tensorflow/tensorboard
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to tensorflow/tensorboard got a first human reply in a median of 20.4 hours (31 pull requests, 19 April to 16 October 2026); 20% got none within 14 days. It ranks 2,377 of 3,219 overall. For first-time contributors it ranks 1,162 of 1,525 (the bottom 24%).
| Rank | 2,377 of 3,219 |
|---|---|
| Score | 43.55 |
| Tier | C |
| Median first reply | 20.4 hours |
| 14-day no-reply share | 20% |
| First-timer rank | 1,162 of 1,525 |
| Ecosystem | JavaScript |
| Window | 19 April to 16 October 2026 |
Composite
- Rank
- 2,377 of 3,219
- Score
- 43.55
- Tier
- C
- Coverage
- 98% · Full
- Quadrant
- Nursery
Coordinates: leverage 31.2 (coverage 100%), friction 43.4 (coverage 97%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 78.0 | 100% |
| Criticality | 16.3 | 100% |
| Governance | 38.3 | 100% |
| Rigor | 51.2 | 100% |
| Accessibility | 31.0 | 85% |
The measured parameters
Responsiveness
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days. | 87.5% | 100.0 | 16 | 19 April to 18 July 2026 | primaryraw/pr_window/tensorflow__tensorboard.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 20.0% | 60.0 | 35 | 20 April to 17 October 2026 | primaryraw/pr_window/tensorflow__tensorboard.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 75.0% | 93.8 | 12 | — | primaryraw/author_history/tensorflow__tensorboard.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 20.4 hours (0.9 days) | 80.8 | 31 | 19 April to 16 October 2026 | primaryraw/pr_window/tensorflow__tensorboard.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 1014.1 hours (42.3 days) | 9.8 | 28 | 19 April to 16 October 2026 | primaryraw/pr_window/tensorflow__tensorboard.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 0 | 10.1 | — | — | primaryraw/dependents/tensorflow__tensorboard.json |
| Monthly DownloadsDownloads from the package registry in a month. | 126 downloads a month | 5.5 | — | — | primaryraw/downloads/npm__tensorboard.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.3108 | 31.1 | — | — | primaryraw/github_meta/tensorflow__tensorboard.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | 2 | 50.0 | 42 | — | primaryraw/commits_365d/tensorflow__tensorboard.json |
| Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA. | Company CLA | 25.0 | — | — | primaryraw/governance/tensorflow__tensorboard.json |
| Promotion LadderHow openly a contributor can become a maintainer, from closed to verified. | No written path to becoming a maintainer | 40.0 | — | — | primaryraw/governance/tensorflow__tensorboard.json |
Rigor
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| AI Policy PostureWhether the project has a written policy on AI-assisted contributions. | No written AI policy | 40.0 | — | — | primaryraw/governance/tensorflow__tensorboard.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 60 | 60.0 | — | — | primaryraw/scorecard/tensorflow__tensorboard.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 40.5% | 50.7 | 37 | 19 April to 16 October 2026 | primaryraw/pr_window/tensorflow__tensorboard.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 20 | 20.0 | 30 | — | primaryraw/actions_runs/tensorflow__tensorboard.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | 33.3% | 66.7 | 12 | — | primaryraw/author_history/tensorflow__tensorboard.json |
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/tensorflow__tensorboard.json |
| Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days. | Not shown: Insufficient sample size | ||||
Persona view
| Persona | Rank | Score | Tier | Status |
|---|---|---|---|---|
| Balanced | 2,377 of 3,219 | 43.55 | C | Rated |
| First-timer | 1,162 of 1,525 | 49.07 | C | Rated |
| Career capital | This repository's production-criticality signal is not yet high enough for career-capital ranking. | |||
| Senior systems | Fewer than 3 organizations account for most commits (not multi-vendor). | |||
| AI-assisted | 2,477 of 3,696 | 45.61 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 0b31d6973e4b56cbab3412e6bc7ff3082b66ac73b6af0b0c69ff50da5148f2d9
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/42.json, under the key tensorflow/tensorboard.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). tensorflow/tensorboard. Snapshot 2026-10-17. https://porchlamp.org/projects/tensorflow/tensorboard/. CC BY 4.0.
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