mixpeek/amux - Open Source PR Review Scorecard

Open-source control plane for AI coding agents. Run an AI engineering team: parallel Claude Code, Codex, and Gemini workers with a shared board, atomic tasks, schedules, loops, origin-stamped messaging, model switching, and self-healing recovery. One dashboard, or your phone. MIT, single Rust binary.

C-Rank Grade: A (Welcoming) - 66/100

External PR Merge Rate: 60%

Response Time: -

First Timer Success: 75%

Frequently Asked Questions

Is mixpeek/amux welcoming to first-time open-source contributors?

mixpeek/amux has a recorded first-timer success rate of 75.0%. Repositories ranked A typically provide actionable feedback during code reviews and actively nurture new community contributors.

How fast can I expect code review feedback on my pull request?

Maintainers in mixpeek/amux respond to incoming external pull requests in approximately 0.0 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 66.2 C-Rank™ score (A Tier) represent?

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 66.2 places mixpeek/amux in the A tier.

What is the external contributor pull request merge rate for mixpeek/amux?

The external contributor pull request merge rate for mixpeek/amux is 60.0%, based on public PR activity from non-core contributors.

Are there Good First Issues available in mixpeek/amux?

mixpeek/amux currently has 3 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".

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mixpeek/amux

525
Active (30d)A•Welcoming(66/100)Rust

Open-source control plane for AI coding agents. Run an AI engineering team: parallel Claude Code, Codex, and Gemini workers with a shared board, atomic tasks, schedules, loops, origin-stamped messaging, model switching, and self-healing recovery. One dashboard, or your phone. MIT, single Rust binary.

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AI Maintainer Review Guidelines

Review Persona

Active Open-Source Maintainer

Warmth Score
7.8/10
Patience Score
8.2/10
Nitpick Rate
20%

Active maintainer team in mixpeek/amux welcoming community pull requests and bug fixes.

Top PR Submission Do's

  • •Ensure code complies with repository style conventions
  • •Keep PRs focused and well-documented

Top PR Friction Pitfalls (Don'ts)

  • •Do not submit unlinked PRs without context
  • •Do not break existing automated test suites
Response Velocity
-
No reviewer activity recorded

Average Response Latency

Tracks hours until a maintainer leaves a review, comment, or PR response.

Merge Efficiency
60.0%
Moderate PR acceptance rate

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
75.0%
Strong first-timer PR acceptance rate

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
11 core
Highly collaborative maintainer core
Diagnostic Health HUD
60.0%
Merge Gauge
75.0%
1st-Timer
Community Vibe47/100

Embed C-Rank Badge

Show contributors that your repository actively reviews and merges external pull requests.

GetMerged C-Rank badge for mixpeek/amux
[![GetMerged C-Rank](https://getmerged.abhishekco.de/api/badge/mixpeek/amux)](https://getmerged.abhishekco.de/mixpeek/amux?utm_source=github&utm_medium=badge)

Active Good First Issues (3)

View on GitHub

Objective: Explicit per-session capabilities the harness enforces outside the sandbox: filesystem read/write globs, shell allow/deny, network allow-hosts, secret exposure, and action gates (e.g. deploy_production: approval_required). The model gets freedom inside its sandbox; amux enforces the boundary. Fits the north star: amux owns isolation and safety. Don't rely on the model to remember what it may do — especially critical as the MCP tool surface broadens (tool poisoning, privilege escalation, auditability). Scope Per-session capability manifest + enforcement points (fs/shell/net/secrets/actions). Approval-required gates for high-risk actions. Depends on: pairs with the MCP broker and transactional side effects. Avoid: prompt-based "please don't" guardrails. Part of #46 (amux harness roadmap).

📅 Opened Jul 12, 2026💬 1 comment
Quality: 40/100Contribute

Objective: Every command to an agent/tool carries command_id / task_id / attempt / timestamps / result_hash so reconnects and crashes never duplicate steering, deploys, emails, or browser actions (generalizes today's send-dedup + steering settle). For risky/business side effects (send email, submit claim, CRM update, delete record, deploy, money movement): represent the action as a proposal → validate schema → check permissions → detect duplication → preview impact → approve if required → execute → record receipt, with policy by risk level. Fits the north star: amux owns execution and accountability. Boring infra that is exactly what lets stronger models act more autonomously without causing more chaos. Scope Idempotency keys + precondition checks + dry-run + compensation actions on side-effectful tools. Risk-tiered approval thresholds (read CRM = immediate; delete prod / move money = always approve). Depends on: capability-based permissions; event sourcing. Avoid: trus

📅 Opened Jul 12, 2026💬 1 comment
Quality: 40/100Contribute

Objective: The environment decides done, not the model. Board items carry machine-readable acceptance (commands, required/forbidden files, endpoint assertions, review-required). Before risky ops, auto-checkpoint (commit/stash + diff + task/db state). On failure, restore the pre-change checkpoint and retry a clean task with a structured failure bundle — not by stuffing the old conversation back into context. Fits the north star: amux owns verification and recovery. Generalizes the existing board done/verified gate into a reusable verification engine (tests, linters, browser assertions, deploy health, custom scripts). The model can improve indefinitely while success criteria stay external and deterministic. Loop: agent reports done → amux runs gates → failures become evidence → same/different model receives only the failure bundle → task can't advance until gates pass or a human waives. Scope Verification engine runners (shell/test/lint/browser/deploy-health/custom). Checkpoin

📅 Opened Jul 12, 2026💬 1 comment
Quality: 40/100Contribute
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Contributor Compatibility & Review Speed Analysis for mixpeek/amux

When evaluating whether to contribute to mixpeek/amux, 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 mixpeek/amux acknowledge new external contributions in approximately -. Out of all submitted pull requests from non-core authors in the last 180-day window, 60.0% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to mixpeek/amux

01

Is mixpeek/amux welcoming to first-time open-source contributors?

mixpeek/amux has a recorded first-timer success rate of 75.0%. Repositories ranked Welcoming typically provide actionable feedback during code reviews and actively nurture new community contributors.

02

How fast can I expect code review feedback on my pull request?

The initial maintainer response time averages ~-. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 66.2 C-Rank™ score represent?

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 66.2 places mixpeek/amux in the Welcoming tier.

04

What is the external contributor pull request merge rate for mixpeek/amux?

The external pull request merge rate is 60.0%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.

05

Are there beginner Good First Issues open in mixpeek/amux?

Yes, mixpeek/amux currently has 3 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.

GetMerged C-Rank™ Indexing Standard

All metrics displayed for mixpeek/amux 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.