Langchain Engineering Benchmarks

LangChain · GitHub · Updated October 26, 2026

Langchain delivery benchmarks are based on 89 merged pull requests in the last 30 days (1,395 all-time), with 1.9 hours median cycle time, 0.1 hours median review time, and 15 active contributors. AI-related signals appear on 12.4% of recent work. PR volume is down -19% compared to the prior period.

Median Cycle Time
1.9h
PR open to merge
Median Review Time
0.1h
first review to approval
AI-Related Signals
12.4%
directional signal across recent PRs
Best Signal Fast Delivery
1.9h
Median cycle time of 1.9h

Repo vs LangChain Average

+3.2pp
AI Signals
+1.0h
Cycle Time
-0.1h
Review Time

Delivery Trend and AI Signals

PR Backlog (Humans)

Excludes AI agents and automation accounts.

PR Backlog (AI Agents)

AI coding agents only.

Cycle Time by AI-Related Signals

32.3h
with signals
14.6h
baseline
120.5%
difference

PR Breakdown

14 with signals / 90 total PRs

Top AI Tools

claude 7
claude_code 5
ai_generic 2
chatgpt 2

PR Type Breakdown

unknown 61
bugfix 15
feature 10
chore 3

Methodology

Metrics are computed from merged pull request data synced daily from GitHub. AI-related metrics are directional signals inferred from pull request activity patterns and heuristics. Summary metrics use a 30-day rolling window; trends use a 90-day window. Last updated 21 hours, 30 minutes ago.

Updated daily from public GitHub pull requests.

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