AgentIndex icon
AgentIndex
kimi-code-mcp logo
kimi-code-mcp
★ 61
vs
gograph logo
gograph
★ 230

kimi-code-mcp vs gograph

kimi-code-mcp: This MCP server integrates Kimi Code (K2.5) with Claude Code, allowing Claude to delegate bulk code reading and analysis to Kimi while focusing on decision-making and code editing. It reduces Claude token consumption by using Kimi's 256K context for cheap, deep code understanding. The tool supports code analysis, querying, session management, and can be configured for different levels of output detail.; gograph: gograph builds a compact graph of packages, symbols, calls, routes, config reads, tests, and code-quality signals, enabling AI agents to navigate Go repositories with fewer raw file reads. It is optimized for terminal-based LLMs to save context tokens.

01

TL;DR

kimi-code-mcp logo
kimi-code-mcpDev Tooling · ★ 61

Analyze codebase architecture: Kimi reads all files, Claude acts on the report

Read kimi-code-mcp full review →
gograph logo
gographDev Tooling · ★ 230

AI coding assistant quickly navigates and understands Go codebase

Read gograph full review →
02

Side-by-Side Comparison

Field
kimi-code-mcp logokimi-code-mcp
gograph logogograph
Category
Dev Tooling
Dev Tooling
Stars
★ 61
★ 230
License
MIT
MIT
Install Command
curl -L code.kimi.com/install.sh | bash && npm install -g kimi-mcp-server
go install github.com/ozgurcd/gograph/cmd/gograph@latest
Updated
1w ago
1w ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
ai-agent, ai-coding-assistant, claude-code
agentic-coding, ai-agent, ai-coding-assistant
03

Features

kimi-code-mcp logokimi-code-mcp
01Delegates bulk code reading to Kimi for token savings
02256K context for deep codebase understanding
03Provides structured analysis (architecture, security, dependencies)
04Resume sessions with retained context
05Configurable output detail levels (summary/normal/detailed)
gograph logogograph
01Local only: no network calls, no external API
02Go focused: maps Go project structures using standard AST
03Token-saving context bundle: combines node, source, callers, callees, and tests in one response
04Hotspot ranking: ranks functions by incoming call count
05Code quality analysis: cyclomatic complexity, god-object detection, package coupling
04

Use Cases

kimi-code-mcp logokimi-code-mcp
↳Analyze codebase architecture: Kimi reads all files, Claude acts on the report
↳Scan for security vulnerabilities: Kimi audits, Claude cross-examines
↳Dependency mapping and refactoring planning: Kimi builds graph, Claude plans changes
gograph logogograph
↳AI coding assistant quickly navigates and understands Go codebase
↳Analyze impact of code changes and find shortest call chains
↳Enforce architecture boundaries and detect dead code
FAQ

FAQ

What is the difference between kimi-code-mcp and gograph?
Both kimi-code-mcp and gograph are in the Dev Tooling category. kimi-code-mcp has 61 stars, while gograph has 230 stars.
Which is better, kimi-code-mcp or gograph?
The best choice depends on your use case. Choose kimi-code-mcp if Analyze codebase architecture: Kimi reads all files, Claude acts on the report, and gograph if AI coding assistant quickly navigates and understands Go codebase.
Is kimi-code-mcp free or open source?
Yes, kimi-code-mcp is open source on GitHub (MIT).
Is gograph free or open source?
Yes, gograph is open source on GitHub (MIT).
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