Knowledge & Memory MCP Servers

Persistent coding memory across sessions, machines, and teammates. Provides MCP tools for searching and managing memories, optional…

Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall

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

Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and…

Agent-first cognitive substrate: 20 verbs + 50 lint dims over a self-validating graph.

Lightweight local RAG MCP server. 40x token reduction.

MCP server for Scrivener: read, write, analyze, and search your manuscripts with AI assistants.

MCP server for accessing curated awesome list documentation

Local-first agent memory: a plain-Markdown Obsidian vault is the source of truth, with a rebuildable DuckDB index for hybrid BM25 + vector…

Local-first AI PKM memory for coding conversations.

Local-first MCP server giving AI agents contextual knowledge about the people in your life

Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining…

Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude…

Intelligent agent memory with automatic extraction, consolidation, and bi-temporal recall.

Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.

OSS to create Personas, Skills, Templates, Agents, and Memories to customize your AI experience.

Persistent graph-backed conversational memory for AI agents.

Project memory, semantic code search, and grounded agent context.

Embedded, local-first agent memory: one SQLite file per namespace, no server, no cloud.

MCP server for Callimachus: local index and search of your AI coding-agent threads

Local-first persistent memory for AI coding agents. Hybrid vector + full-text search (LanceDB + Tantivy), separate Markdown and…

MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add…

Contemplative reasoning with Lotus Sutra wisdom framework and ext-apps visualization.

Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.

Verified memory for coding agents: claims cited against code, stale withheld, savings receipts.

Long-term memory for AI agents — your Obsidian vault as searchable persistent memory.

Local-first automatic memory for Claude Code and Codex: capture, distill, recall from SQLite.

Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations,…

Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-savings stats.

Persistent, self-evolving memory plugin for Claude Code. Background miner extracts durable lessons (decisions, conventions, bug fixes)…

Static server that provides persistent tool-specific context and rules for AI models

Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-text search, note CRUD, frontmatter queries, tag…

Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.

Hierarchical memory for AI agents. Three-layer (buffer/working/core) with decay and promotion.

Pre-action gates that block AI agents from repeating known mistakes.

Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS.

Governance-grade project knowledge MCP server for coding agents. Git-native Markdown knowledge base with proposed vs accepted guidance,…

Hosted AI agent memory that learns from outcomes, with shared rooms, in Claude, Cursor and ChatGPT.

A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and…

Save and query your agent memory in distributed way by Membase

Seven-layer agent memory: episodic, semantic, procedural and core. Local SQLite, no account.

Recall locally stored agent memories through an MCP-compatible host.

Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.

Cognitive memory engine with 5,100+ knowledge modules, circadian rhythm awareness, and emotional state tracking (PAD model). Hybrid search…

Persistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions.…

Temporal knowledge graph for codebases with constraint enforcement at the edit boundary.

Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and…

An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and…

One shared, durable memory for your AI coding agents — local-first, zero-dependency.

Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1

Search, read, and edit any MediaWiki wiki. Works with Wikipedia, Fandom, and more.

Semantic knowledge engine for Obsidian with auto-classification and DAG hierarchy

AI-powered paper annotation MCP server. Reads papers, highlights key findings with semantic color coding, explains formulas, and writes…

MCP server for cache.overflow - AI agents sharing knowledge with AI agents

Memory for AI agents — MLX (Apple Silicon) or CPU (Linux), sqlite-vec + BM25, zero cloud.

Self-hosted knowledge backend for AI agents with hybrid search and MCP tools

Durable user/project memory for MCP clients: recall context and remember selected facts.

Community of Consciousness MCP Server — upload and explore collective wisdom via GitHub.

Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using…

Expose your personal, professional, educational, and social profile to any AI assistant via MCP.