RRepoGEO

REPOGEO REPORT · LITE

zgsm-ai/costrict

Default branch main · commit d94c533c · scanned 6/20/2026, 5:26:33 AM

GitHub: 4,223 stars · 180 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
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
  • hightopics#1
    Add specific topics for enterprise AI coding and deployment

    Why:

    CURRENT
    agent, ai, aicoding, claude, cline, cloud, coding, deepseek, gemini, glm, jetbrains, kilo-code, mimo, minimax, opencode, roocode, skills, vibecoding, vscode, vscode-extension
    COPY-PASTE FIX
    Add `enterprise-ai`, `code-generation`, `code-review`, `private-deployment`, `standardized-code`, `ai-coding-assistant` to the existing topics.
  • highreadme#2
    Reposition README's first sentence to clarify name and core value

    Why:

    CURRENT
    CoStrict** is a free, open-source AI-powered coding assistant designed for enterprise-grade development. With support for private deployment, it's the optimal choice for organizations requiring secure, standardized AI development workflows.
    COPY-PASTE FIX
    CoStrict (short for 'Collaborative Strict') is a free, open-source AI-powered coding assistant designed for enterprise-grade development, offering **strict, standardized AI code generation**, secure code review, intelligent completion, and robust private deployment options.
  • mediumcomparison#3
    Add a 'Why CoStrict?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled 'Why CoStrict?' or 'CoStrict vs. Alternatives' that briefly outlines how CoStrict's strict mode, enterprise focus, and private deployment options differentiate it from common AI coding assistants like GitHub Copilot, Tabby, or Code Llama.

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
Tabby
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Tabby · recommended 1×
  2. Code Llama · recommended 1×
  3. InCoder · recommended 1×
  4. FauxPilot · recommended 1×
  5. Continue · recommended 1×
  • CATEGORY QUERY
    What open-source AI coding assistants offer strict, standardized code generation for enterprises?
    you: not recommended
    AI recommended (in order):
    1. Tabby
    2. Code Llama
    3. InCoder
    4. FauxPilot
    5. Continue

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

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI tool providing secure code review, completion, and private deployment options.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. GitLab Duo Enterprise
    3. CodiumAI
    4. Tabnine Enterprise
    5. Amazon CodeWhisperer
    6. JetBrains AI Assistant
    7. JetBrains Gateway
    8. OpenAI API

    AI recommended 8 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?

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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