OpenBMB/UltraRAG
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to OpenBMB/UltraRAG got a first human reply in a median of 5.8 days (68 pull requests, 19 April to 16 October 2026); 36% got none within 14 days. It ranks 2,623 of 3,219 overall. It is not ranked for first-time contributors: this repository does not show a low enough barrier for a first-time contributor.
| Rank | 2,623 of 3,219 |
|---|---|
| Score | 40.91 |
| Tier | C |
| Median first reply | 5.8 days (139.4 hours) |
| 14-day no-reply share | 36% |
| First-timer rank | This repository does not show a low enough barrier for a first-time contributor. |
| Ecosystem | Python |
| Window | 19 April to 16 October 2026 |
Composite
- Rank
- 2,623 of 3,219
- Score
- 40.91
- Tier
- C
- Coverage
- 75% · Ceiling B
- Quadrant
- Graveyard
Coordinates: leverage 49.1 (coverage 68%), friction 64.2 (coverage 85%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 24.5 | 75% |
| Criticality | 39.0 | 35% |
| Governance | 59.3 | 100% |
| Rigor | 59.2 | 100% |
| Accessibility | 28.8 | 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. | Not shown: Insufficient sample size | ||||
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 35.7% | 28.6 | 14 | 20 April to 17 October 2026 | primaryraw/pr_window/OpenBMB__UltraRAG.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 28.6% | 35.7 | 14 | — | primaryraw/author_history/OpenBMB__UltraRAG.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 139.4 hours (5.8 days) | 11.5 | 68 | 19 April to 16 October 2026 | primaryraw/pr_window/OpenBMB__UltraRAG.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 491.9 hours (20.5 days) | 34.6 | 51 | 19 April to 16 October 2026 | primaryraw/pr_window/OpenBMB__UltraRAG.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | Not shown: Third-party data unavailable | ||||
| Monthly DownloadsDownloads from the package registry in a month. | Not shown: Third-party data unavailable | ||||
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.39 | 39.0 | — | — | proxy:no_dependents_signalraw/github_meta/OpenBMB__UltraRAG.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 | 187 | — | primaryraw/commits_365d/OpenBMB__UltraRAG.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/OpenBMB__UltraRAG.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/OpenBMB__UltraRAG.json |
Rigor
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| AI Policy PostureWhether the project has a written policy on AI-assisted contributions. | Written AI policy | 95.0 | — | — | primaryraw/governance/OpenBMB__UltraRAG.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 76.6316 | 76.6 | 57 | — | proxy:review_ciraw/pr_window/OpenBMB__UltraRAG.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 0.0% | 0.0 | 110 | 19 April to 16 October 2026 | primaryraw/pr_window/OpenBMB__UltraRAG.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 70 | 70.0 | 30 | — | primaryraw/actions_runs/OpenBMB__UltraRAG.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | 20.0% | 40.0 | 5 | — | primaryraw/author_history/OpenBMB__UltraRAG.json |
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/OpenBMB__UltraRAG.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 | 2,623 of 3,219 | 40.91 | C | Rated |
| First-timer | This repository does not show a low enough barrier for a first-time contributor. | |||
| 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 | 2,532 of 3,696 | 45.17 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- e30abc4aad135c21ded7b7515d77822586a03f48c90806da3203d927ad2882f7
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/74.json, under the key OpenBMB/UltraRAG.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). OpenBMB/UltraRAG. Snapshot 2026-10-17. https://porchlamp.org/projects/openbmb/ultrarag/. CC BY 4.0.
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