteretes/cogneeCognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory acros
• AgriciDaniel/claude-obsidianSelf-organizing AI second brain for Obsidian + Claude Code. Drop any source and Claude reads, links, and files
• holaboss-ai/holaOSYour super agent for work: local-first, learn your working context in mins and never forget it.
• basic-memoryLocal-first knowledge management with bi-directional LLM sync via Markdown files.
• io.github.basicmachines-co/basic-memoryLocal-first knowledge management with bi-directional LLM sync via Markdown files.
• DeusData/codebase-memory-mcpHigh-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average r
• Bitterbot-AI/bitterbot-desktopA local-first AI agent with persistent memory, emotional intelligence, and a peer-to-peer skills economy.
• agentset-ai/agentsetThe open-source RAG platform: built-in citations, deep research, 22+ file formats, partitions, MCP server, and
• doobidoo/mcp-memory-serviceOpen-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowl
• @putervision/state-memory-mcpDeterministic, persistent graph server for tracking workflow state, decisions, and blockers.
• @putervision/vision-memory-mcpLocal visual UI cache for AI agents using perceptual hashing + CLIP to cut vision token use.
• Dataojitori/nocturne_memoryA lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and
• mcp-neo4j-memoryMCP Neo4j Knowledge Graph Memory Server
• ReflexioAI/claude-smartA Claude Code plugin that makes Claude Code self-improve — learning from your corrections, not just rememberin
• AmeNetwork/aserAser is a lightweight, self-assembling AI Agent frame.
• io.github.aayoawoyemi/ori-memoryPersistent memory infrastructure for AI agents. Identity, knowledge graph, and search.
• athola/claude-night-market23 Claude Code plugins: TDD enforcement hooks, git/PR workflows, spec-driven development, code review, project
• io.github.varun29ankuS/shodh-memoryCognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.
• io.github.sachitrafa/cognitive-ai-memoryEbbinghaus-based persistent memory for Claude. Memories decay with time, strengthen on recall.
• @hivelore/mcpHivelore MCP server - policy-aware briefing and memory tools for coding-agent harnesses
• io.github.nhadaututtheky/neural-memoryPersistent memory for AI agents — 55 MCP tools, spreading activation recall.
• omega-memoryPersistent memory, coordination, and learning for AI agents. Local-first, 25 MCP tools.
• @kage-core/kage-graph-mcpLocal-first repo memory, code graph, and recall MCP server for coding agents
• osovv/grace-marketplace GRACE (Graph-RAG Anchored Code Engineering): open Agent Skills for contract-driven AI code generation with se
• nautilus-compassLocal-first long-term memory for AI agents, with byte-recomputable signed verification receipts.
• nodedexNodeDex — your project's decision history, for AI agents (MCP server): decisions with their why, dead-ends wit
• @adrkit/mcpDeterministic, offline, read-only ADR decision memory for coding agents. No model or network calls.
• @marrowid/cliMarrow CLI and local MCP for carrying context across apps and agents.
• @knowall-ai/reverieReverie — graph memory that dreams. Graph-based memory system for AI agents. Store people, places, organizatio
• thumbgateThumbGate self-improving agent governance: thumbs-up/down turns every mistake into a prevention rule and block
• @cirdanops/cliCirdan — AI infrastructure cartographer & MCP server. Zero-Python standalone binary, runnable via npx.
• io.github.yuvalsuede/memory-mcpPersistent memory + git snapshots for Claude Code. Never lose context or code.
• AgentToolkit/altk-evolveSelf improving agents through iterations
• io.github.cyberlife-coder/velesdb-memoryOffline agentic memory: remember/recall/relate/forget/why over a fused vector+graph+columnar engine
• @mycobrain/mcp-serverSelf-hosted memory layer for AI agents — MCP server backed by Postgres + pgvector + knowledge graph
• arpitnath/claude-capsule-kitA toolkit that makes Claude Code better at engineering — session memory, dependency analysis, large file navig
• whitemagic-mcpWhiteMagic MCP server: local-first, governed memory and session continuity for AI coding agents. Installs and
• agent-recall-mcpMemory Palace MCP server for AI agents
• @dveracity/semantic-mcpMCP server exposing the dVeracity Semantic API and the Open Footprint canonical data model to AI agents
• kepta-mcpLocal memory for AI agents. One SQLite file on your machine — no cloud, no account.
• memcellLiving memory for AI coding agents. Your agents recall what this project established — and what shipped in you
• total-agent-memoryPersistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall
• forkmindLocal-first LLM state branching, debugging & context offloading. Treat AI context windows like a Git repo — ca
• @deerdawn/mcp-serverMCP server for DeerDawn — AI session memory that briefs every new AI session
• io.github.Vortx-AI/ememShared memory for AI agents. One address per fact, one signature you check. No key to read.
• montycat-mcpShared, persistent memory for AI agents, with semantic recall and live updates.
• wontopos-mcpWontopos (WOS) long-term memory as an MCP server — one memory across Claude Code, Claude Desktop, Cursor, Chat
• io.github.kapillamba4/code-memoryLocal semantic code search with Git history. Works offline, no API key needed.
• codeseekerGraph-powered code intelligence for Claude Code. Semantic search + knowledge graph for better AI code understa
• io.github.alphaonedev/ai-memoryPersistent memory for any AI — zero token cost until recall
• @4da/mcp-serverDependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosyste
• fodda-mcpFodda MCP Server for accessing knowledge graph insights.
• io.github.ipiton/agent-memory-mcpMemory, docs, and repo context layer for engineering agents.
• @xmemo/clientPrivacy-first CLI client and MCP setup tool for XMemo.
• cuba-memorysPersistent memory MCP server (v0.18) — self-growing knowledge graph that works without MCP sampling, poisoning
• engramxThe context spine for AI coding agents. 9 built-in providers + mcpConfig plugin contract (wrap any MCP server
• io.github.gambletan/cortexLocal-first AI memory engine — 4-tier memory, people graph, Bayesian beliefs. Encrypted, 62µs.
• aide-memoryPersistent memory layer for AI coding agents — your agent remembers what you taught it
• @naumu/mcpMCP server for Naumu - access your knowledge graph from Claude Code, Cursor, and other AI coding agents
• @nature-labs/lme-mcpLiving Memory MCP — a persistent memory store for coding agents, over stdio. Facts survive across sessions and
• io.github.IgorGanapolsky/mcp-memory-gatewayPre-action gates that block AI agents from repeating known mistakes.
• @synchronex/mcp-proxyCredential-aware MCP proxy - schema caching plus per-project credential routing
• @agentled/mcp-serverMCP server for Agentled — intelligent AI workflow orchestration with long-term memory, 100+ integrations, and
• @samad001z/norn-serverNorn MCP server with remember, recall, forget, and list tools over stdio.
• io.github.rishimeka/genesys-memoryCausal graph memory engine for AI agents with scoring, activation, and forgetting
• m3-memoryLocal-first memory — 100+ tools, 99.2% LongMemEval-S retrieval@10, hybrid search, GDPR, no cloud.
• io.github.Bumblebiber/hmem-mcpPersistent 5-level hierarchical memory for AI agents. SQLite-backed, lazy-loaded.
• io.github.sgx-labs/samePersistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.
• fidelis-memoryRecall locally stored agent memories through an MCP-compatible host.
• usetrailTrail's MCP server: gives your coding agent your team's tracker and the project's durable memory, scoped to th
• @zensation/mcpMCP memory server for ZenBrain: agent memory for any Model Context Protocol client — store, recall, consolidat
• @xchucx/agent-memoryGit-native project memory for AI coding agents (MCP server + CLI). Thin launcher that fetches the prebuilt age
• crbro-memoryPersistent file-based memory for AI agents: inspectable, versionable, fully local.
• lodekeepMemory MCP server for Claude Code, Cursor and any MCP client. Corrections replace stale facts.
• @smartergpt/lex-mcpMCP server for Lex episodic memory - stdio transport wrapper
• io.github.neverinfamous/memory-journal-mcpDeveloper journal with knowledge graphs, relationships, Git context, and semantic search
• io.github.jmeyer1980/neurodivergent-memoryPersistent knowledge graph MCP server for neurodivergent thinking. BM25 search, no cloud LLM.
• neuromcpSemantic memory for AI agents — local-first MCP server with hybrid search, governance, and consolidation
• memgit-mcpmemgit MCP server — run as npx memgit-mcp. Git for AI memory.
• memorylens-mcpMCP server for .NET memory profiling with AI-actionable code fix suggestions — collects heap snapshots in-proc
• mcp-ariel-memoryUniversal Two-Layer Memory MCP Server for AI agents (npm wrapper)
• bhived-mcpBhived MCP Server — shared knowledge graph for AI agents. Query, write, and inspect collective AI knowledge th
• io.github.drQedwards/pmll-memory-mcpPMLL Memory MCP — persistent KV context memory and Q-promise deduplication.
• io.github.remembra-ai/remembraPersistent AI memory with entity resolution, temporal knowledge graph & 11 MCP tools.
• @houtini/google-knowledge-graph-mcpMCP server for Google's free public Knowledge Graph Search API - search for structured entity information
• aifp-mcpAiFP Cognitive Memory — persistent memory MCP server for AI assistants. Chinese-first retrieval with causal ch
• @memofs/mcp-serverModel Context Protocol server for MemoFS agent integrations.
• memory-vaultPortable AI memory shared across models and harnesses - plain markdown you own.
• cogmemai-mcpCogmemAi: Autonomous Cognitive Memory for Any Ai System. 95.10% on LongMemEval (top published score on the fie
• @marsnme/mcp-gatewayAgent-agnostic, LLM-agnostic memory backend for MCP-compatible tools
• @clauderecallhq/cliNever lose a Claude Code or Codex session again. Local, fast, searchable memory over every session you've ever
• io.github.chenxiaofie/memory-mcp情景+实体记忆 MCP 服务，为 Claude Code 提供持久化记忆能力
• io.github.houtini-ai/google-knowledge-graphSearch Google's Knowledge Graph for structured information about real-world entities
• io.github.phillipclapham/anneal-memoryTwo-layer memory for AI agents with an immune system. Zero dependencies.
• io.github.AILIFE1/cathedral-mcpPersistent memory and drift detection for AI agents across session restarts.
• chainmemory-mcpCross-model, cryptographically verifiable memory for Claude, ChatGPT, and any AI agent — own your AI's memory
• io.github.singularityjason/lightning-memoryDecentralized agent memory for the Lightning economy. Nostr identity, L402 payments.
• io.github.xChuCx/agent-memoryGit-native project memory for AI coding agents: Markdown source of truth, reviewable, secret-safe.
• hot-memory-mcpTwo-tier memory: hot cache (0ms) + semantic search. Self-organizing.
• memory-arbiter-mcpLocal SQLite MCP memory: evidence-based recall, advisory conflict notices, authorized governance.
• turbo-quant-memoryLocal-first memory and knowledge graph for coding agents. Compact retrieval, no network.
• understanding-graphA persistent medium for recursive, revisable agent understanding
• io.github.michael-denyer/hot-memory-mcpTwo-tier memory: hot cache (0ms) + semantic search. Self-organizing.
• io.github.penfieldlabs/penfield-mcpPersistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.
• inspeximusSelf-correcting agent memory: recall, supersede, revert, forget, GDPR erasure, audit receipts.
• @asanabrial/leteoLocal-first persistent memory for AI coding agents — one binary over one SQLite database
• @avi-total-recall/total-recallPortable MCP server giving AI agents persistent, verified, cross-session memory
• @infoinlet/mcp-memoryPersistent, searchable long-term memory for AI agents — save/get/search/list across sessions, namespaces + tag
• bluecolumn-mcpMCP server for BlueColumn — persistent semantic memory API for AI agents. Remember, recall, and store observat
• @hbarefoot/engramPersistent memory for AI agents. SQLite for agent state.
• edition-mcp-serverEDITION — Japan Knowledge Gateway for AI agents. 20 knowledge domains, 7 Skills Packs, 43 MCP tools, Progressi
• aidimagPersistent, verified memory for AI coding agents. CLI: dim.
• visual-memory-context-server0. **Install dependencies**
• io.github.go-ports/echovaultLocal-first memory for coding agents; stores decisions, bugs, and context across sessions.
• io.github.thuupx/memory-mcp-liteA lightweight, structured, token-efficient local-first MCP memory server
• pseudolife-mcpPersistent memory for MCP-compatible agents: memory bank, fact cortex, dreams, graph.
• memory-palaceCross-conversation memory system using a "Memory Palace" metaphor (wings, rooms, tunnels). Gives AI persistent
• @levnikolaevich/hex-research-mcpMarkdown-first research hypothesis graph MCP server for goals, hypotheses, run manifests, task links, sources,
• io.github.Artem362/memory-kernelLocal-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud.
• io.github.LabForgeDev/copilot-memory-mcpPersistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.
• io.github.romainsantoli-web/memory-os-aiAdaptive memory for AI agents — FAISS search, chat extraction, cross-project linking
• recall-ragAgent memory on your own Postgres that flags superseded facts and abstains instead of guessing.
• cera-project-memoryCERA Project Memory v1.01 — two-tier persistent learning and collaborative reasoning across sessions. Use ONLY
• io.github.MakeaMouse/fish-bridge-mcpCompresses AI chat sessions into a typed knowledge graph. Local/offline via Ollama.
• io.github.NyxToolsDev/claude-memory-managerCross-session memory for Claude Code — context capture, semantic search, recall
• io.github.adelaidasofia/graph-query-mcpFastMCP server for surgical queries against a vault knowledge graph (NetworkX node-link JSON).…
• memory-fabricFile-first, local-first MCP memory for AI coding assistants: Markdown + YAML, no vector DB.
• @gamaze/hicortexShared fleet memory for AI agents: nightly self-correction, recall every prompt (supported agents).
• @lnes/vanguard-memory-nodeLocal deterministic BM25 memory for AI agents. Offline-first, no API key, SHA-256 shards, stdio.
• cortex-memory-mcpMCP server for Cortex memory service — persistent memory for AI agents
• io.github.SunFlash12/forge-cascade-mcpAI memory buyer routing with Forge docs, pricing, paid recommendations, and MCP discovery.
• io.github.VelixarAi/memoryPersistent memory for AI assistants. Store, search, and recall across sessions.
• io.github.base76-research-lab/cognos-session-memoryCognOS trust scoring (C=p·(1-Ue-Ua)) and session trace storage as MCP tools.
• io.github.cognitivemyriad/verified-repo-memoryStale-proof repository memory with citations + just-in-time verification + TTL (repo-scoped).
• io.github.sharedmemoryai/memoryPersistent memory for AI agents. Remember, recall, and explore a shared knowledge graph.
• io.github.tobs-code/cozo-memoryLocal-first memory system for AI agents with hybrid search and graph reasoning
• io.github.xultrax-web/agent-memory-mcpMarkdown memory for AI agents. Files you can read, edit, grep, and commit. Not a database.
• io.github.yubinkim444/repo-memoryShared, git-tracked working memory for AI agents on the same codebase.
• io.github.zcsabbagh/knowledge-graph-mcpKnowledge graph MCP for student learning with spaced repetition and mastery tracking
• repo-memory-mcpShared, git-tracked working memory for AI agents on the same codebase.
• ai.primaxiom.memory/reasongraphGraph memory for AI agents: entities, cause-effect links, cross-session recall, time travel.
• @raajvamsy/memorylayerPersistent semantic memory for AI agents — npx @raajvamsy/memorylayer
• nomograph/sysmlSysML v2 CLI and MCP server. Composable tools for AI to query, validate, and render engineering models.
• ghavenga/opencode-memoryPersistent semantic memory system for OpenCode sessions - MCP server with hybrid FTS/vector search
• integrated-semantics/flexible-graphragFlexible GraphRAG: Python, LlamaIndex (LangChain also coming) Docker Compose: 8 Property Graph dbs, 3 RDF grap