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Potpie is an LLM codebase analysis platform and multi-agent orchestration framework designed to act as an AI software engineer. It parses repositories into a structured code knowledge graph, enabling AI agents to perform multi-hop reasoning, dependency tracing, and grounded technical analysis across large codebases. The system distinguishes itself through a spec-driven development framework where agents generate detailed technical specifications and architecture plans before implementing multi-file code changes. It utilizes a durable execution engine to coordinate specialized AI personas for
Kilocode is an autonomous engineering platform designed to orchestrate AI agents for complex software development tasks. It functions as a comprehensive system for automating coding, testing, and repository management by integrating directly with your codebase and terminal. The platform provides a unified gateway for model orchestration, allowing for the management of agentic workflows, event-driven automation, and persistent session state across distributed development environments. The platform distinguishes itself through its federated task management and policy-based access control, which
Sourcetrail is an interactive source code explorer and visualizer designed for indexing and navigating relationships between symbols and structures across large, multi-language codebases. It functions as a static analysis indexer and code dependency visualizer that maps calls and dependencies between source files to help reveal project architecture. The tool enables multi-language project analysis by using a language-agnostic indexing system to track symbols across different programming languages within a single interface. It allows for the discovery of software architecture and the explorati
codebase-memory-mcp is a Model Context Protocol server that indexes source repositories into a persistent code knowledge graph, giving AI coding agents a queryable map of symbols, call paths and architecture so they read fewer files. Parsing uses bundled tree-sitter grammars covering more than 160 languages, and a built-in type layer links calls to their true definitions without a separate language server. Everything runs locally, with no cloud service or API key. Beyond the core graph, it offers read-only Cypher-style queries that return clear errors for unsupported syntax, and semantic code
Codegraph is a local codebase indexer and static analysis graph database that serves as a context provider for AI agents. It parses multiple programming languages into a searchable knowledge graph of symbols and dependencies, exposing these relationships to AI tools through the Model Context Protocol.
The main features of colbymchenry/codegraph are: Model Context Protocol, Codebase Indexing, Agent Context Providers, AI Agent Integrations, Codebase Impact Analysis, Codebase Dependency Mapping, Knowledge Graph Construction, Code Impact Analysis.
Projects with overlapping indexed features include: potpie-ai/potpie — Potpie is an LLM codebase analysis platform and multi-agent orchestration framework designed to act as an AI software… kilo-org/kilocode — Kilocode is an autonomous engineering platform designed to orchestrate AI agents for complex software development… coatisoftware/sourcetrail — Sourcetrail is an interactive source code explorer and visualizer designed for indexing and navigating relationships… deusdata/codebase-memory-mcp — codebase-memory-mcp is a Model Context Protocol server that indexes source repositories into a persistent code… tirth8205/code-review-graph — This project is a static code analysis tool and local-first code indexer that builds a persistent dependency graph of… microsoft/vscode-copilot-chat — This project is an AI-powered IDE extension and LLM coding assistant that provides a conversational interface for…