Driver AI

Driver AI is an API finder tool. Driver precompiles codebase context and exposes it to AI coding agents through an MCP server, so tools like Claude Code and Cursor start each session with symbol-complete, deterministic knowledge of the repository instead of re-exploring it.

Driver is a context compiler for software codebases. Rather than letting an AI coding agent explore a repository ad hoc at the start of every session, Driver parses the source ahead of time and produces structured context that any MCP-compatible agent can query. The company describes the output as symbol-complete, exhaustive and deterministic: parse every file, build syntax trees, resolve symbols, trace call chains and map dependencies across services, so that the same codebase state always yields the same context. The product is aimed at engineering organizations running agentic development at scale, particularly those with large, multi-language or legacy repositories where agents tend to make confident but wrong changes. It also speaks to adjacent teams. Support, QA and product staff who lack command line fluency can reach codebase knowledge through an agent paired with Driver, and solutions engineers can ramp on unfamiliar customer platforms faster. Driver sits at the source control level rather than inside a single IDE, so context is not tied to one vendor's editor. In practice, a team connects GitHub, GitLab, Bitbucket, Azure DevOps or another source control system, configures SSO and group mapping, then points agents at Driver's MCP server. The server offers tools for orienting an agent in a thematic map of subsystems, locating files and following relationships, and tracing history through a commit-level changelog. Commits and pull requests on tracked branches trigger scoped updates that reprocess only the affected parts of the graph, and multiple repositories can be combined for cross-repo queries. The competitive frame is manual context curation and retrieval augmented generation. Checked-in markdown files drift and create merge conflicts; RAG chunks code into fragments and loses structural relationships. Driver argues a compilation pass avoids both, at the cost of a setup and governance layer that a single developer with a small repo may not need.