MCP servers · by job
Memory & knowledge MCP servers
330 MCP servers that give an agent long-term memory, notes and a knowledge base. 69 are SAFE, 83 CAUTION and 178 BLOCK. Ranked by trust score; each card opens the full audit.
Cite
Cite this page
ModelsAtlas. “Memory & knowledge MCP servers”. Retrieved 29 Oct 2026. https://modelsatlas.com/mcp/topic/memory/page/10
Verdicts · 330 servers
Transports
- stdio, runs locally239
- Streamable HTTP, remote142
- SSE, legacy remote21
- Not declared47
A server can list more than one transport.
Tool risk
108
servers expose at least one destructive tool: delete, overwrite or run. The median server with a readable tool list exposes 10 tools.
Servers with no destructive tools →330 memory & knowledge servers
217–240 of 330 · ranked by trust score, then stars
mnemo
n24q02m/mnemo
Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.
kai
Aurite-ai/kai
🧠 Kai is a context engineering platform. It's persistent memory for AI coding copilots. Teach it once, surface context automatically. MCP server for Claude Code.
www-project-agent-memory-guard
OWASP/www-project-agent-memory-guard
OWASP Foundation web repository
Sverklo
sverklo/sverklo
Repo memory for coding agents. Local-first MCP for Claude Code, Cursor, Windsurf, and Codex CLI: symbol graph, blast radius, diff-aware review, and git-pinned decisions. MIT; no API keys or code upload.
Enquire
oomkapwn/enquire-mcp
The #1 Obsidian MCP for AI memory — freshness-aware, cited, local-first and read-only by default. Dataview, Bases, PDFs, every agent.
Lorekit
mthines/lorekit
Free, open source, local & remote, persistent memory for your AI coding agents.
Inference Gateway CLI
inference-gateway/cli
A Git-first CLI coding agent that turns ideas, issues, and tasks into real code changes. It can run remotely from your mobile phone or automate your computer.
AgentChat
shy2593666979/agentchat
AgentChat 是一个基于 LLM 的智能体交流平台,内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作,Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、HITL、Skill、Milvus 和 ElasticSearch 等技术,实现高效的知识检索与工具调用,使用 FastAPI 构建高性能后端服务。
Search Scrape
devshero/search-scrape
A unified web extraction and stateful automation engine for AI. Replaces heavy testing frameworks with token-optimized browser control, deep research, and HITL.
Curion
geanatz/curion
Curion is a project-local memory layer for AI coding agents, published as an MCP server for Claude Code, Codex, OpenCode, and other MCP clients.
rocky
poggufanz/rocky
A blind alien engineer who listens to your terminal, never forgets, and makes sure you still understand your own code.
Shodh-Memory
varun29ankus/shodh-memory
Local, LLM-free memory for AI agents. A single offline Rust binary — deterministic and auditable — that learns from use, forgets the irrelevant, and strengthens what matters. No cloud, no API keys.
Task Orchestrator
jpicklyk/task-orchestrator
Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.
Context Sync
intina47/context-sync
Local persistent memory store for LLM applications including continue.dev, cursor, claude desktop, github copilot, codex, antigravity, etc.
Context Lattice
sheawinkler/contextlattice
The local-first intelligence layer that gives AI agents durable continuity, explainable retrieval, portable context, and verified learning across harnesses.
Dense-Mem
markhuangai/dense-mem
Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and pgvector
Nextcloud
cbcoutinho/nextcloud-mcp-server
Nextcloud MCP Server
NeuronDB
neurondb/neurondb
NeuronDB PostgreSQL extension: vector similarity search (HNSW, IVFFlat), embeddings, kNN, ML in SQL, and hybrid full-text + vector retrieval.
MemTether
MemTether/MemTether
Cross-client AI memory hub — one physical SQLite, many clients. File-level pointers, REST API, Web Dashboard, MCP. Zero cloud. Dual-timeline governance. PyPI: memtether
prjct-cli
prjct-app/cli
The agentic harness for AI coding agents — intelligence is rented, the harness is owned. Runs the full work cycle: intent briefs, bounded RAG context from real code intelligence, persistent memory, preventive guardrails, and performance evals. One CLI + MCP server, SQLite inside. Claude Code, Codex,
Cuba-Memorys
leandropg19/cuba-memorys
Persistent memory MCP server for AI agents — Rust, 19 tools, knowledge graph, Hebbian learning, episodic memory, contradiction detection, prospective triggers, Bayesian calibration, zero-config Docker setup.
Infona Oss
infona-ai/infona-oss
Messy CSV, JSON, or text → one LLM schema pass → deterministic rows into Neo4j → ask in English (Cypher).
Vault
zycaskevin/vault-agent-memory
Local-first memory governance for AI agents: shared, reviewable, auditable memory via SQLite and MCP.
Vault for LLM
zycaskevin/vault-for-llm
Local-first memory governance for AI agents: shared, reviewable, auditable memory via SQLite and MCP.
Other jobs
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