AgentIndex icon
AgentIndex
symgraph logo
symgraph
★ 16
vs
leantoken logo
leantoken
★ 123

symgraph vs leantoken

symgraph: Symgraph is a semantic code intelligence server built in Rust that creates knowledge graphs of codebases. It provides advanced code analysis features to enhance AI-assisted code exploration and understanding.; leantoken: LeanToken provides local-first code intelligence for AI coding agents, optimizing token usage by enabling efficient code search, structure inspection, and Git history exploration. It narrows down the relevant code an agent needs, avoiding resending unchanged evidence and keeping responses within explicit token budgets.

01

TL;DR

symgraph logo
symgraphCode Assistant · ★ 16

Find dead code for cleanup and refactoring efforts.

Read symgraph full review →
leantoken logo
leantokenCode Assistant · ★ 123

Orienting autonomous triage for uncertain broad tasks using `leantoken.context` to get a focused starting point.

Read leantoken full review →
02

Side-by-Side Comparison

Field
symgraph logosymgraph
leantoken logoleantoken
Category
Code Assistant
Code Assistant
Stars
★ 16
★ 123
License
MIT
Apache-2.0
Install Command
curl -fsSL https://raw.githubusercontent.com/grahambrooks/symgraph/main/install.sh | bash
npx leantoken setup
Updated
5d ago
4d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Code Intelligence, Knowledge Graph, Static Analysis
Code Intelligence, AI Agent Tooling, Token Optimization
03

Features

symgraph logosymgraph
01Multi-language support for Rust, TypeScript, JavaScript, Python, Go, Java, C, C++
02Symbol extraction (functions, classes, methods, etc.) and relationship tracking (calls, imports, extends)
03Advanced code intelligence: find call paths, detect unused code, explore hierarchies, analyze change impact
04Incremental indexing: re-indexes only changed files using content hashing
05Dual transport: stdio and HTTP server modes
leantoken logoleantoken
01Local-first indexing and retrieval from a local database, ensuring privacy and speed.
02Explicit token budgets for every response to prevent large files from dominating requests and optimize AI agent context.
03Specialized tools for agents to find files, search code, inspect structure, read exact ranges, and trace history efficiently.
04Avoids resending unchanged evidence across turns, significantly reducing token consumption for iterative agent workflows.
05Narrows broad repository exploration to relevant paths and code fragments based on task requirements.
04

Use Cases

symgraph logosymgraph
↳Find dead code for cleanup and refactoring efforts.
↳Understand complex function call chains to trace data flow or execution paths.
↳Assess the impact of changes in a specific code region on the entire codebase.
↳Explore Object-Oriented Programming (OOP) class hierarchies to understand inheritance structures.
↳Find all implementations of an interface or trait across a project.
leantoken logoleantoken
↳Orienting autonomous triage for uncertain broad tasks using `leantoken.context` to get a focused starting point.
↳Investigating observed failures by providing failure traces, paths, symbols, or test intent to pinpoint relevant code.
↳Reviewing code changes by comparing `base_revision` with `HEAD` and focusing on `strict_changed_paths`.
↳Efficiently searching for code with `leantoken.search` or inspecting definitions and imports with `leantoken.outline` for quick understanding.
↳Managing and auditing token usage for AI agents with `leantoken.savings` to monitor token economy.
FAQ

FAQ

What is the difference between symgraph and leantoken?
Both symgraph and leantoken are in the Code Assistant category. symgraph has 16 stars, while leantoken has 123 stars.
Which is better, symgraph or leantoken?
The best choice depends on your use case. Choose symgraph if Find dead code for cleanup and refactoring efforts., and leantoken if Orienting autonomous triage for uncertain broad tasks using `leantoken.context` to get a focused starting point..
Is symgraph free or open source?
Yes, symgraph is open source on GitHub (MIT).
Is leantoken free or open source?
Yes, leantoken is open source on GitHub (Apache-2.0).
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