RRepoGEO

REPOGEO REPORT · LITE

zgsm-ai/costrict

Default branch main · commit cec5110c · scanned 5/10/2026, 7:01:20 AM

GitHub: 3,989 stars · 153 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 zgsm-ai/costrict, 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 core functionality in README's opening statement

    Why:

    CURRENT
    **Strict AI Coder for Enterprises**
    COPY-PASTE FIX
    **CoStrict is a Strict AI Coder for Enterprises, offering AI Agent, AI CodeReview, and AI Completion for secure, quality-first development.**
  • mediumtopics#2
    Refine topics to focus on core functionality and enterprise use

    Why:

    CURRENT
    agent, ai, aicoding, claude, cline, cloud, coding, costrict, gemini, glm, jetbrains, mimo, minimax, opencode, roocode, skills, strict, vibecoding, vscode, vscode-extension
    COPY-PASTE FIX
    ai-coding-assistant, ai-code-review, code-completion, ai-agent, enterprise-ai, private-deployment, open-source, strict-mode, vscode-extension, jetbrains-plugin
  • mediumcomparison#3
    Add a 'Why CoStrict?' or 'Comparison' section to README

    Why:

    COPY-PASTE FIX
    ## Why CoStrict?

Unlike generic AI coding assistants, CoStrict is purpose-built for enterprise-grade development, emphasizing strict quality standards and secure private deployment. While alternatives like GitHub Copilot Enterprise and Tabnine Enterprise offer AI assistance, CoStrict provides a comprehensive suite of AI Agent, CodeReview, and Code Completion tools designed for organizations requiring full control over their AI development workflows and data.

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 zgsm-ai/costrict
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Enterprise
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Enterprise · recommended 1×
  2. Tabnine Enterprise · recommended 1×
  3. Codeium Enterprise · recommended 1×
  4. Amazon CodeWhisperer Professional Tier · recommended 1×
  5. JetBrains AI Assistant · recommended 1×
  • CATEGORY QUERY
    Looking for an AI coding assistant for enterprise-grade development with strict quality standards.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. Tabnine Enterprise
    3. Codeium Enterprise
    4. Amazon CodeWhisperer Professional Tier
    5. JetBrains AI Assistant

    AI recommended 5 alternatives but never named zgsm-ai/costrict. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are open-source AI code review tools supporting private deployment for secure development?
    you: not recommended
    AI recommended (in order):
    1. DeepCode AI (Self-Hosted Version)
    2. CodeQL (github/codeql)
    3. Semgrep (returntocorp/semgrep)
    4. SonarQube (Community Edition) (SonarSource/sonarqube)
    5. Bandit (PyCQA/bandit)
    6. OWASP ZAP (Zed Attack Proxy) (zaproxy/zaproxy)

    AI recommended 6 alternatives but never named zgsm-ai/costrict. 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 zgsm-ai/costrict?
    pass
    AI named zgsm-ai/costrict explicitly

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

  • If a team adopts zgsm-ai/costrict in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zgsm-ai/costrict 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 zgsm-ai/costrict solve, and who is the primary audience?
    pass
    AI named zgsm-ai/costrict 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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zgsm-ai/costrict — 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