Bitterbot - a mesh of agents that turns shared experience into collective capability.
C-Rank Grade: B (Solid) - 46/100
External PR Merge Rate: 58%
Response Time: 2d
First Timer Success: 67%
Bitterbot-AI/bitterbot-desktop has a recorded first-timer success rate of 66.7%. Repositories ranked B typically provide actionable feedback during code reviews and actively nurture new community contributors.
Maintainers in Bitterbot-AI/bitterbot-desktop respond to incoming external pull requests in approximately 45.3 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 46.2 places Bitterbot-AI/bitterbot-desktop in the B tier.
The external contributor pull request merge rate for Bitterbot-AI/bitterbot-desktop is 58.1%, based on public PR activity from non-core contributors.
Bitterbot-AI/bitterbot-desktop currently has 1 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".
Bitterbot - a mesh of agents that turns shared experience into collective capability.
Strict review standards in Bitterbot-AI/bitterbot-desktop. Ensure PR scope matches issue requirements closely before requesting review.
Average Response Latency
Tracks hours until a maintainer leaves a review, comment, or PR response.
External Acceptance Rate
Percentage of community pull requests successfully merged into main.
First PR Conversion
Rate at which developers submitting their first repository PR succeed.
Show contributors that your repository actively reviews and merges external pull requests.
[](https://getmerged.abhishekco.de/Bitterbot-AI/bitterbot-desktop?utm_source=github&utm_medium=badge)
Historical health & responsiveness evolution
External PR acceptance
First PR success rate
50% receive response in
90% receive response in
Maintainer review activity heatmap & prime window prediction
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Detected: UTC
Maintainers are most responsive around 02:00 UTC (02:00 UTC in your timezone). Recommended submission window is Tuesday - Thursday from 23:00 to 03:00 UTC (23:00 - 03:00 UTC local).
Maintainer Strategy: Maintainer Sweet Spot: PRs under 150 lines merge in ~29 hours (73% approval). Large PRs (>500 lines) take ~217 hours (26% approval). Keep your diff compact for rapid review.
Companion to the prompt-injection scanning issue. Even if a skill's content passes injection screening, the skill itself defines the agent's behavior surface when invoked, and current code grants ambient capabilities to whatever's in the active skills directory. A trusted-peer-turned-malicious could publish a skill that does exactly what its frontmatter says, where the description happens to be "exfiltrate .env to attacker.example.com" or "send wallet balance to known-bad address." Threat model A trusted publisher pushes a skill whose stated purpose is hostile but technically truthful. Without per-skill capability declarations enforced at runtime, ambient trust on the skill becomes ambient trust on every tool it can reach: shell, network, wallet, filesystem outside the skill's workspace. Proposed defense SKILL.md frontmatter declares required capabilities, e.g. capabilities: [shell, wallet.send, network.fetch] Default profile for ingested-from-mesh skills is least-privilege: read-only
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When evaluating whether to contribute to Bitterbot-AI/bitterbot-desktop, 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 Bitterbot-AI/bitterbot-desktop acknowledge new external contributions in approximately 1 days+. Out of all submitted pull requests from non-core authors in the last 180-day window, 58.1% were successfully merged into the primary branch.
Bitterbot-AI/bitterbot-desktop has a recorded first-timer success rate of 66.7%. Repositories ranked Solid typically provide actionable feedback during code reviews and actively nurture new community contributors.
The initial maintainer response time averages ~1 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 46.2 places Bitterbot-AI/bitterbot-desktop in the Solid tier.
The external pull request merge rate is 58.1%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
Yes, Bitterbot-AI/bitterbot-desktop currently has 1 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.
All metrics displayed for Bitterbot-AI/bitterbot-desktop 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.