ModelTC/LightLLM
What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.
For ModelTC/LightLLM, the reply time has too small a sample to measure (0 pull requests counted; 10 needed). 51% of 55 outside pull requests got no reply within 14 days (20 April to 17 October 2026). It ranks 2,194 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.
| Rank | 2,194 of 3,219 |
|---|---|
| Score | 45.38 |
| Tier | C |
| Median first reply | — |
| 14-day no-reply share | 51% |
| First-timer rank | Not enough evidence to show under this lens. |
| Ecosystem | Python |
| Window | 20 April to 17 October 2026 |
Composite
- Rank
- 2,194 of 3,219
- Score
- 45.38
- Tier
- C
- Coverage
- 64% · Ceiling B
- Quadrant
- Nursery
Coordinates: leverage 42.6 (coverage 68%), friction 47.2 (coverage 65%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 56.4 | 50% |
| Criticality | 40.9 | 35% |
| Governance | 68.0 | 100% |
| Rigor | 28.7 | 100% |
| Accessibility | 21.0 | 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. | 72.7% | 90.9 | 11 | 20 April to 19 July 2026 | primaryraw/pr_window/ModelTC__LightLLM.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 50.9% | 0.0 | 55 | 20 April to 17 October 2026 | primaryraw/pr_window/ModelTC__LightLLM.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | Not shown: Insufficient sample size | ||||
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | Not shown: Insufficient sample size | ||||
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 291.8 hours (12.2 days) | 54.9 | 30 | 20 April to 17 October 2026 | primaryraw/pr_window/ModelTC__LightLLM.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. | 0.4087 | 40.9 | — | — | proxy:no_dependents_signalraw/github_meta/ModelTC__LightLLM.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 | 304 | — | primaryraw/commits_365d/ModelTC__LightLLM.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/ModelTC__LightLLM.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/ModelTC__LightLLM.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/ModelTC__LightLLM.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 41.7225 | 41.7 | 209 | — | proxy:review_ciraw/pr_window/ModelTC__LightLLM.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 0.0% | 0.0 | 37 | 20 April to 17 October 2026 | primaryraw/pr_window/ModelTC__LightLLM.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/ModelTC__LightLLM.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. | 0 | 0.0 | — | — | primaryraw/gfi/ModelTC__LightLLM.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 | 2,194 of 3,219 | 45.38 | 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 | 907 of 1,276 | 46.56 | C | Rated |
| AI-assisted | 2,921 of 3,696 | 41.80 | C | Rated |
Integrity
- Snapshot
- 2026-10-17
- Raw hash
- a64fbe1e2329a8838676d9d2a1d89cc36600f561e4b8e95ba37a45cc19e83d18
No suspicion flags on this repository.
The full record is in data/2026-10-17/repos/b0.json, under the key ModelTC/LightLLM.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). ModelTC/LightLLM. Snapshot 2026-10-17. https://porchlamp.org/projects/modeltc/lightllm/. CC BY 4.0.
Similar projects
The ranked projects nearest this one in the same ecosystem.
- laramies/theHarvester (rank 2,187)
- FlowElement-xinliuyuansu/m_flow (rank 2,190)
- liuzhao1225/YouDub-webui (rank 2,200)
- Shubhamsaboo/awesome-llm-apps (rank 2,204)
- LmeSzinc/AzurLaneAutoScript (rank 2,205)