mcp-ad4m
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- FlicenseNot gradedqualityAmaintenanceEnables Claude Code to store, search, update, and delete persistent cross-session memories backed by self-hosted Qdrant, Neo4j, and Ollama, exposing 11 MCP tools plus knowledge-graph entity lookups. It also provides session hooks that automatically inject relevant context at startup and save session summaries on exit.-
- FlicenseNot gradedqualityAmaintenanceEnables Claude Code to store and retrieve persistent memories across sessions using a self-hosted stack of Qdrant, Neo4j, and Ollama, with either Anthropic or local Ollama as the main LLM. Exposes 11 tools for adding, searching, updating, and deleting memories plus knowledge-graph entity and relationship queries, along with session hooks that auto-inject context on start and save summaries on exit.-
- FlicenseNot gradedqualityAmaintenanceEnables Claude Code to store and recall persistent cross-session memories using a self-hosted stack of Qdrant, Neo4j, and Ollama, backed by Anthropic or a local LLM. Exposes 11 tools for adding, searching, updating, and deleting memories plus knowledge-graph entities, with optional session hooks that auto-inject context on startup and save summaries on exit.-
- FlicenseNot gradedqualityAmaintenanceEnables Claude Code to store, search, update, and delete persistent memories across sessions, backed by self-hosted Qdrant vector storage, an optional Neo4j knowledge graph, and Ollama embeddings, with Anthropic or Ollama as the main LLM. Exposes 11 MCP tools plus session hooks and a CLAUDE.md guide so context is injected at startup and saved automatically at session end.-
- FlicenseNot gradedqualityAmaintenanceEnables Claude Code to store and recall persistent cross-session memory backed by self-hosted Qdrant, Neo4j, and Ollama, using Anthropic or fully local Ollama as the LLM. Exposes tools for adding, searching, listing, updating, and deleting memories plus querying knowledge-graph entities and relationships, with optional session hooks for automatic context injection and saving.-
- FlicenseNot gradedqualityAmaintenanceEnables Claude Code to maintain persistent, searchable memory across sessions using self-hosted Qdrant vector storage, optional Neo4j knowledge graphs, and Ollama embeddings, with Claude or local Ollama as the main LLM. Exposes tools for adding, searching, updating, deleting, and managing memories and graph entities.-
TDQS
Scored across 13 tools
Each tool addresses a distinct operation: status, classification, config, perspective CRUD, link query/write/delete, optimization, stats, and relay messaging. No two tools have overlapping purposes; even similar-sounding tools like recall and stats serve different functions (query vs. summary).
Most tools follow the ad4m_ prefix with snake_case, but two tools (relay_read, relay_write) use a relay_ prefix instead. This minor inconsistency is clear and does not cause confusion, but it prevents a perfect score.
13 tools cover the core AD4M operations: agent management, perspective lifecycle, link manipulation, optimization, statistics, and relay messaging. The count feels well-proportioned for the domain, with no obvious bloat or insufficiency.
The set covers essential operations: create, read, list, delete for perspectives and links, plus classification, optimization, stats, and relay. Missing are update operations for perspectives or links, but these may be less critical in an immutable or signed-graph context. Minor gap.