RRepoGEO

REPOGEO REPORT · LITE

tailcallhq/forgecode

Default branch main · commit 9d8c728f · scanned 5/17/2026, 12:41:56 AM

GitHub: 7,304 stars · 1,429 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface tailcallhq/forgecode, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify project identity in README to prevent GraphQL miscategorization

    Why:

    CURRENT
    <p align="center">A comprehensive coding agent that integrates AI capabilities with your development environment</p>
    COPY-PASTE FIX
    <p align="center">A comprehensive coding agent that integrates AI capabilities with your development environment. Forge is an AI pair programmer and CLI tool for your shell, designed for direct interaction with LLMs, and is distinct from GraphQL API tools.</p>
  • mediumreadme#2
    Refine README H1 to explicitly state "AI Coding Assistant"

    Why:

    CURRENT
    <h1 align="center">⚒️ Forge: AI-Enhanced Terminal Development Environment</h1>
    COPY-PASTE FIX
    <h1 align="center">⚒️ Forge: Your AI Coding Assistant for the Terminal</h1>
  • lowtopics#3
    Expand topics with broader and more specific keywords

    Why:

    CURRENT
    ai-pair-programming, ai-workflows, artifical-intelligense, claude-3-7-sonnet, claude-4, claude-4-sonnet, cli-assistant, command-line, grok, llm, multi-agent-reinforcement-learning, open-router, open-source-claude-code, openai, qwen, shell
    COPY-PASTE FIX
    ai-pair-programming, ai-workflows, artifical-intelligense, claude-3-7-sonnet, claude-4, claude-4-sonnet, cli-assistant, command-line, grok, llm, multi-agent-reinforcement-learning, open-router, open-source-claude-code, openai, qwen, shell, coding-assistant, developer-tools, terminal-productivity

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

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface tailcallhq/forgecode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot CLI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot CLI · recommended 1×
  2. Fig AI · recommended 1×
  3. Amazon CodeWhisperer · recommended 1×
  4. ShellGPT (SGPT) · recommended 1×
  5. Aider · recommended 1×
  • CATEGORY QUERY
    How can I integrate an AI coding assistant directly into my shell environment?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. Fig AI
    3. Amazon CodeWhisperer
    4. ShellGPT (SGPT)
    5. Aider
    6. TermGPT
    7. OpenAI API
    8. Tabnine (CLI version)

    AI recommended 8 alternatives but never named tailcallhq/forgecode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a CLI tool to use various LLMs as an AI pair programmer.
    you: not recommended
    AI recommended (in order):
    1. smol-ai/smol-developer (smol-ai/smol-developer)
    2. aider
    3. OpenDevin
    4. gpt-engineer
    5. llm-cli
    6. ShellGPT
    7. CodeGPT

    AI recommended 7 alternatives but never named tailcallhq/forgecode. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of tailcallhq/forgecode?
    pass
    AI named tailcallhq/forgecode explicitly

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

  • If a team adopts tailcallhq/forgecode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tailcallhq/forgecode 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 tailcallhq/forgecode solve, and who is the primary audience?
    pass
    AI named tailcallhq/forgecode explicitly

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

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite