RRepoGEO

REPOGEO REPORT · LITE

softaworks/agent-toolkit

Default branch main · commit 3027f20f · scanned 6/18/2026, 3:43:10 AM

GitHub: 2,044 stars · 195 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 softaworks/agent-toolkit, 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 README opening to emphasize "pre-built skills for AI coding assistants"

    Why:

    CURRENT
    # Softaworks Agent Skills

Opinionated skills shared by @leonardocouy for improving daily work efficiency with Claude Code. Skills are packaged instructions and scripts that extend agent capabilities across development, documentation, planning, and professional workflows.
    COPY-PASTE FIX
    # Softaworks Agent Skills: A Toolkit for AI Coding Assistants

This repository offers a curated collection of pre-built skills, packaged as instructions and scripts, specifically designed to extend the capabilities of AI coding agents like Claude Code. These skills enhance agent performance across development, documentation, planning, and professional workflows, providing ready-to-use functionalities rather than a foundational framework.
  • hightopics#2
    Refine repository topics for better specificity

    Why:

    CURRENT
    agent-skills, ai, automation, claude, claude-code, coding-agent, development
    COPY-PASTE FIX
    ai-agent-skills, coding-assistant-skills, pre-built-skills, agent-toolkit, claude-code, ai-automation, development-tools
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/softaworks/agent-toolkit

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 softaworks/agent-toolkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Hugging Face Transformers · recommended 1×
  4. OpenAI API · recommended 1×
  5. GitHub Copilot · recommended 1×
  • CATEGORY QUERY
    How can I extend my AI coding assistant's capabilities for development tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Hugging Face Transformers
    4. OpenAI API
    5. GitHub Copilot
    6. Semantic Kernel
    7. DeepMind AlphaCode 2

    AI recommended 7 alternatives but never named softaworks/agent-toolkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some pre-built skill sets to automate common software development workflows for AI agents?
    you: not recommended
    AI recommended (in order):
    1. GitHub Actions
    2. Zapier
    3. Jira Automation
    4. Azure DevOps Pipelines
    5. GitLab CI/CD
    6. Prefect
    7. Apache Airflow
    8. Pipedream
    9. AWS Step Functions
    10. Google Cloud Workflows

    AI recommended 10 alternatives but never named softaworks/agent-toolkit. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 softaworks/agent-toolkit?
    pass
    AI named softaworks/agent-toolkit explicitly

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

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

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

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softaworks/agent-toolkit — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite