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MCP server · RAG

Memorius

by · github.com/Dream-Pixels-Forge/memorius

Memorius is a self-contained, agent-agnostic memory system that gives LLMs and AI agents persistent, searchable memory with a hierarchical knowledge organization. Drop-in with multi-backend vector storage, pluggable embeddings, built-in MCP + REST servers, and auto-detecting agent hooks for 7 different AI coding agents.

Unclaimed agent-frameworkagent-memoryai-agentsai-toolschromadbcliembeddingsknowledge-baseknowledge-managementllm-memorymcpmemory-systemmemory-vaultmodel-context-protocolobsidianpythonragsemantic-searchsqlitevector-database
InstallView source
34Low

Scored 21 days ago · breakdown

About Memorius

Memorius is an MCP server published by Dream-Pixels-Forge in the RAG category: memorius is a self-contained, agent-agnostic memory system that gives LLMs and AI agents persistent, searchable memory with a hierarchical knowledge organization. Drop-in with multi-backend vector storage, pluggable embeddings, built-in MCP + REST servers, and auto-detecting agent hooks for 7 different AI coding agents.

The repository has 1 stars and 1 forks, with the last commit yesterday. Recent commit activity is the strongest signal that reported issues will get attention.

Install

From source
git clone https://github.com/Dream-Pixels-Forge/memorius

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

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Releases

v0.8.6memorius v0.8.6 — repair + --json · 16 Oct 2026v0.8.6 New Features `memorius repair`** (#21) — reconciles the Chroma vector store with the authoritative `memory_meta` table: removes orphaned vectors, optionally re-embeds missing ones (`--reindex`). `--dry-run`, `--vault`, `--json`…
v0.8.5v0.8.5 - hooks mine_dir NameError fix · 16 Oct 2026Bug Fixes `hooks/engine.py:_action_mine_dir` raised `NameError: name 'vault' is not defined` on every `mine_dir` hook execution — it assigned the configured vault to `vault_cfg` but passed the undefined `vault` to `engine.mine()`. Fixed to…
v0.8.2v0.8.2 · 15 Aug 2026Learning module with 7 categories, 6 MCP tools, 5 CLI commands
v0.8.1v0.8.1 · 15 Aug 2026v0.8.1 (2026-08-15) Fixed Storage verification** — \store()\ now verifies that memories are actually persisted to both the vector store and meta store after writing. Raises \RuntimeError\ if either verification fails, preventing silent…
v0.8.0v0.8.0: Temporal Graph, Heat Scores, Auto-Consolidation, BM25 Hybrid · 15 Aug 2026v0.8.0 — AI Memory Landscape 2026 Features Temporal Graph Edges valid/ invalid columns for historical edge queries invalidate_edge() for soft-delete edge invalidation Active edge filtering in get_linked() and xpand_graph() Temporal…
Questions

About Memorius

How do I install Memorius?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Memorius safe to use with an AI agent?

Its trust score is 34 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Memorius still maintained?

Yes — the latest release is v0.8.6 (16 Oct 2026), and the last commit was yesterday. The repository has 1 stars and 16 open issues.