Knowledge & Memory MCP Servers

Local memory for coding assistants: watches sessions and injects a compact summary at the start of each new one, stored in a SQLite file.

One wiki that all your agents read and write over MCP, from any machine: search, read, write, edit and move Markdown pages, with every…

Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.

AI agents run business processes on your business data. Every change is attributed and reversible.

Shared research cache across agents: reuse answers from verified sources, or save new research for the next developer.

Self-hosted shared-memory & coordination mesh for AI agent fleets. You host it; agents connect.

Self-hosted hybrid agent memory on Qdrant combining vector search, BM25, temporal retrieval and an optional Memgraph knowledge graph via…

Local-first memory engine for AI-agent teams: team/project ACL, recall, and federated sync.

Self-correcting agent memory: recall, supersede, revert, forget, GDPR erasure, audit receipts.

Three-layer agent memory (identity, active, archive) with semantic search, graph relationships and conflict detection.

Git-first agent memory: Markdown files are the source of truth, the index is disposable and writes are reviewable commits, with hybrid…

Versioned, structured agent memory storing facts as keypaths with full version history and automatic conflict detection.

Persistent file-based memory for AI agents: inspectable, versionable, fully local.

Self-hosted project-continuity hub for coding agents: tracks unfinished work, progress, overlap and reminders across clients.

Search and read AiWiki, a bilingual English/Chinese encyclopedia of AI-coding pitfalls and LLM privacy protection, with cited evidence.

Shared knowledge base for AI agents. Search and contribute solutions to technical problems.

Persistent, searchable context storage across Claude Code sessions using SQLite FTS5, with AI session summaries, checkpoint recovery and a…

Local SQLite memory for coding assistants: typed memories with confidence lifecycle, namespaces, knowledge graph, hybrid search and…

Memory for any Ai: remembers across sessions, enforces your rules before actions, reviews the work.

Memory for AI coding agents — markdown in your own git, not a vendor database. Apache-2.0.

Local session continuity across Claude Code, Codex CLI and Gemini CLI: context injection on start, compaction handover, memory, tasks and…

Persistent memory shared across Claude Chat, Code and Cowork, stored in local SQLite with full-text search.

Local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas and domain knowledge.

Self-organizing, self-hostable, encrypted memory for AI tools, with background entity extraction, conflict resolution, consolidation and…

Local-first shared memory and task coordination for AI coding agents. Go daemon plus headless CLI.

Self-hosted memory and governance for coding agents: structured knowledge capture, hybrid search with reranking, codebase analysis and…

Shared, versioned memory and governance for AI coding agents, resolving architectural decision conflicts across agents.

Self-hosted Markdown memory for AI agents: notes you can read and edit, with hybrid search.

Work with OWL/TTL/RDF ontologies: SPARQL queries, HermiT/Pellet reasoning and CRUD operations on knowledge graphs.

Strategic reasoning, multi-perspective debate analysis and interactive advisory sessions via the Counsel API.

Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.

Local-first memory & context-handoff across AI tools — capture in one, resume in another. No cloud.

Local-first memory for AI coding agents — Markdown + SQLite FTS5, shared across editors via MCP.

Local-first memory CLI for coding agents: SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with promote and…

Governed memory for coding agents. Trust lifecycle, conflict detection, health scoring.

Hand off conversation context between Claude Desktop projects and across MCP clients, stored in memory rather than files.

Filesystem-based persistent agent memory: agents read, write and search memory while a background daemon handles consolidation and…

Search and contribute to a shared knowledge base of AI-discovered problem-solution pairs.

Local-first personal memory that distills Feishu/Lark chats and Claude Code/Codex sessions into a private knowledge graph of people,…

Bilingual (English/Spanish) dual-memory system on PostgreSQL, pgvector and NVIDIA NIM with progressive retrieval, deduplication,…

Local-first MCP server that snapshots your project's working state into one context object.

Persistent knowledge layer for agents: knowledge base, investigation threads and a journal with multi-agent attribution, on SQLite,…

Local-first agent memory and knowledge base: hybrid dense and BM25 retrieval, document and webpage ingestion and optional RAG answers via…

Persistent memory for AI agents — local JSON, zero config, no server required.

Persistent, shared memory for AI agents — facts, checkpoints, semantic search.

Local memory for coding agents; a rule with a proof can refuse. Full install with hooks: the repo.

Local-first index of your commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads and calendar events to search and cite past…

Local-first temporal knowledge graph with six read-only MCP tools and human-reviewed writes.

MCP session continuity engine: boot reports, PreCompact capture, session-start delivery, SQLite.

Persistent multi-agent memory with OS-style demand paging, eviction and pinning, BM25 retrieval, importance scoring and capacity-aware…

A validated Markdown memory vault your coding agent can recall, project by project.

Private local research second brain: project-aware memory, cited answers from your library, linked notes and meetings, daily briefs and a…

Inspectable memory for Claude Code: read-only search and session compaction over a local, signal-scored parse of its project logs, with no…

Project-scoped memory for coding assistants: indexes project code and docs into Qdrant with tree-sitter chunking, LSP integration and…

Explore Claude Code's source as queryable architecture modules: trace cross-cutting concerns, search patterns and read source code locally.

Domain knowledge as a routing table people write: the agent reads one line per area, then walks to the document. Git-backed, no vector…

LEGO sets, parts, minifigs, and inventories as an MCP server

Local-first knowledge vaults for project docs and specs. Tagged, versioned, full-text searchable.

Local-first MCP server: semantic search over library docs. No cloud, no API key, no telemetry.

Persistent Memory for AI Agents, in plain local files. No network calls of its own.