RRepoGEO

REPOGEO REPORT · LITE

ThinkWatchProject/ThinkWatch

Default branch main · commit 0dd09455 · scanned 6/27/2026, 6:51:48 AM

GitHub: 985 stars · 22 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)

3 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 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
    Update README H1 and opening sentence to explicitly clarify project identity

    Why:

    CURRENT
    # ThinkWatch

**[English](README.md) | [中文](README.zh-CN.md)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: Enterprise AI Gateway

**[English](README.md) | [中文](README.zh-CN.md)** This is the enterprise-grade secure gateway for AI, *not* a smartwatch or wearable device project. Secure, audit, and govern every AI API call and MCP tool invocation across your organization — from a single control plane.
  • mediumreadme#2
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

ThinkWatch differentiates itself from solutions like LiteLLM, OpenRouter, and enterprise API gateways such as Apigee, Azure API Management, and AWS API Gateway by providing a dedicated enterprise AI bastion host. It offers unified proxying, robust RBAC, comprehensive audit logs, granular rate limiting, and detailed cost tracking specifically tailored for secure AI API and MCP access across OpenAI, Anthropic, Gemini, and self-hosted LLMs.
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License

ThinkWatch is released under a custom license. Please refer to the `LICENSE` file in the repository for the full terms and conditions that apply to this project.

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
Apigee
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Apigee · recommended 1×
  2. Azure API Management · recommended 1×
  3. AWS API Gateway · recommended 1×
  4. Kong Enterprise · recommended 1×
  5. Splunk Enterprise Security · recommended 1×
  • CATEGORY QUERY
    How to secure and audit all AI API calls across an enterprise?
    you: not recommended
    AI recommended (in order):
    1. Apigee
    2. Azure API Management
    3. AWS API Gateway
    4. Kong Enterprise
    5. Splunk Enterprise Security
    6. Microsoft Purview
    7. Gryphon.ai

    AI recommended 7 alternatives but never named ThinkWatchProject/ThinkWatch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a unified proxy for managing multiple LLM providers with cost tracking and access control.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter
    3. Portkey.ai
    4. Helicone.ai
    5. Mithril Security (BlindAI)

    AI recommended 5 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

Drop this badge into the README of ThinkWatchProject/ThinkWatch. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/ThinkWatchProject/ThinkWatch.svg)](https://repogeo.com/en/r/ThinkWatchProject/ThinkWatch)
HTML
<a href="https://repogeo.com/en/r/ThinkWatchProject/ThinkWatch"><img src="https://repogeo.com/badge/ThinkWatchProject/ThinkWatch.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

ThinkWatchProject/ThinkWatch — 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