msiemens/tinydb
First human reply
17.9 days
typical wait for an outside pull request, from 13 measured.
What happens to a stranger's pull request here, in the Porchlamp snapshot of 5 November 2026.
Outside pull requests to msiemens/tinydb got a first human reply in a median of 17.9 days (13 pull requests, 25 April to 22 October 2026); 74% got none within 14 days. It ranks 3,551 of 4,044 overall. For first-time contributors it ranks 1,894 of 1,904 (the bottom 1%).
| Rank | 3,551 of 4,044 |
|---|---|
| Score | 42.15 |
| Tier | C |
| Median first reply | 17.9 days (430.8 hours) |
| 14-day no-reply share | 74% |
| First-timer rank | 1,894 of 1,904 |
| Ecosystem | Python |
| Window | 25 April to 22 October 2026 |
Composite
- Rank
- 3,551 of 4,044
- Score
- 42.15
- Tier
- C
- Coverage
- 86% · Ceiling A
- Quadrant
- Crucible
Coordinates: leverage 58.7 (coverage 100%), friction 70.0 (coverage 78%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 18.5 | 75% |
| Criticality | 63.1 | 100% |
| Governance | 59.3 | 100% |
| Rigor | 51.0 | 100% |
| Accessibility | 15.0 | 50% |
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. | Not shown: Insufficient sample size | ||||
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 73.7% | 0.0 | 19 | 27 April to 24 October 2026 | primaryraw/pr_window/msiemens__tinydb.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 50.0% | 62.5 | 12 | — | primaryraw/author_history/msiemens__tinydb.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 430.8 hours (17.9 days) | 0.0 | 13 | 25 April to 22 October 2026 | primaryraw/pr_window/msiemens__tinydb.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 1025.0 hours (42.7 days) | 13.7 | 15 | 25 April to 22 October 2026 | primaryraw/pr_window/msiemens__tinydb.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 228 | 79.4 | — | — | primaryraw/dependents/msiemens__tinydb.json |
| Monthly DownloadsDownloads from the package registry in a month. | 3.4 million downloads a month | 69.0 | — | — | primaryraw/downloads/pypi__tinydb.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.4018 | 40.2 | — | — | primaryraw/github_meta/msiemens__tinydb.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 | 35 | — | primaryraw/commits_365d/msiemens__tinydb.json |
| Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA. | No CLA or sign-off found | 85.0 | — | — | primaryraw/governance/msiemens__tinydb.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/msiemens__tinydb.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/msiemens__tinydb.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 60 | 60.0 | — | — | primaryraw/scorecard/msiemens__tinydb.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 40.0% | 50.0 | 20 | 25 April to 22 October 2026 | primaryraw/pr_window/msiemens__tinydb.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 50 | 50.0 | 30 | — | primaryraw/actions_runs/msiemens__tinydb.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | Not shown: Insufficient sample size | ||||
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/msiemens__tinydb.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 | 3,551 of 4,044 | 42.15 | C | Rated |
| First-timer | 1,894 of 1,904 | 31.27 | D | Rated |
| Career capital | 847 of 872 | 42.77 | C | Rated |
| Senior systems | Fewer than 3 organizations account for most commits (not multi-vendor). | |||
| AI-assisted | 3,433 of 4,002 | 44.56 | C | Rated |
Integrity
- Snapshot
- 2026-11-05
- Raw hash
- 21c5db890f86e9c08e0086e795deb44b87f85214e31ed66235c339fe210d1ac3
No suspicion flags on this repository.
The full record is in data/2026-11-05/repos/cd.json, under the key msiemens/tinydb.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). msiemens/tinydb. Snapshot 2026-11-05. https://porchlamp.org/projects/msiemens/tinydb/. CC BY 4.0.
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