AI & Agent Tools MCP Servers

Temporal knowledge graph of your codebase (Graphiti + Neo4j), served to AI agents via MCP.

Independent, reproducible benchmark harness for agent-memory backends.

Portable AI memory as MCP tools: five reads and three controlled writes.

Working memory for AI agents: digest-indexed episodes on a git shelf, recalled a section at a time.

Cognitive memory for AI coding assistants — persistent memory across sessions

Local-first memory for AI agents: on-device hybrid retrieval over a single SQLite file.

Local-first project memory and mistake-prevention guardrails for AI coding agents.

Shared memory store for AI coding tools with dual-timeline conflict arbitration.

Shared, persistent memory for AI agents — works with Claude, Kiro, Cursor, or any MCP client.

Persistent session memory for Claude Code. Local SQLite, no LLMs, no network.

Bi-temporal, provenance-carrying long-term memory for AI agents, in one SQLite file.

Recall past Claude Code conversations from any project as clean, compact Markdown.

memory-search-mcp MCP server by MEOK AI Labs

Persistent memory for AI agents. Remember, recall, and explore a shared knowledge graph.

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

Memori MCP server — persistent AI memory with recall and augmentation tools

Long-term memory for Claude Code with SQLite FTS5 search and BM25 ranking

Persistent memory for AI coding tools. 11 tools for any MCP-compatible AI tool.

Structured session journals for AI agents. Persistent memory across sessions.

Persistent memory for AI assistants. Store, search, and recall across sessions.

情景+实体记忆 MCP 服务，为 Claude Code 提供持久化记忆能力

Persistent semantic memory for AI agents with knowledge graphs and Intelligence Packs.

Persistent memory + git snapshots for Claude Code. Never lose context or code.

MCP server for AI memory management using Letta - Standard MCP format