helm
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Counted directly from a source record.
An estimator standing in for the thing itself. Always carries a caveat.
Derived from detectable traces only. Reads as a floor, never a share.
Opposite orientation to proxy, so the two never read as one another.
A stated reason and the capability required. Never a zero.
No value, no plotted position, no tooltip, no cell in any download.
| Formula | 108 merged pull requests with a review / 109 merged = 99.1% |
|---|---|
| Sample | n = 109 of population 200 pull requests · 54.5% coverage |
| Excluded | 91 · pull requests not merged (open or closed unmerged) |
| Assumption | Only GitHub review records count. Approval given in a plain comment, over chat, or in person is invisible, so a team with a different review habit will score unfairly low — verify against the listed examples before treating a low number as a finding. |
| Strongest evidence | Rank 1: 54.0 lines merged unreviewed. |
| Repositories collected | 6 |
|---|---|
| Repositories failed | 0 |
| Lines excluded as generated | 555,383 |
| Pull request collection truncated | 6 repository(-ies). Every pull-request metric inherits that ceiling. |
| Metric | Identifier | Value | Evidence kind | Confidence | Coverage | State |
|---|---|---|---|---|---|---|
| Median time from ready to shipped | delivery.lead_time_p50 | 13.0 h | measured | high | 54% | Observed |
| Slowest tenth of changes take at least | delivery.lead_time_p90 | 30.1 h | measured | high | 54% | Observed |
| Median wait for the first human review | delivery.time_to_first_review_p50 | 1.5 h | measured | high | 80% | Observed |
| Releases to the main branch per week | delivery.deploy_frequency_per_week | 0.76 | proxy | medium | 18% | Observed |
| Share of changes that needed a fix or revert | delivery.change_failure_rate | 7.7% | proxy | low | 18% | Observed |
| Median time to repair a reverted change | delivery.mttr_hours | – | proxy | low | 0% | Unavailable |
| Changes currently waiting | delivery.wip_open_prs | 77 | measured | high | 38% | Observed |
| Share of open changes stalled over 30 days | delivery.stale_pr_share | 31.2% | measured | high | 38% | Observed |
| Commits | velocity.commits_total | 557 | measured | high | 54% | Observed |
| Lines of code added | velocity.lines_added | 1,536,379 | measured | high | 82% | Observed |
| Lines of code removed | velocity.lines_removed | 22,625 | measured | high | 82% | Observed |
| Net change in codebase size | velocity.net_lines | 1,513,754 | measured | high | 54% | Observed |
| Days per week with any activity | velocity.active_days_per_week | 0.93 | measured | high | 54% | Observed |
| Median commit size | velocity.commit_size_p50 | 22 | measured | high | 52% | Observed |
| Lines changed per active day | velocity.lines_per_active_day | 6,960 | measured | high | 54% | Observed |
| Share of work that is new capability | velocity.feature_work_share | 9.6% | proxy | medium | 44% | Observed |
| Share of commits that are trivial | velocity.trivial_commit_share | 28.2% | proxy | medium | 54% | Observed |
| Rework rate: new code rewritten within 21 days | quality.rework_rate | 0.6% | proxy | medium | 100% | Observed |
| Share of new code that is tests | quality.test_line_ratio | 45.8% | proxy | medium | 54% | Observed |
| Share of code changes that updated tests too | quality.test_coupling_rate | 55.2% | proxy | medium | 33% | Observed |
| Share of all changes landing in the busiest 10 files | quality.hotspot_concentration | 11.0% | measured | high | 100% | Observed |
| Share of changes too large to review properly | quality.large_change_share | 7.0% | proxy | medium | 100% | Observed |
| Share of functions long enough to be hard to follow | quality.long_function_share | 8.8% | proxy | medium | 100% | Observed |
| Deepest nesting in the worst tenth of functions | quality.max_nesting_p90 | 4 | proxy | medium | 100% | Observed |
| Share of code that is copy-pasted | quality.duplication_rate | 28.0% | proxy | medium | 100% | Observed |
| Share of lines that are comments | quality.comment_density | 15.4% | proxy | medium | 100% | Observed |
| Commits carrying an AI-tool trace (floor) | ai.detected_commit_share | 4.3% | inferred | medium | 54% | Observed |
| Lines arriving in AI-traced commits (floor) | ai.detected_line_share | 0.0% | inferred | low | 54% | Observed |
| Contributors with any AI-traced commit | ai.adopter_share | 11.3% | inferred | medium | 100% | Observed |
| Share of AI traces from the single most-used tool | ai.tool_concentration | 66.7% | inferred | medium | 54% | Observed |
| Rework gap between AI-traced and untraced work | ai.rework_delta | 24.4% | inferred | low | 100% | Observed |
| Test-ratio gap between AI-traced and untraced work | ai.test_ratio_delta | -15.4% | inferred | low | 54% | Observed |
| Size gap between AI-traced and untraced commits | ai.commit_size_delta | -84.0% | inferred | low | 52% | Observed |
| AI tool configuration files present | ai.config_artifact_count | 1 | measured | high | 100% | Observed |
| Share of AI suggestions actually accepted | ai.native_acceptance_rate | – | measured | high | – | Unavailable |
| Lines accepted from AI suggestions (measured) | ai.native_lines_accepted | – | measured | high | – | Unavailable |
| How far the commit-trace floor understates measured AI use | ai.floor_understatement | – | measured | medium | – | Unavailable |
| Active contributors | people.active_contributors | 106 | measured | high | 100% | Observed |
| Bus factor: people holding half the code | people.bus_factor | 3 | measured | high | 100% | Observed |
| Share of the code written by one person | people.top_contributor_share | 27.5% | measured | high | 100% | Observed |
| Share of work from people new to this codebase | people.newcomer_share | 55.9% | measured | high | 54% | Observed |
| Share of files only one person has ever touched | people.knowledge_silo_share | 2.2% | measured | high | 100% | Observed |
| Share of contributors still active in the last 90 days | people.contributor_retention | 30.2% | measured | high | 100% | Observed |
| Share of merged changes with a recorded review | process.review_coverage | 99.1% | measured | high | 54% | Observed |
| Share of changes merged by their own author | process.self_merge_share | 4.6% | measured | high | 54% | Observed |
| Median change size | process.pr_size_p50 | 47 | measured | high | 100% | Observed |
| Share of reviews done by one person | process.reviewer_load_top_share | 32.8% | measured | high | 100% | Observed |
| Share of work that bypassed pull requests | process.direct_push_share | 71.4% | proxy | medium | 18% | Observed |
| Share of branches abandoned over 90 days | process.stale_branch_share | 85.5% | measured | high | 100% | Observed |
| Branches | process.branch_count | 55 | measured | high | 100% | Observed |
| Share of work saved outside working hours | temporal.after_hours_share | 34.3% | proxy | medium | 54% | Observed |
| Share of work saved at weekends | temporal.weekend_share | 16.5% | proxy | medium | 54% | Observed |
| Busiest hour of the day | temporal.peak_hour | 15:00–16:00 local | measured | high | 54% | Observed |
| How bursty the work pattern is | temporal.burstiness | 6.91x | proxy | low | 100% | Observed |
| Share of automated checks that failed | ci.failure_rate | 3.2% | measured | high | 95% | Observed |
| Median time for automated checks to finish | ci.duration_p50_minutes | 2.3 min | measured | high | 100% | Observed |
| Automated check runs per week | ci.runs_per_week | 0.79 | measured | high | 95% | Observed |
Provenance. Computed from helm, window [2022-01-22, 2026-08-31). 0 language-model calls. 555,383 lines excluded as generated before any metric was computed.
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No contributor is named, ranked or ordered anywhere in this document. That capability does not exist in the system that produced it.