AgentIndex icon
AgentIndex
altk-evolve logo
altk-evolve
★ 131
vs
dory logo
dory
★ 13

altk-evolve vs dory

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.; dory: Dory is a local-first memory daemon that gives every AI agent the same brain. It uses Markdown as source of truth and SQLite as a disposable sidecar, providing a narrow API for agents to read and write shared memory. This eliminates the need to re-explain context across different tools like Claude, Codex, opencode, etc.

01

TL;DR

altk-evolve logo
altk-evolveMemory & Context · ★ 131

Continuous improvement of AI agents in production

Read altk-evolve full review →
dory logo
doryMemory & Context · ★ 13

Persistent memory across different coding agents (Claude, Codex, etc.)

Read dory full review →
02

Side-by-Side Comparison

Field
altk-evolve logoaltk-evolve
dory logodory
Category
Memory & Context
Memory & Context
Stars
★ 131
★ 13
License
Apache-2.0
MIT
Install Command
git clone https://github.com/AgentToolkit/altk-evolve.git && cd altk-evolve && uv venv --python=3.12 && source .venv/bin/activate && uv sync
git clone <dory-repo-url> && cd dory && uv sync --frozen && mkdir -p data/corpus && export DORY_CORPUS_ROOT="$PWD/data/corpus" && export DORY_INDEX_ROOT="$PWD/.dory/index" && export DORY_AUTH_TOKENS_PATH="$PWD/.dory/auth-tokens.json" && uv run dory init
Updated
1d ago
4mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
agent-learning, agent-memory, agentic-workflows
agents, ai-agents, claude-code
03

Features

altk-evolve logoaltk-evolve
01MCP 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.
dory logodory
01Local-first memory daemon with Markdown as source of truth
02Narrow API: wake, search, get, memory-write, link
03Native MCP support and HTTP daemon
04Supports multiple AI agents (Claude, Codex, opencode, etc.)
05Deployable via Docker, CLI, or as a durable service
04

Use Cases

altk-evolve logoaltk-evolve
↳Continuous improvement of AI agents in production
↳Learning from agent trajectories to refine guidelines
↳Integrating with MCP-compatible tools and clients
dory logodory
↳Persistent memory across different coding agents (Claude, Codex, etc.)
↳Session context recovery and cross-tool state management
↳Human-readable audit trail via Markdown and git
FAQ

FAQ

What is the difference between altk-evolve and dory?
Both altk-evolve and dory are in the Memory & Context category. altk-evolve has 131 stars, while dory has 13 stars.
Which is better, altk-evolve or dory?
The best choice depends on your use case. Choose altk-evolve if Continuous improvement of AI agents in production, and dory if Persistent memory across different coding agents (Claude, Codex, etc.).
Is altk-evolve free or open source?
Yes, altk-evolve is open source on GitHub (Apache-2.0).
Is dory free or open source?
Yes, dory is open source on GitHub (MIT).
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