origin
★ 86
vs
altk-evolve
★ 131
origin vs altk-evolve
origin: Origin provides a local memory and knowledge system for AI workflows, enabling agents to recall past context, capture decisions and lessons, and distill them into versioned wiki pages. It uses hybrid retrieval (vector + FTS + graph) and git versioning for auditable, refreshable context.; altk-evolve: Evolve is a system designed to help agents improve over time by learning from their trajectories. It uses an MCP server for tool integration, vector storage for memory, and LLM-based conflict resolution to refine its knowledge base.
01
TL;DR
originMemory & Context · ★ 86
Maintaining persistent context across AI work sessions
altk-evolveMemory & Context · ★ 131
Continuous improvement of AI agents in production
02
Side-by-Side Comparison
Field
originaltk-evolveCategory
Memory & Context
Memory & Context
Stars
★ 86
★ 131
License
Apache-2.0
Apache-2.0
Install Command
npx -y @7xuanlu/origin setup
git clone https://github.com/AgentToolkit/altk-evolve.git && cd altk-evolve && uv venv --python=3.12 && source .venv/bin/activate && uv sync
Updated
1d ago
1d ago
Open Source
Yes
Yes
Tags
agent-memory, ai-agents, ai-memory
agent-learning, agent-memory, agentic-workflows
03
Features
origin01Composition of memories into pages and entity graph linking
02Real git versioning for every memory write
03Mandatory provenance with refreshable wiki pages
04Hybrid retrieval: vector, FTS, and graph context
05Background enrichment, deduplication, and confidence decay
altk-evolve01MCP Server: Exposes tools to get guidelines and save trajectories.
02Conflict Resolution: Intelligently merges new insights with existing guidelines using LLMs.
03Trajectory Analysis: Automatically analyzes agent trajectories to generate guidelines and best practices.
04Milvus Integration: Uses Milvus (or Milvus Lite) for efficient vector storage and retrieval.
04
Use Cases
origin↳Maintaining persistent context across AI work sessions
↳Capturing and retrieving decisions, lessons, and project facts
↳Distilling related memories into searchable wiki pages
altk-evolve↳Continuous improvement of AI agents in production
↳Learning from agent trajectories to refine guidelines
↳Integrating with MCP-compatible tools and clients
FAQ
FAQ
What is the difference between origin and altk-evolve?
Both origin and altk-evolve are in the Memory & Context category. origin has 86 stars, while altk-evolve has 131 stars.
Which is better, origin or altk-evolve?
The best choice depends on your use case. Choose origin if Maintaining persistent context across AI work sessions, and altk-evolve if Continuous improvement of AI agents in production.
Is origin free or open source?
Yes, origin is open source on GitHub (Apache-2.0).
Is altk-evolve free or open source?
Yes, altk-evolve is open source on GitHub (Apache-2.0).
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