AgentIndex icon
AgentIndex
mcp-server logo
mcp-server
★ 85
vs
codebase-context logo
codebase-context
★ 66

mcp-server vs codebase-context

mcp-server: Keboola MCP Server is an open-source bridge that connects Keboola projects with various AI tools and assistants, enabling AI agents to access and utilize Keboola features like data storage, SQL transformations, and job triggers. It transforms Keboola functionalities into callable tools, simplifying data exposure and management for AI-driven workflows without requiring glue code.; codebase-context: Codebase-context is a local-first tool that acts as a second brain for AI agents, providing curated context on coding patterns, team conventions, and past decisions. It helps agents generate code that aligns with project standards, avoids repeated mistakes, and remembers crucial information across sessions.

01

TL;DR

mcp-server logo
mcp-serverRAG / Knowledge Base · ★ 85

Explore Keboola data using natural language queries to find information or specific data points.

Read mcp-server full review →
codebase-context logo
codebase-contextRAG / Knowledge Base · ★ 66

Guiding AI agents to write code that adheres to specific team conventions and architecture.

Read codebase-context full review →
02

Side-by-Side Comparison

Field
mcp-server logomcp-server
codebase-context logocodebase-context
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 85
★ 66
License
MIT
MIT
Install Command
docker pull keboola/mcp-server:latest && docker run --name keboola_mcp_server --rm -it -p 127.0.0.1:8000:8000 -e KBC_STORAGE_API_URL="https://connection.YOUR_REGION.keboola.com" -e KBC_STORAGE_TOKEN="YOUR_KEBOOLA_STORAGE_TOKEN" -e KBC_WORKSPACE_SCHEMA="YOUR_WORKSPACE_SCHEMA" -e KBC_BRANCH_ID="YOUR_BRANCH_ID_OPTIONAL" keboola/mcp-server:latest --transport streamable-http --host 0.0.0.0
npx -y codebase-context /path/to/your/project
Updated
1d ago
2d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
AI Agents, Keboola, Data Integration
AI Agents, Codebase Context, Local-first
03

Features

mcp-server logomcp-server
01Storage: Query and manage data tables/buckets directly.
02SQL: Create SQL transformations using natural language.
03Jobs: Run components and transformations, and retrieve job execution details.
04Flows: Build and manage workflow pipelines using Conditional and Orchestrator Flows.
05Dev Branches: Work safely in development branches without affecting production data.
codebase-context logocodebase-context
01Curated context retrieval with pattern analysis and team memories.
02Automated detection of coding conventions, trends, and 'golden files'.
03Persistent memory for decisions, failures, and git commits with confidence decay.
04Preflight checks for code edits, including risk assessment and evidence validation.
04

Use Cases

mcp-server logomcp-server
↳Explore Keboola data using natural language queries to find information or specific data points.
↳Analyze data and find correlations through AI agents for tasks like sales analysis or trend identification.
↳Create SQL transformations and manage data extraction jobs, automating data pipeline operations.
codebase-context logocodebase-context
↳Guiding AI agents to write code that adheres to specific team conventions and architecture.
↳Preventing AI agents from repeating past mistakes by surfacing failure memories and decisions.
↳Providing comprehensive context for AI agents before code modifications, including risk and best practices.
↳Automating the discovery of code patterns, golden files, and component usage for AI agents.
FAQ

FAQ

What is the difference between mcp-server and codebase-context?
Both mcp-server and codebase-context are in the RAG / Knowledge Base category. mcp-server has 85 stars, while codebase-context has 66 stars.
Which is better, mcp-server or codebase-context?
The best choice depends on your use case. Choose mcp-server if Explore Keboola data using natural language queries to find information or specific data points., and codebase-context if Guiding AI agents to write code that adheres to specific team conventions and architecture..
Is mcp-server free or open source?
Yes, mcp-server is open source on GitHub (MIT).
Is codebase-context free or open source?
Yes, codebase-context is open source on GitHub (MIT).
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Alternatives to mcp-server →Alternatives to codebase-context →mcp-server details →codebase-context details →