Knowledge & Memory MCP Servers

Accounting knowledge graphs: SEC XBRL filings, QuickBooks ledgers, reports and forecasts over MCP.

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

Cognitive memory for AI agents — semantic recall, knowledge graph, and contradiction detection

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

Graph-powered code intelligence with semantic search and knowledge graph for AI assistants

Developer journal with knowledge graphs, relationships, Git context, and semantic search

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

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

Scaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your…

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.

Persistent knowledge graph MCP server for neurodivergent thinking. BM25 search, no cloud LLM.

Persistent memory for AI agents — 98%+ retrieval recall, 99% token savings, 44 tools

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.

Cross-session memory for AI agents - knowledge graph, scoring, semantic search

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.

SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link…

Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search,…

Repo-native task continuity for AI coding agents: a reviewed task-state ledger served over MCP.

Event-sourced, auditable agent memory over MCP: cited checkout, replayable provenance.

Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history…

Reversibly compress tool outputs to recoverable handles; expand to exact original bytes on demand.

An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context…

Memory the human governs, on their own machine, plus what other coding agents here wrote.

Local memory engine for AI agents with knowledge graphs, forgetting, and semantic recall

Local-first Obsidian vault MCP server for Codex, Claude Desktop, and other MCP clients. Works directly with markdown files, no Obsidian…

Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder…

MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor,…

Graph context, semantic search, guarded edits, and reviewable Git for local Obsidian vaults.

Persistent memory for AI assistants with semantic search and knowledge graph relationships.

Persistent AI memory with entity resolution, temporal knowledge graph & 11 MCP tools.

FAISS, call graph, AST, BM25 — 34 MCP tools for AI agents. 50-80% token reduction. Offline.

Persistent memory for AI coding tools via MCP. Remembers across sessions and machines.

Security-first, self-hosted email archive with search, cited answers, and sending for AI agents.

Self-hosted MCP server for Obsidian with semantic + full-text search over PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD,…

Markdown-first long-term memory for AI agents. Hybrid BM25 + vector search, runs locally.

Hand a project over with the reasons attached. Local-first cross-agent memory MCP + drift detection.

Academic research MCP server for paper search, citation checks, graphs, and deep research.

MCP server giving AI agents persistent task memory across TickTick, Notion, GitHub, Linear & Beads

Deterministic knowledge graph MCP server. Single binary, zero LLM/embedding calls in the bridge, BLAKE3 state hashing, canonical KREX…

Local-first, source-traceable agent memory — no LLM at ingest, fully offline

Local memory for Claude Code. Semantic recall across session history with zero API calls.

Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical,…