headroomlabs-ai/headroom
What happens to a stranger's pull request here, in the Porchlamp snapshot of 14 October 2026.
Outside pull requests to headroom got a first human reply in a median of 10.2 hours (343 pull requests, 10 April to 7 October 2026); 3% got none within 14 days. It ranks 350 of 3,833 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.
Rating
- Score: 64.40
- Coverage: 81% · Ceiling A
- Tier: B
- Quadrant: Sweet Spot
- Ecosystem: PyPI
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 85.8 | 55% |
| Criticality | 36.1 | 100% |
| Governance | 76.8 | 100% |
| Rigor | 93.9 | 100% |
| Accessibility | 30.0 | 50% |
Rank in each lens
| Lens | Standing |
|---|---|
| Balanced | Rank 350 of 3,833 |
| First-timer | Not ranked: Not enough evidence to show under this lens. |
| Career capital | Not ranked: This repository's production-criticality signal is not yet high enough for career-capital ranking. |
| Senior systems | Rank 199 of 1,206 |
| AI-assisted | Rank 56 of 3,929 |
The measured parameters
| Parameter | Value | Count | Window | What it measures |
|---|---|---|---|---|
| Time to First Response | 10.1658 | 343 | 10 April to 7 October 2026 | Median hours from an outside pull request opening to its first substantive human reply. |
| Decision Rate (90d) | Not shown: Insufficient sample size | — | — | Share of outside pull requests that were merged or closed within 90 days. |
| First-timer Merge Rate | Not shown: Insufficient sample size | — | — | Share of first-time outside authors' decided pull requests that were merged. |
| PR Ghost Rate (14d) | 0.027 | 185 | 16 April to 13 October 2026 | Share of outside pull requests with no maintainer response, merge or close within 14 days. |
| Time to Merge (p90) | 454.2464 | 248 | 10 April to 7 October 2026 | Hours within which 90% of merged outside pull requests were merged. |
| Dependents | 0 | — | — | Packages in the registry that depend on this project, counted once each. |
| OpenSSF Criticality | 0.4303 | — | — | OpenSSF criticality score from 0 to 1, computed from the project's public activity signals. |
| Monthly Downloads | 292636 | — | — | Downloads from the package registry in a month. |
| Legal IP Regime | NONE | — | — | The contributor licence regime: DCO, none, a foundation CLA or a corporate CLA. |
| Elephant Factor | 5 | 938 | — | The fewest organisations that account for half of the last year's commits. |
| Promotion Ladder | AD_HOC | — | — | How openly a contributor can become a maintainer, from closed to verified. |
| Pipeline Defenses | 88.4273 | 337 | — | How well the project's build and review pipeline defends against bad changes, 0 to 100. |
| AI Policy Posture | REGULATED | — | — | Whether the project has a written policy on AI-assisted contributions. |
| Substantive Review Rate | 0.8452 | 323 | 10 April to 7 October 2026 | Share of decided pull requests that received a substantive review. |
| Newcomer Issue Supply | 0 | — | — | Open, unassigned, up-to-date issues marked for newcomers. |
| Newcomer Conversion | Not shown: Insufficient sample size | — | — | Share of first-time authors whose first pull request merged within 180 days. |
| Newcomer Return Rate | Not shown: Insufficient sample size | — | — | Share of those merged first-time authors who sent a second pull request within 90 days. |
| Developer Experience | 100 | 12 | — | Developer experience, 0 to 100: half CI run time, half setup signals. |
Similar projects
The ranked projects nearest this one in the same ecosystem.
- pypa/pip (rank 337)
- bleachbit/bleachbit (rank 351)
- sktime/sktime (rank 356)
- pdm-project/pdm (rank 360)
- saltstack/salt (rank 362)
Evidence
- Snapshot 2026-10-14, data as of 13 October 2026.
- Record hash:
0875eba613796a085f79655631a6f53a0474bc446006c474a671421eb778a4fb - The full record is in data/2026-10-14/repos/8f.json, under the key
headroomlabs-ai/headroom. - How every number is measured: Porchlamp methodology.
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