Public AI Developer Tools brand benchmark

Not specified.

• Slug

  best-ai-coding-agent-large-codebase

  Text

  What are the best AI coding agents for making reliable changes across a large existing codebase?

  Intent

  recommendation

• Slug

  ai-code-editor-fast-autocomplete

  Text

  Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.

  Intent

  recommendation

• Slug

  background-coding-agent-pull-requests

  Text

  Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?

  Intent

  recommendation

• Slug

  terminal-coding-agent-local-workflow

  Text

  Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions.

  Intent

  recommendation

• Slug

  enterprise-ai-coding-security-governance

  Text

  Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?

  Intent

  recommendation

• Slug

  parallel-software-engineering-agents

  Text

  What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?

  Intent

  recommendation

• Slug

  ai-code-review-and-security

  Text

  Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.

  Intent

  recommendation

• Slug

  legacy-application-modernization-agent

  Text

  Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?

  Intent

  recommendation

• Slug

  ai-developer-tools-buying-criteria

  Text

  Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.

  Intent

  commercial

• Slug

  coding-agent-pricing-and-limits

  Text

  How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?

  Intent

  commercial

• Slug

  coding-agent-evaluation-scorecard

  Text

  Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.

  Intent

  commercial

• Slug

  ai-coding-tool-lock-in-portability

  Text

  Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?

  Intent

  commercial

ai-developer-tools

• Provider

  openai

  Configured Model

  openai/gpt-4o-mini

• Provider

  anthropic

  Configured Model

  anthropic/claude-haiku-4-5

• Provider

  gemini

  Configured Model

  google/gemini-2.5-flash

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

2.00

Maximum Daily Provider Calls

60

Maximum Daily Provider Attempts Including Retries

72

• This is one response per prompt/provider pair in each run; model output can vary between runs.
• The fixed 12-prompt AI Developer Tools category does not estimate general market share or brand awareness.
• Presence share and citation share are relative only to the reviewed 16-brand universe; untracked brands are excluded from those denominators.
• OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

ai-developer-tools-2026-07-27

• Provider

  openai

  Board Slug

  ai-developer-tools-brand-openai-visibility

  Primary Metric Slug

  public-prompt-openai-brand-recommendation-presence

• Provider

  anthropic

  Board Slug

  ai-developer-tools-brand-anthropic-visibility

  Primary Metric Slug

  public-prompt-anthropic-brand-recommendation-presence

• Provider

  gemini

  Board Slug

  ai-developer-tools-brand-gemini-visibility

  Primary Metric Slug

  public-prompt-gemini-brand-recommendation-presence

4

• Name

  Cursor

  Aliases

  • Cursor
  • Cursor AI

  Entity Slug

  cursor

  Primary Domain

  cursor.com

  Citation Domains

  • cursor.com
  • docs.cursor.com

  Case Sensitive Aliases

  • Cursor

• Name

  GitHub Copilot

  Aliases

  • GitHub Copilot
  • Copilot coding agent

  Entity Slug

  github-copilot

  Primary Domain

  github.com

  Citation Domains

  • github.com
  • docs.github.com

  Case Sensitive Aliases

• Name

  Claude Code

  Aliases

  • Claude Code

  Entity Slug

  claude-code

  Primary Domain

  anthropic.com

  Citation Domains

  • anthropic.com
  • docs.anthropic.com

  Case Sensitive Aliases

• Name

  OpenAI Codex

  Aliases

  • OpenAI Codex
  • Codex

  Entity Slug

  openai-codex

  Primary Domain

  openai.com

  Citation Domains

  • openai.com
  • developers.openai.com

  Case Sensitive Aliases

  • Codex

• Name

  Windsurf

  Aliases

  • Windsurf
  • Windsurf Editor

  Entity Slug

  windsurf

  Primary Domain

  windsurf.com

  Citation Domains

  • windsurf.com
  • docs.windsurf.com

  Case Sensitive Aliases

• Name

  Kiro

  Aliases

  • Kiro
  • Kiro IDE

  Entity Slug

  kiro

  Primary Domain

  kiro.dev

  Citation Domains

  • kiro.dev

  Case Sensitive Aliases

  • Kiro

• Name

  Gemini Code Assist

  Aliases

  • Gemini Code Assist

  Entity Slug

  gemini-code-assist

  Primary Domain

  cloud.google.com

  Citation Domains

  • cloud.google.com
  • docs.cloud.google.com

  Case Sensitive Aliases

• Name

  JetBrains AI Assistant

  Aliases

  • JetBrains AI Assistant
  • JetBrains Junie
  • Junie

  Entity Slug

  jetbrains-ai-assistant

  Primary Domain

  jetbrains.com

  Citation Domains

  • jetbrains.com

  Case Sensitive Aliases

  • Junie

• Name

  Amp

  Aliases

  • Amp
  • Amp Code

  Entity Slug

  amp-code

  Primary Domain

  ampcode.com

  Citation Domains

  • ampcode.com

  Case Sensitive Aliases

  • Amp

• Name

  Devin

  Aliases

  • Devin
  • Devin AI

  Entity Slug

  devin

  Primary Domain

  cognition.ai

  Citation Domains

  • cognition.ai
  • docs.devin.ai

  Case Sensitive Aliases

  • Devin

• Name

  Replit Agent

  Aliases

  • Replit Agent
  • Replit AI

  Entity Slug

  replit-agent

  Primary Domain

  replit.com

  Citation Domains

  • replit.com
  • docs.replit.com

  Case Sensitive Aliases

• Name

  Augment Code

  Aliases

  • Augment Code
  • Augment

  Entity Slug

  augment-code

  Primary Domain

  augmentcode.com

  Citation Domains

  • augmentcode.com
  • docs.augmentcode.com

  Case Sensitive Aliases

  • Augment

• Name

  Tabnine

  Aliases

  • Tabnine

  Entity Slug

  tabnine

  Primary Domain

  tabnine.com

  Citation Domains

  • tabnine.com
  • docs.tabnine.com

  Case Sensitive Aliases

• Name

  Qodo

  Aliases

  • Qodo
  • Qodo Merge

  Entity Slug

  qodo

  Primary Domain

  qodo.ai

  Citation Domains

  • qodo.ai
  • docs.qodo.ai

  Case Sensitive Aliases

• Name

  Cline

  Aliases

  • Cline

  Entity Slug

  cline

  Primary Domain

  cline.bot

  Citation Domains

  • cline.bot
  • docs.cline.bot

  Case Sensitive Aliases

  • Cline

• Name

  Roo Code

  Aliases

  • Roo Code
  • RooCode

  Entity Slug

  roo-code

  Primary Domain

  roocode.com

  Citation Domains

  • roocode.com
  • docs.roocode.com

  Case Sensitive Aliases

4-ai-developer-tools-2026-07-27-models-64232fd32583

Search

A common Rank.ai web-search tool is available to all three configured models.

Gateway

Rank.ai's configured OpenRouter-compatible gateway

Not Consumer Products

Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

Prompt Count

12

Provider Count

3

Required Successful Runs

36

Confidence

A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

Citation Share Denominator

Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

Presence Share Denominator

The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

Mention Coverage Denominator

36 answers: all 12 prompts multiplied by 3 configured providers.

Provider Citation Share Denominator

Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

Recommendation Presence Denominator

24 answers: recommendation-intent prompts multiplied by 3 configured providers.

Provider Mention Coverage Denominator

12 prompts for the named configured model API provider.

Provider Recommendation Presence Denominator

8 recommendation-intent prompts for the named configured model API provider.

64232fd32583

Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.