Knowledge & Memory MCP Servers

Direct local file system access.

Up-to-date docs for AI agents

Hindsight: long-term memory for AI agents modeled on human memory.

Memory manager for AI apps and agents using graph and vector stores, with ingestion from many data sources.

Turn docs, GitHub repos, PDFs, videos, Confluence, Notion and Slack/Discord into AI skills and RAG knowledge, exportable to vector…

Local-first knowledge management with bi-directional LLM sync via Markdown files.

Self-hosted Markdown knowledge base with a web UI: search, read, create, edit, tag and template notes.

Ontology engineering for OWL, RDF and SPARQL: validate, query, diff, lint, version and govern knowledge graphs on an Oxigraph triple store.

MCP server for Memanto - persistent semantic memory for any MCP-compatible agent

Memory service with semantic search, persistent storage and autonomous memory consolidation.

Safe read/write access to Obsidian vaults: search, batch operations, tag management and frontmatter handling.

deja-vu: local memory over the session histories of forty-three coding agents.

RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs and context engineering.

Query and summarize your chat messages with AI prompts.

Local memory daemon with episodic, semantic and procedural tiers, SQLite and hnswlib storage, sleep-cycle consolidation and AES-256-GCM…

Coding agent memory — one local MCP server for every project. Warns before repeating failed fixes.

Search local AI conversations by file or phrase and recall source turns. Four read-only tools.

Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2) and cross-session context management.

Causal Proof Engine for AI agents: signed log, zero vectors, failures traced to their cause.

Failure-memory layer for coding agents: search evidence-rated failure lessons by error text.

Long-term and multimodal memory for AI agents - character-aware, mem0-compatible, fully-local option

Context Assurance for AI agents: context engineering, AI cost optimization, verification.

Open-source LLM knowledge base: team chat into a typed knowledge graph and auto-generated wiki.

Easy-to-setup local RAG server with minimal configuration

Ingest content from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project, then search and retrieve relevant…

Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only.

Graph-based memory focused on AI role-play and story generation.

Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.

Offline RAG for Claude Code with hybrid BM25 and semantic search, cross-encoder reranking, Markdown-aware chunking and query expansion.

Mine your AI coding session logs into a you.md profile with dated receipts, for an agent to read.

Cross-model, local-first episodic memory engine for Claude Code, Cursor, Codex, and Antigravity. SQLite FTS5 (BM25) + 8MB static model2vec…

Convert Markdown into interactive markmap mind maps with PNG/JPG/SVG export and live browser preview.

Persistent memory for AI agents. Memories decay with time and strengthen on recall.

Persistent, consensus-validated institutional memory for AI agents. Runs locally.

Retrieve and process documentation through vector search to augment responses with relevant documentation context.

Google Gemini Notebook (ex NotebookLM) over MCP + a local REST API — cited answers, Studio, history

Persistent memory, coordination, and learning for AI agents. Local-first, 25 MCP tools.

Long-term memory for AI agents: semantic facts, episodic events, and procedural workflows

Manage personal knowledge, daily notes and reusable prompts in GitHub Gists, as a companion to GistPad.

Cumulative memory and pattern learning for coding assistants, with local SQLite/SurrealDB storage for semantic codebase analysis.

Git-backed org memory for AI agents — hybrid search, tables, files & a URI graph over MCP.

Zettelkasten knowledge management: create, link and search atomic notes.

Summarize plain text, web pages, PDF documents, EPUB books and HTML content.

Local-first AI identity for MCP coding tools. Lessons, decisions, and context you control.

Work with collections and sources in your Zotero Cloud library.

Session memory for coding agents: local-first recall, drift detection, on-device inference.

LLM-driven context and memory management: short- and long-term memory with vector, timeline and knowledge graph retrieval plus reranking.

Private-by-default, local-first memory/context/task orchestrator for MCP apps and agents.

Offline MCP access to ZIM knowledge archives — Wikipedia, Wiktionary, Stack Exchange, Kiwix.

Self-hosted long-term memory gateway for AI clients: runs on your own Cloudflare account (Workers + D1 + Vectorize), captures…

MCP server enabling AI clients to interact with any MediaWiki wiki through standard tools

Long-term memory for you and your AIs: search memories, read the profile, add facts and documents.

Desktop app that captures screen activity, stores AI summaries and OCR text locally, and exposes the history via semantic search and a…

Self-hosted mem0 for Claude Code: Qdrant vector search, Neo4j knowledge graph, Ollama embeddings and session hooks for automatic…

Cross-session memory and hybrid RAG over your notes and docs. Local-first, with cited answers.

Persistent memory + FTS5 search MCP server for Claude Code conversation history.

Self-hostable team wiki; agents read & write it via MCP; Atlas turns your repo into a cited wiki.

Learning engine for Claude Code: extracts signals from sessions, runs periodic reflections and promotes or retires behavioral frameworks…

Lossless archive and search for AI agent sessions across clients, exposed to agents over MCP.

Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach.