MemoryPilot logo
MemoryPilot
★ 18
vs
mimirs logo
mimirs
★ 30

MemoryPilot vs mimirs

MemoryPilot: MemoryPilot is a state-of-the-art MCP memory server that gives AI coding assistants persistent, searchable memory. It features hybrid search (BM25 + multilingual embeddings), temporal knowledge graph, GraphRAG, AAAK compression, and zero-shot auto-classification. It is 100% local, runs as a single binary, and achieves 99.1% R@5 on the LongMemEval benchmark.; mimirs: Mímirs provides persistent project memory for AI coding agents, reducing token consumption and context overhead through local indexing, semantic search, cross-session memory, and dependency graphs. It works with multiple editors and is privacy-preserving with no cloud dependencies. The tool achieves 90-98% recall@10 on real codebases.

01

TL;DR

MemoryPilot logo
MemoryPilotRAG / Knowledge Base · ★ 18

Persistent memory for AI coding assistants across sessions

mimirs logo
mimirsRAG / Knowledge Base · ★ 30

Reduce token consumption and latency in AI coding sessions

02

Side-by-Side Comparison

Field
MemoryPilot logoMemoryPilot
mimirs logomimirs
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 18
★ 30
License
NOASSERTION
Apache-2.0
Install Command
git clone https://github.com/Soflutionltd/MemoryPilot.git && cd MemoryPilot && ./install.sh
brew install sqlite && bunx mimirs init --ide claude
Updated
1d ago
4d ago
Open Source
Yes
Yes
Tags
ai, cursor, embeddings
ai-coding, claude-code, code-search
03

Features

MemoryPilot logoMemoryPilot
01Hybrid search (BM25 + multilingual-e5-small RRF)
02Temporal knowledge graph with validity and confidence
03GraphRAG with auto entity extraction and combinatorial reranking
04AAAK compression (5-10x token savings)
05Zero-shot auto-classification of memories
mimirs logomimirs
01Semantic Search with hybrid retrieval (vector + BM25)
02Auto-generated Wiki from indexed code and documentation
03Cross-session Memory with conversation tailing and checkpoints
04Dependency Graphs built from AST import/export analysis
05Annotations attached to files or symbols surfaced in search results
04

Use Cases

MemoryPilot logoMemoryPilot
↳Persistent memory for AI coding assistants across sessions
↳Automatic organization and retrieval of project knowledge
↳Cross-session context recall for bug fixes and architecture decisions
mimirs logomimirs
↳Reduce token consumption and latency in AI coding sessions
↳Enable agents to maintain context across multiple sessions
↳Improve code search accuracy with AST-aware chunking and hybrid retrieval
FAQ

FAQ

What is the difference between MemoryPilot and mimirs?
Both MemoryPilot and mimirs are in the RAG / Knowledge Base category. MemoryPilot has 18 stars, while mimirs has 30 stars.
Which is better, MemoryPilot or mimirs?
The best choice depends on your use case. Choose MemoryPilot if Persistent memory for AI coding assistants across sessions, and mimirs if Reduce token consumption and latency in AI coding sessions.
Is MemoryPilot free or open source?
Yes, MemoryPilot is open source on GitHub (NOASSERTION).
Is mimirs free or open source?
Yes, mimirs is open source on GitHub (Apache-2.0).
Cloud Infrastructure
Ad

Deploy on DigitalOcean

Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.

Claim $200 Free Credit
→

Related