🚀 Private Beta — AI-Powered Code Intelligence

Unlock the context in your code for AI agents

CodePathfinder indexes your codebases to enable semantic search and code structure analysis. Give your AI agents and teams the ability to understand complex systems instantly.

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10K+

Documents Indexed

<2s

Query Response

15+

Languages Supported

AI Agent

MCP Connected

You

Show me where the authentication flow is implemented

I found the authentication flow in your codebase. Here's the main implementation:

src/auth/oauth.py lines 42-58

def authenticate_user(credentials):
    """Validate user credentials and create session."""
    user = User.query.filter_by(
        email=credentials.email
    ).first()

    if user and verify_password(
        credentials.password,
        user.password_hash
    ):
        return create_session(user)

    raise AuthenticationError("Invalid credentials")

Related files: src/auth/session.py src/models/user.py

The Challenge

Large Codebases Create Barriers

As codebases grow, finding relevant code and understanding context becomes exponentially harder for both humans and AI.

Context Window Limits

AI agents struggle with large codebases. You can't fit everything into context, leading to incomplete understanding and hallucinations.

Slow Onboarding

New engineers spend months becoming productive. Finding where logic lives and understanding dependencies is a constant struggle.

Keyword Search Fails

Traditional search requires knowing exact terms. When you don't know what you're looking for, grep and IDE search fall short.

The Chain of Investigation

CodePathfinder transforms how you explore codebases. Start with natural language questions, dive deep into functions and classes, and synthesize complete understanding.

Semantic Search

Ask conceptual questions in natural language. Find code by meaning, not keywords.

Code Structure Mapping

Automatically track functions, classes, and variables across your entire codebase.

Usage Analysis

Find all references, call sites, and dependencies for any function or class in your code.

Investigation Workflow AI-Powered

Initial Discovery

Perform broad semantic searches to find starting points

code_search

Deep Analysis

Analyze code, find usages, and trace dependencies

find_usages

Synthesis

Combine findings into comprehensive understanding

complete context

Capabilities

Enterprise-Grade Code Intelligence

A comprehensive toolkit for understanding, navigating, and documenting your codebase.

Semantic Code Search

Natural language queries that understand code intent. Ask "where is user authentication handled" instead of guessing file names.

Code Syntax Analysis

Track definitions, implementations, and call sites across your codebase. Supports Python, TypeScript, JavaScript, Java, Go, C, C++, SQL, Markdown, YAML, JSON, Gradle, Handlebars, and more.

File Reconstruction

Reconstruct complete files from indexed chunks. Access any file's content directly through the API.

Documentation Discovery

Identify undocumented code sections. Generate documentation recommendations based on code analysis.

Multi-Project Support

Index and search across multiple repositories. Perfect for monorepos and microservice architectures.

Project Statistics

Get insights into your indexed projects including document counts, coverage, and storage statistics.

Use Cases

Built for the Whole Organization

Give everyone in your organization access to code intelligence through natural language. No IDE or technical setup required.

Intelligent Onboarding

Generate personalized onboarding guides by analyzing codebase structure and identifying core modules for new developers.

Code Review Automation

AI agents understand codebase patterns to automatically review PRs, suggest improvements, and flag deviations.

Technical Debt Analysis

Scan for duplicated logic, outdated patterns, and deprecated dependencies. Prioritize refactoring based on usage impact.

Security Pattern Detection

Semantically understand security anti-patterns specific to your stack. Go beyond static analysis with contextual awareness.

Product Manager Insights

Answer questions about features, estimate complexity, and understand what your codebase can do without reading code yourself.

API Documentation

Technical writers can explore APIs, understand endpoints, and generate accurate documentation without developer hand-holding.

Native MCP Integration

CodePathfinder is built from the ground up for AI agent integration through the Model Context Protocol. Connect your AI workflows directly to your codebase.

REST API Access

MCP Server Protocol

Project-Based API Keys

Claude & ChatGPT Compatible

Vector Search Engine

Multi-Language Support