AgentIndex icon
AgentIndex
inno-agent logo
inno-agent
★ 1.3k
vs
context-mode logo
context-mode
★ 31.8k

inno-agent vs context-mode

inno-agent: Inno Agent is a personal learning agent built on the Pi coding-agent SDK without modifying its kernel. It organizes learning support into three memory layers (learner profile, native wiki, cross-session recall) and adds a cron scheduler, Feishu/WeChat channels and a Practice Lab, shipped as desktop app, web UI and CLI.; 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

inno-agent logo
inno-agentMemory & Context · ★ 1.3k

Personal tutor that tracks goals and misconceptions over time

Read inno-agent full review →
context-mode logo
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.
Read context-mode full review →
02

Side-by-Side Comparison

Field
inno-agent logoinno-agent
context-mode logocontext-mode
Category
Memory & Context
Memory & Context
Stars
★ 1.3k
★ 31.8k
License
MIT
Elastic License 2.0
Install Command
git clone https://github.com/hhyqhh/inno-agent.git && cd inno-agent && npm install && npm run build
npm install -g context-mode
Updated
2d ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
agent-framework, cli, electron
antigravity, claude, claude-code
03

Features

inno-agent logoinno-agent
01L1 learner profile, L2 wiki with BM25 + knowledge-graph retrieval, L3 session recall on SQLite FTS5
02Natural-language cron jobs for proactive reminders
03Feishu and WeChat channels with a unified reminder dispatcher
04Practice Lab with an in-browser terminal whose run records the agent can read
05Any OpenAI- or Anthropic-compatible provider, including Ollama and DeepSeek
context-mode logocontext-mode
01Context 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

inno-agent logoinno-agent
↳Personal tutor that tracks goals and misconceptions over time
↳Building a personal wiki from PDFs and notes
↳Teachers preparing lesson plans and slides with presets
context-mode logocontext-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

inno-agent logoinno-agent
EssentialTrending
context-mode logocontext-mode
Most PopularTrending
FAQ

FAQ

What is the difference between inno-agent and context-mode?
Both inno-agent and context-mode are in the Memory & Context category. inno-agent has 1.3k stars, while context-mode has 31.8k stars.
Which is better, inno-agent or context-mode?
The best choice depends on your use case. Choose inno-agent if Personal tutor that tracks goals and misconceptions over time, and context-mode if Deep repository research and analysis (e.g., architecture, contributors, issues).
Is inno-agent free or open source?
Yes, inno-agent is open source on GitHub (MIT).
Is context-mode free or open source?
Yes, context-mode is open source on GitHub (Elastic License 2.0).
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