altk-evolve
★ 131
vs
context-mode
★ 31.8k
altk-evolve vs context-mode
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.; context-mode: Every tool call in an MCP (Model-Controller-Program) environment dumps raw data into the context window, quickly consuming space and causing the agent to lose track of ongoing tasks. Context Mode is an MCP server that tackles this by sandboxing tool outputs to significantly reduce context usage, tracking session events in SQLite for continuity, and promoting 'think in code' to minimize data processing within the LLM.
01
TL;DR
altk-evolveMemory & Context · ★ 131
Continuous improvement of AI agents in production
context-modeMemory & Context · ★ 31.8k
When to choose:
- Your sessions fill up with tool output such as Playwright snapshots, GitHub issue lists or logs.
- You want work state (edits, git operations, tasks, decisions) to survive context compaction without being dumped back into the window.
- You use a hook-capable agent, where tool routing happens automatically.
When to skip:
- You need an OSI open-source licence: it uses the Elastic License 2.0, which restricts uses such as offering it as a managed service.
- Your sessions are short and rarely hit the context limit.
- You do not want hooks changing how your agent's tools behave.
02
Side-by-Side Comparison
Field
altk-evolvecontext-modeCategory
Memory & Context
Memory & Context
Stars
★ 131
★ 31.8k
License
Apache-2.0
Elastic License 2.0
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
npm install -g context-mode
Updated
1d ago
1d ago
Open Source
Yes
Yes
Tags
agent-learning, agent-memory, agentic-workflows
antigravity, claude, claude-code
03
Features
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.
context-mode01Context Saving: Sandbox tools keep raw data out of the context window, achieving up to 98% reduction.
02Session Continuity: Tracks every file edit, git operation, task, and user decision in SQLite for seamless session resume.
03Think in Code: Promotes LLMs to program analysis, not compute it, saving 100x context by logging only results.
04Batch Execution & Search: Run multiple commands/queries in one call with tools like `ctx_batch_execute`.
05Advanced Knowledge Base: Uses SQLite FTS5 with BM25 ranking, smart snippets, and TTL cache for efficient information retrieval.
04
Use Cases
altk-evolve↳Continuous improvement of AI agents in production
↳Learning from agent trajectories to refine guidelines
↳Integrating with MCP-compatible tools and clients
context-mode↳Deep repository research and analysis (e.g., architecture, contributors, issues)
↳Analyze Git history to identify top contributors, commit frequency, and most changed files
↳Efficiently process large JSON APIs, web pages, or logs without flooding the context window
05
Best For
altk-evolve—
context-modeMost PopularTrending
FAQ
FAQ
What is the difference between altk-evolve and context-mode?
Both altk-evolve and context-mode are in the Memory & Context category. altk-evolve has 131 stars, while context-mode has 31.8k stars.
Which is better, altk-evolve or context-mode?
The best choice depends on your use case. Choose altk-evolve if Continuous improvement of AI agents in production, and context-mode if Deep repository research and analysis (e.g., architecture, contributors, issues).
Is altk-evolve free or open source?
Yes, altk-evolve is open source on GitHub (Apache-2.0).
Is context-mode free or open source?
Yes, context-mode is open source on GitHub (Elastic License 2.0).
Cloud Infrastructure
AdDeploy on DigitalOcean
Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.
→