dirac-run/dirac

• highreadme#1

  Strengthen README's opening definition of the project

  Why:

  CURRENT

  # Dirac - Accurate & Highly Token Efficient Open Source AI Agent
  
  > **Dirac topped the Terminal-Bench-2 leaderboard for `gemini-3-flash-preview` with a 65.2% score!**
  
  It is a well studied phenomenon that any given model's reasoning ability degrades with the context length. If we can keep context tightly curated, we improve both accuracy and cost while making larger changes tractable in a single task.
  
  Dirac is an open-source coding agent built with this in mind. It reduces API costs by **64.8%** on average while producing better and faster work. Using hash-anchored parallel edits, AST manipulation, and a suite of advanced optimizations. Oh, and no MCP.

  COPY-PASTE FIX

  Copy

  # Dirac - Accurate & Highly Token Efficient Open Source AI Agent
  
  Dirac is an open-source coding agent singularly focused on efficiency and context curation. It reduces API costs by 50-80% compared to other agents while simultaneously improving code quality, utilizing hash-anchored parallel edits, AST manipulation, and advanced optimizations.
  
  > **Dirac topped the Terminal-Bench-2 leaderboard for `gemini-3-flash-preview` with a 65.2% score!**
  
  It is a well studied phenomenon that any given model's reasoning ability degrades with the context length. If we can keep context tightly curated, we improve both accuracy and cost while making larger changes tractable in a single task.

  OpenDoneDismiss
• hightopics#2

  Add descriptive topics to improve categorization

  Why:

  COPY-PASTE FIX

  Copy

  ai-agent, coding-assistant, llm-agent, code-refactoring, developer-tools, open-source, generative-ai, large-language-models

  OpenDoneDismiss
• mediumhomepage#3

  Set the repository homepage URL

  Why:

  COPY-PASTE FIX

  Copy

  https://dirac.run/

  OpenDoneDismiss

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• CATEGORY QUERY

  Looking for an AI coding assistant that reduces API costs and improves code quality.

  you: not recommended
  AI recommended (in order):

  1. GitHub Copilot Enterprise
  2. Tabnine Enterprise
  3. Codeium Enterprise
  4. JetBrains AI Assistant
  5. OpenAI API

  AI recommended 5 alternatives but never named dirac-run/dirac. This is the gap to close.

  Show full AI answer
• CATEGORY QUERY

  What open-source AI agents are best for efficient code refactoring and context management?

  you: not recommended
  AI recommended (in order):

  1. Cursor
  2. Continue (continue-dev/continue)
  3. OpenDevin (OpenDevin/OpenDevin)
  4. GPT-Engineer (gpt-engineer-org/gpt-engineer)
  5. Auto-GPT (Significant-Gravitas/Auto-GPT)
  6. AgentGPT (reworkd/AgentGPT)
  7. SuperAGI (TransformerOptimus/SuperAGI)
  8. Ollama (ollama/ollama)

  AI recommended 8 alternatives but never named dirac-run/dirac. This is the gap to close.

  Show full AI answer

• Metadata completeness

  warn

  Suggestion:

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of dirac-run/dirac?

  pass
  ✓AI named dirac-run/dirac explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

• If a team adopts dirac-run/dirac in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI named dirac-run/dirac explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

• In one sentence, what problem does the repo dirac-run/dirac solve, and who is the primary audience?

  pass
  ✓AI named dirac-run/dirac explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?