ConstellationDev
CodeMap4AI
Sourcegraph
Dataiku
Scikit-learn
Pandas
NumPy
OpenCV
Exploratory
htm.java
Figure Eight
AI coding agents waste most of their context window grepping files and guessing at code structure. Constellation gives them a persistent, team-wide knowledge graph of your codebase (symbol search, dependency graphs, impact analysis) delivered via MCP so every token goes toward reasoning, not discovery.
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CodeMap4AI - AI tools guess less when they see the full picture. CodeMap4AI builds a structured map of your codebase. Try it free.
Scikit-learn - scikit-learn (formerly scikits.learn) is an open source machine learning library for the Python programming language.
Sourcegraph - Sourcegraph is a free, self-hosted code search and intelligence server that helps developers find, review, understand, and debug code. Use it with any Git code host for teams from 1 to 10,000+.
Pandas - Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.