KaliGPT: an Agentic AI (built with Gemini, ChatGPT, Ollama, OpenRouter Models) fine tuned for ethical hackers & students in offensive security making workflows smarter, faster, and more accessible.
C-Rank Grade: C (Moderate) - 38/100
External PR Merge Rate: 33%
Response Time: 11d
First Timer Success: -
SudoHopeX/KaliGPT has a recorded first-timer success rate of 0.0%. Repositories ranked C typically provide actionable feedback during code reviews and actively nurture new community contributors.
Maintainers in SudoHopeX/KaliGPT respond to incoming external pull requests in approximately 263.1 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.
The C-Rank™ system evaluates GitHub projects on a 0–100 scale using real data: PR merge rates, review turnaround time, active maintainer presence, and first-time contributor success. A score of 37.6 places SudoHopeX/KaliGPT in the C tier.
The external contributor pull request merge rate for SudoHopeX/KaliGPT is 33.3%, based on public PR activity from non-core contributors.
SudoHopeX/KaliGPT currently has 2 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".
Highly encouraging & supportive maintainers (100% positive review sentiment). Active code reviews with constructive guidance for new contributors in SudoHopeX/KaliGPT.
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External Acceptance Rate
Percentage of community pull requests successfully merged into main.
First PR Conversion
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Historical health & responsiveness evolution
External PR acceptance
First PR success rate
50% receive response in
90% receive response in
Maintainer review activity heatmap
Maintainer Strategy: Maintainer Sweet Spot: PRs under 150 lines merge in ~171 hours (42% approval). Large PRs (>500 lines) take ~1263 hours (15% approval). Keep your diff compact for rapid review.
I think we need to add an API URL option, for example, to use 9router.
Summary The current implementation of openai_tool_adapter() generates an outdated tool schema that is incompatible with the latest OpenAI tool‑calling specification. Specifically, the adapter nests name, description, and parameters inside a "function" object. However, OpenAI now requires these fields at the top level of each tool definition. This mismatch results in the following API error: Missing required parameter: 'tools[0].name' Steps to Reproduce Generate tool schemas using the existing openai_tool_adapter() implementation. Pass the generated tools into the OpenAI API via client.responses.create(). Observe the returned error. Actual Behavior The API returns: Error code: 400 {'error': { 'message': "Missing required parameter: 'tools[0].name'.", 'type': 'invalid_request_error', 'param': 'tools[0].name', 'code': 'missing_required_parameter' }} Root Cause The adapter outputs this incorrect structure: { "type": "function", "function": { "name": "...",
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When evaluating whether to contribute to SudoHopeX/KaliGPT, response velocity and maintainer engagement are crucial. GetMerged continuously tracks pull request trajectories, first-comment latency, and code review rounds to help developers avoid submitting pull requests to backlogged repositories.
Currently, maintainers of SudoHopeX/KaliGPT acknowledge new external contributions in approximately 10 days+. Out of all submitted pull requests from non-core authors in the last 180-day window, 33.3% were successfully merged into the primary branch.
SudoHopeX/KaliGPT has a recorded first-timer success rate of 0.0%. Repositories ranked Moderate typically provide actionable feedback during code reviews and actively nurture new community contributors.
The initial maintainer response time averages ~10 days+. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.
The C-Rank™ index scores repositories on a 0 to 100 scale using an objective formula: external PR merge rates, initial response speed, active maintainer count, and first-time contributor retention. A score of 37.6 places SudoHopeX/KaliGPT in the Moderate tier.
The external pull request merge rate is 33.3%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
Yes, SudoHopeX/KaliGPT currently has 2 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.
All metrics displayed for SudoHopeX/KaliGPT are automatically retrieved via the public GitHub API and recalculated daily. Insider pull requests submitted by repository owners or organization members are excluded from merge rate calculations to preserve objective external contributor statistics.