Skip to content
effecthub
Verified Oct 15, 2026

Driver

Verified Oct 15, 2026 Active
Use tool
Share

Compiles a codebase into architecture docs, symbol tables, and dependency maps that AI coding agents query over MCP or an API.

codebase contextai coding agentsmcp serverContact sales

Listed on EffectHub ·

Web · API
Screenshot of the Driver website
#910
driver.ai as we captured it — our own screenshot, not the vendor’s press image.

Pricing

Pricing model
Contact sales

No public price on the pricing page: the platform fee is sized by source lines of code analyzed per year (Team 5M-25M, Organization 25M-50M, Enterprise 50M+) and quoted by sales after a pilot; LLM tokens are billed separately at market rate, with no per-seat fees.

Use tool ↗
Overview

About Driver

Driver analyzes a codebase ahead of time and produces structured context — architecture documentation, a symbol table, and dependency tracking — that AI coding agents can query instead of re-reading raw source on every request. Teams reach it through an MCP server compatible with Claude Code and Cursor, or through a REST API with machine-to-machine authentication. It supports multiple repositories and branches and targets engineering, support, and QA teams running AI agents at a scale where ad hoc prompting into a codebase stops working. Pricing is usage-tiered by lines of code analyzed per year and is not self-serve; you have to talk to sales to get a quote.

Platforms
Web · API
API
Yes
Last verified
Oct 15, 2026

Verified sources

  • Pricing page: Team, Organization and Enterprise plans sized by SLOC analyzed per year, all Contact Sales; LLM tokens billed at market rate separately; no per-seat or per-agent metering (15 October 2026)driver.ai ↗
  • Terms of Use: operated by Driver AI, Inc., registered in Delaware, USA, office in Austin, Texas (15 October 2026)driver.ai ↗
  • Home page: MCP server for Claude Code, Cursor and other MCP clients, M2M authentication and REST API (15 October 2026)driver.ai ↗
Fact check

Is Driver legit?

We don’t label tools safe or unsafe. Below are the records we checked ourselves, each with the date we read it.

Domain registered
Dec 16, 2017 (8 years ago)Registry record (RDAP), registrar GoDaddy.com, LLC, looked up Sep 14, 2026
TLS certificate
Issued by Let's Encrypt, valid until Jan 11, 2027Seen in our own connection to the site on Oct 15, 2026
Last checked
Oct 15, 2026The site answered
Operated by
Driver AI, Inc., United StatesOur research, card verified Oct 15, 2026

How we collect these records

Editorial verdict

Pros & cons of Driver

medium confidence

Driver is infrastructure for AI coding agents rather than a tool developers use directly: it pre-compiles a codebase into documentation and context an agent can query over MCP or API. That can make agents faster and more accurate on large codebases, but there's no visible self-serve price, and the entry tier already assumes millions of lines of code per year.

Pros

  • exposes codebase context through an MCP server that plugs into Claude Code and Cursor
  • offers a REST API with machine-to-machine authentication for custom integrations
  • tracks context across multiple repositories and git branches
  • works across any programming language rather than a fixed list

Cons

  • no published self-serve pricing — the entry tier requires a sales conversation
  • LLM token usage is billed separately from the platform fee, so total cost is unpredictable upfront

Best for

  • engineering teams running Claude Code, Cursor, or similar agents against large codebases
  • support and QA teams that need programmatic answers about a codebase
  • organizations needing multi-repo, multi-branch context in one place

Not for

  • solo developers or small repos below the entry SLOC tier
  • teams wanting a fixed, published subscription price

Watch out: The lowest published tier starts at 5 million lines of code analyzed per year, so it is built for teams above a certain codebase size rather than individual projects.

#4inMCP Servers & Tool Protocols· of 10 tools, ranked by rating and popularity

Driver head-to-head

Side-by-side fact sheets against the competitors our research or their makers name — pricing, platforms, API and both verdicts on one page.

Be the first to review Driver

Ask a question about Driver