AgentIndex icon
AgentIndex
superlocalmemory logo
superlocalmemory
★ 255
vs
swarmvault logo
swarmvault
★ 729

superlocalmemory vs swarmvault

superlocalmemory: SuperLocalMemory V3 is a local-first AI agent memory system that uses mathematical techniques (differential geometry, algebraic topology, stochastic analysis) to replace cloud LLM dependency. It offers three operating modes, achieves high benchmark scores, and is EU AI Act compliant.; swarmvault: SwarmVault turns raw files, URLs, and code into a persistent knowledge vault. Instead of losing work inside chat history, you get a markdown wiki, a knowledge graph, local search, and reviewable artifacts that stay on disk. It treats the vault itself as the product, writing durable artifacts you can inspect, diff, and keep improving.

01

TL;DR

superlocalmemory logo
superlocalmemoryRAG / Knowledge Base · ★ 255

IDE integration (Claude Code, Cursor, Windsurf)

Read superlocalmemory full review →
swarmvault logo
swarmvaultRAG / Knowledge Base · ★ 729

Repository ingestion and graph reports

Read swarmvault full review →
02

Side-by-Side Comparison

Field
superlocalmemory logosuperlocalmemory
swarmvault logoswarmvault
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 255
★ 729
License
AGPL-3.0
MIT
Install Command
npm install -g superlocalmemory
npm install -g @swarmvaultai/cli
Updated
1d ago
3mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
agent-memory, agent-reliability, ai-agents
claude-code, claude-skills, codex
03

Features

superlocalmemory logosuperlocalmemory
015-channel hybrid retrieval (Semantic, BM25, Entity Graph, Temporal, Hopfield)
02Auto-learned soft prompts and adaptive memory lifecycle
03Skill evolution with performance tracking
04Tiered storage (active/warm/cold/archived)
05Trust & Security (Bayesian trust scoring, ABAC, audit trail)
swarmvault logoswarmvault
01Knowledge graph with provenance
02Schema-guided compilation
03Save-first queries
04Reviewable changes
0512+ LLM providers
04

Use Cases

superlocalmemory logosuperlocalmemory
↳IDE integration (Claude Code, Cursor, Windsurf)
↳CI/CD pipelines
↳Agent frameworks (OpenClaw, Codex, Goose)
swarmvault logoswarmvault
↳Repository ingestion and graph reports
↳Research-aware capture with normalized metadata
↳Mixed corpus compilation, review, and save-first output
FAQ

FAQ

What is the difference between superlocalmemory and swarmvault?
Both superlocalmemory and swarmvault are in the RAG / Knowledge Base category. superlocalmemory has 255 stars, while swarmvault has 729 stars.
Which is better, superlocalmemory or swarmvault?
The best choice depends on your use case. Choose superlocalmemory if IDE integration (Claude Code, Cursor, Windsurf), and swarmvault if Repository ingestion and graph reports.
Is superlocalmemory free or open source?
Yes, superlocalmemory is open source on GitHub (AGPL-3.0).
Is swarmvault free or open source?
Yes, swarmvault is open source on GitHub (MIT).
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Alternatives to superlocalmemory →Alternatives to swarmvault →superlocalmemory details →swarmvault details →