invoke-ai/InvokeAI
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
Outside pull requests to invoke-ai/InvokeAI got a first human reply in a median of 6.6 days (96 pull requests, 18 April to 15 October 2026); 43% got none within 14 days. It ranks 2,332 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.
| Rank | 2,332 of 3,219 |
|---|---|
| Score | 44.06 |
| Tier | C |
| Median first reply | 6.6 days (158.8 hours) |
| 14-day no-reply share | 43% |
| First-timer rank | Not enough evidence to show under this lens. |
| Ecosystem | Python |
| Window | 18 April to 15 October 2026 |
Composite
- Rank
- 2,332 of 3,219
- Score
- 44.06
- Tier
- C
- Coverage
- 88% · Ceiling A
- Quadrant
- Graveyard
Coordinates: leverage 50.0 (coverage 100%), friction 58.4 (coverage 80%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 37.4 | 80% |
| Criticality | 28.1 | 100% |
| Governance | 59.3 | 100% |
| Rigor | 80.2 | 100% |
| Accessibility | 25.3 | 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. | 83.3% | 100.0 | 48 | 18 April to 17 July 2026 | primaryraw/pr_window/invoke-ai__InvokeAI.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 43.2% | 13.7 | 95 | 20 April to 17 October 2026 | primaryraw/pr_window/invoke-ai__InvokeAI.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | Not shown: Collector failure | ||||
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 158.8 hours (6.6 days) | 6.9 | 96 | 18 April to 15 October 2026 | primaryraw/pr_window/invoke-ai__InvokeAI.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 1218.2 hours (50.8 days) | 8.3 | 59 | 18 April to 15 October 2026 | primaryraw/pr_window/invoke-ai__InvokeAI.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/invoke-ai__InvokeAI.json |
| Monthly DownloadsDownloads from the package registry in a month. | 23,125 downloads a month | 34.3 | — | — | primaryraw/downloads/pypi__InvokeAI.json |
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.3752 | 37.5 | — | — | primaryraw/github_meta/invoke-ai__InvokeAI.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 | 1,000 | — | primaryraw/commits_365d/invoke-ai__InvokeAI.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/invoke-ai__InvokeAI.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/invoke-ai__InvokeAI.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/invoke-ai__InvokeAI.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 94.7498 | 94.7 | 337 | — | proxy:review_ciraw/pr_window/invoke-ai__InvokeAI.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 36.8% | 46.0 | 95 | 18 April to 15 October 2026 | primaryraw/pr_window/invoke-ai__InvokeAI.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 61.1458 | 61.1 | 8 | — | primaryraw/actions_runs/invoke-ai__InvokeAI.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | Not shown: Collector failure | ||||
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 1 | 10.0 | — | — | primaryraw/gfi/invoke-ai__InvokeAI.json |
| Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days. | Not shown: Collector failure | ||||
Persona view
| Persona | Rank | Score | Tier | Status |
|---|---|---|---|---|
| Balanced | 2,332 of 3,219 | 44.06 | C | Rated |
| First-timer | Not enough evidence to show under this lens. | |||
| 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 | 1,521 of 3,696 | 52.60 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- 298eee90f05a0157714ff42677fb47fc797238ef8653b171dc8aef72e239a9b4
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/43.json, under the key invoke-ai/InvokeAI.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). invoke-ai/InvokeAI. Snapshot 2026-10-17. https://porchlamp.org/projects/invoke-ai/invokeai/. CC BY 4.0.
Similar projects
The ranked projects nearest this one in the same ecosystem.
- ScottSloan/Bili23-Downloader (rank 2,310)
- k2-fsa/OmniVoice (rank 2,330)
- state-spaces/mamba (rank 2,339)
- hhyo/Archery (rank 2,340)
- awarexone/Agentic-Bug-Hunter (rank 2,343)