RRepoGEO

REPOGEO REPORT · LITE

ThinkWatchProject/ThinkWatch

Default branch main · commit 0dd09455 · scanned 5/28/2026, 6:47:09 AM

GitHub: 1,011 stars · 19 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 ThinkWatchProject/ThinkWatch, 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 the README's opening statement to prevent miscategorization

    Why:

    CURRENT
    The enterprise-grade secure gateway for AI. Secure, audit, and govern every AI API call and MCP tool invocation across your organization — from a single control plane.
    COPY-PASTE FIX
    ThinkWatch is the enterprise-grade secure gateway for AI, designed to secure, audit, and govern every AI API call and MCP tool invocation across your organization from a single control plane. It acts as an Enterprise AI bastion host for secure AI API and MCP access, offering unified proxying, RBAC, audit logs, rate limiting, and cost tracking across OpenAI, Anthropic, Gemini, and self-hosted LLMs.
  • mediumtopics#2
    Expand topics to include more specific AI/LLM gateway terms

    Why:

    CURRENT
    ai, ai-gateway, ai-security, ai-tools, mcp, mcp-gateway, mcp-security, mcp-server, security
    COPY-PASTE FIX
    ai, ai-gateway, ai-security, ai-tools, mcp, mcp-gateway, mcp-security, mcp-server, security, llm-gateway, api-gateway, ai-proxy, llm-proxy, enterprise-ai
  • lowlicense#3
    Add a clear statement about the project's license to the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Specify License Name(s) and terms, e.g., 'a custom license combining Apache 2.0 and MIT terms as detailed in the LICENSE file']. Please refer to the LICENSE file for full details.

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 ThinkWatchProject/ThinkWatch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Azure API Management
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure API Management · recommended 2×
  2. Kong Gateway · recommended 2×
  3. AWS API Gateway · recommended 2×
  4. Tyk API Gateway · recommended 2×
  5. Apigee Edge · recommended 1×
  • CATEGORY QUERY
    How to secure and unify access to multiple enterprise AI models with auditing and RBAC?
    you: not recommended
    AI recommended (in order):
    1. Azure API Management
    2. Kong Gateway
    3. Apigee Edge
    4. AWS API Gateway
    5. Tyk API Gateway
    6. Gloo Gateway

    AI recommended 6 alternatives but never named ThinkWatchProject/ThinkWatch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What gateway solution provides rate limiting, cost tracking, and audit logs for LLM APIs?
    you: not recommended
    AI recommended (in order):
    1. Azure API Management
    2. Kong Gateway
    3. Apigee
    4. AWS API Gateway
    5. Tyk API Gateway
    6. Nginx

    AI recommended 6 alternatives but never named ThinkWatchProject/ThinkWatch. 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 ThinkWatchProject/ThinkWatch?
    pass
    AI named ThinkWatchProject/ThinkWatch explicitly

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

  • If a team adopts ThinkWatchProject/ThinkWatch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ThinkWatchProject/ThinkWatch 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 ThinkWatchProject/ThinkWatch solve, and who is the primary audience?
    pass
    AI named ThinkWatchProject/ThinkWatch 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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MARKDOWN (README)
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ThinkWatchProject/ThinkWatch — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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