PorchlampFind the projects that leave the light on.2026-10-17

What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.

Outside pull requests to microsoft/graphrag got a first human reply in a median of 1.8 hours (28 pull requests, 18 April to 15 October 2026); 54% got none within 14 days. It ranks 2,736 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.

Key facts
Rank2,736 of 3,219
Score39.26
TierD
Median first reply1.8 hours
14-day no-reply share54%
First-timer rankThis repository does not show a low enough barrier for a first-time contributor.
EcosystemPython
Window18 April to 15 October 2026

Composite

Rank
2,736 of 3,219
Score
39.26
Tier
D
Coverage
98% · Full
Quadrant
Graveyard

Coordinates: leverage 35.0 (coverage 100%), friction 54.8 (coverage 97%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness58.9100%
Criticality26.5100%
Governance38.3100%
Rigor46.9100%
Accessibility21.585%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.60.6%75.83318 April to 17 July 2026primaryraw/pr_window/microsoft__graphrag.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.53.7%0.06720 April to 17 October 2026primaryraw/pr_window/microsoft__graphrag.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.4.0%5.025—primaryraw/author_history/microsoft__graphrag.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.1.8 hours (0.1 days)100.02818 April to 15 October 2026primaryraw/pr_window/microsoft__graphrag.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.45.2 hours (1.9 days)89.53118 April to 15 October 2026primaryraw/pr_window/microsoft__graphrag.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.015.9——primaryraw/dependents/microsoft__graphrag.json
Monthly DownloadsDownloads from the package registry in a month.50,897 downloads a month40.5——primaryraw/downloads/pypi__graphrag.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.286428.6——primaryraw/github_meta/microsoft__graphrag.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.250.078—primaryraw/commits_365d/microsoft__graphrag.json
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.Company CLA25.0——primaryraw/governance/microsoft__graphrag.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/microsoft__graphrag.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/microsoft__graphrag.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.86.181886.233—proxy:review_ciraw/pr_window/microsoft__graphrag.json
Substantive Review RateShare of decided pull requests that received a substantive review.1.2%1.417318 April to 15 October 2026primaryraw/pr_window/microsoft__graphrag.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.92.666792.79—primaryraw/actions_runs/microsoft__graphrag.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.6.3%12.516—primaryraw/author_history/microsoft__graphrag.json
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/microsoft__graphrag.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

PersonaRankScoreTierStatus
Balanced2,736 of 3,21939.26DRated
First-timerThis repository does not show a low enough barrier for a first-time contributor.
Career capitalThis repository's production-criticality signal is not yet high enough for career-capital ranking.
Senior systemsFewer than 3 organizations account for most commits (not multi-vendor).
AI-assisted2,957 of 3,69641.39CRated

Integrity

Snapshot
2026-10-17
Raw hash
592ccc2989c29200f03a6bde4368ea2afda4c18da04ce18a42964e7b5d8523e5

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/da.json, under the key microsoft/graphrag.

How every number is measured: Porchlamp methodology.

Open an issue about this record and say what looks wrong.

Porchlamp (2026). microsoft/graphrag. Snapshot 2026-10-17. https://porchlamp.org/projects/microsoft/graphrag/. CC BY 4.0.

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