HKUDS/RAG-Anything
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to HKUDS/RAG-Anything got a first human reply in a median of 4.4 days (45 pull requests, 18 April to 15 October 2026); 29% got none within 14 days. It ranks 2,082 of 3,219 overall. For first-time contributors it ranks 1,072 of 1,525 (the bottom 30%).
| Rank | 2,082 of 3,219 |
|---|---|
| Score | 46.40 |
| Tier | C |
| Median first reply | 4.4 days (106.1 hours) |
| 14-day no-reply share | 29% |
| First-timer rank | 1,072 of 1,525 |
| Ecosystem | Python |
| Window | 18 April to 15 October 2026 |
Composite
- Rank
- 2,082 of 3,219
- Score
- 46.40
- Tier
- C
- Coverage
- 100% · Full
- Quadrant
- Nursery
Coordinates: leverage 35.6 (coverage 100%), friction 41.1 (coverage 100%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 56.8 | 100% |
| Criticality | 25.2 | 100% |
| Governance | 68.0 | 100% |
| Rigor | 31.4 | 100% |
| Accessibility | 50.5 | 100% |
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. | 97.9% | 100.0 | 47 | 18 April to 17 July 2026 | primaryraw/pr_window/HKUDS__RAG-Anything.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 28.8% | 42.5 | 80 | 20 April to 17 October 2026 | primaryraw/pr_window/HKUDS__RAG-Anything.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | 62.2% | 77.7 | 74 | — | primaryraw/author_history/HKUDS__RAG-Anything.json |
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 106.1 hours (4.4 days) | 21.4 | 45 | 18 April to 15 October 2026 | primaryraw/pr_window/HKUDS__RAG-Anything.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 491.2 hours (20.5 days) | 34.8 | 63 | 18 April to 15 October 2026 | primaryraw/pr_window/HKUDS__RAG-Anything.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | 0 | 15.9 | — | — | primaryraw/dependents/HKUDS__RAG-Anything.json |
| Monthly DownloadsDownloads from the package registry in a month. | 6,929 downloads a month | 25.9 | — | — | primaryraw/downloads/pypi__RAG-Anything.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.3537 | 35.4 | — | — | primaryraw/github_meta/HKUDS__RAG-Anything.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | 3 | 75.0 | 263 | — | primaryraw/commits_365d/HKUDS__RAG-Anything.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/HKUDS__RAG-Anything.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/HKUDS__RAG-Anything.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/HKUDS__RAG-Anything.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 43.038 | 43.0 | 79 | — | proxy:review_ciraw/pr_window/HKUDS__RAG-Anything.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 5.8% | 7.3 | 103 | 18 April to 15 October 2026 | primaryraw/pr_window/HKUDS__RAG-Anything.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/HKUDS__RAG-Anything.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | 66.7% | 100.0 | 18 | — | primaryraw/author_history/HKUDS__RAG-Anything.json |
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/HKUDS__RAG-Anything.json |
| Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days. | 16.7% | 33.3 | 12 | — | primaryraw/author_history/HKUDS__RAG-Anything.json |
Persona view
| Persona | Rank | Score | Tier | Status |
|---|---|---|---|---|
| Balanced | 2,082 of 3,219 | 46.40 | C | Rated |
| First-timer | 1,072 of 1,525 | 50.90 | C | Rated |
| Career capital | This repository's production-criticality signal is not yet high enough for career-capital ranking. | |||
| Senior systems | 998 of 1,276 | 43.16 | C | Rated |
| AI-assisted | 2,833 of 3,696 | 42.65 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- c97ef02c8872e475996ce9d766bc1c533bd69c8c1bfaa57dc712efd08538117e
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/1f.json, under the key HKUDS/RAG-Anything.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). HKUDS/RAG-Anything. Snapshot 2026-10-17. https://porchlamp.org/projects/hkuds/rag-anything/. CC BY 4.0.
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