rajbos · user
collected 2026-11-04T14:04:41.323Z
📅 2024-12-16 → 2026-11-04

DevEx Metrics

Focus repositories

AI Engineering Fluency

1 repo
baseline: all repositories, selected period

Median first-review wait: –

Metric Baselineall 145 repos AI Engineering Fluencycurrent period Difference
Median cycle timePR created → merged – – –
Cycle time p75the slow quarter of PRs – – –
Cycle time p90the worst tenth – – –
Wait for first reviewopened → first review, reviewed merged PRs – – –
Median PR sizelines added + deleted – – –
Merged PRsin the selected period – – –
AI-authored PRsshare of human + AI PRs – – –

145
Repositories
166
Issues Opened
162 closed
392
Merged PRs
274 opened
79
Committers
50 reviewers (90 d)
18.2%
AI PRs
686 AI-authored · 17 reviewed
16
Agent Tasks (30d)
5 completed · 2 PRs
6.6hr
Median Cycle Time
PR created → merged
48
Median PR Size
17% over 400 lines
1min
Wait for Review
n=11 reviewed PRs
5.3%
PRs Abandoned
228 open · median age 64.5days
0.0
Credits / Agent PR
0.0 credits · 2 PRs

Where the time goes

Every leg of a merged pull request's life after it was opened. Medians, not means — one pull request left open over a holiday would move a mean and tell you nothing.

Leg p50 p75 p90 n
Waiting for a first reviewopened → first review – – – –
Waiting for approvalfirst review → first approval – – – –
Waiting for a mergefirst approval → merged – – – –

Reviews and rework by repository

Merged PRs in the selected period. Review rounds count submitted reviews, not distinct back-and-forth cycles. Conversation comments exclude inline review threads.

Repository Merged PRs Median reviews per reviewed PR Conversation comments Review threads Commits after first review

AI vs human pull requests

The same measurements, split by who authored the pull request. Bot authors that are not AI tools (Dependabot and friends) are excluded from both columns.

Metric AI-authored Human-authored Difference
Merged PRsin the selected period – – –
Median cycle timeopened → merged – – –
Cycle time p75the slow quarter – – –
Median PR sizelines added + deleted – – –
Large PRsshare over 400 lines – – –
Wait for first reviewopened → first review – – –
Review roundsmedian reviews per reviewed PR – – –
Revertedshare later reverted by another PR – – –

Issues

Pull Requests

Top Repositories

PR Trends (per week)

Issue Trends (per week)

PR Size Trends (lines/week)

PR Cycle Time (weekly median, hours)

Actor Breakdown (PRs merged per week)

AI Adoption

AI Author Breakdown

Issue → PR Lead Time

Wait for First Review (weekly median, hours)

Review Load Concentration –

Reviews per reviewer. A Gini near 0 means the load is shared; near 1 means one person carries it.

AI-authored PRs merged per week

Agent Tasks by Repository (30 d)

Repositories

Original order

ⓘ The merged PR count reflects the selected period. Expand a row for all-time details.
devops-actions/docker-action-demo
0 / 030002026-05-23+0-0–
devops-actions/issue-comment-tag
0 / 124540402026-11-02+189960-191040–
devops-actions/load-available-actions
3 / 476205402026-11-01+237-194–
devops-actions/load-used-actions
1 / 142890502026-11-02+48820-4046–
github-technology-partners/partner-actions
1 / 0161002024-06-24+0-0–
marcduiker/octogotchi
1 / 320002021-04-09+0-0–
marcduiker/octogotchi-backend
2 / 320002021-04-29+0-0–
MatthijsvdVeer/MondrianMuse
10 / 1026413102026-08-04+2420-1127–
mcp-research/mcp-security-scans
4 / 83974402026-07-24+9929-2277–
molson504x/copilot-custom-extension
0 / 002002025-11-16+0-0–
ppremk/lfs-warning
4 / 13525002024-09-07+0-0–
ps-actions-sandbox/ActionsFundamentals
4 / 101519002025-08-13+0-0–
rajbos/.github
0 / 000002024-04-27+0-0–
rajbos/acp-editor-demo
0 / 001002026-01-26+0-0–
rajbos/actions-load-test
0 / 010002022-09-09+0-0–
rajbos/actions-marketplace
9 / 14786202026-11-04+2093-215–
rajbos/actions-marketplace-checks
2 / 222391502026-11-01+7716-752–
rajbos/actions-permissions
0 / 000002023-07-24+0-0–
rajbos/actions-testing
0 / 000002021-01-27+0-0–
rajbos/actions-testing-grounds
0 / 000002021-09-12+0-0–

20 of 145 repositories shown

AI instruction landscape

Review older file signals first, followed by active repositories without AI instruction files, alongside Git commits, configured team activity and measurable instruction cues. Presence and age are maintenance signals; the rubric is not a correctness verdict.

114 / 145 observedSanitized JSON
98No files observed
11Older age signals
0History incomplete
31Observation unknown

Overview categories can overlap. Git commits (30d / 90d) come from pinned-head history ending at the AI scan time; team counts need a complete linked-author history and an explicit GitHub-handle roster. Triage prefers Git activity, falling back to observed merged PRs / 90d at the DevEx collection time when Git history is unknown. The PR timeline can be incomplete. Quality cues score observable content, not correctness: 25 points each for scope, actions, checks and guardrails in hash-verified content. Commits since change include the file's last-changed date, and older age is not evidence of incorrect instructions. Unknown never means zero; this view ignores dashboard PR period and bot filters. Observations come from landscape scanner 0.1.2.

Attention first
Review first2 older file signals rajbos/github-azure-devops-marketplace-extension-news 7 observed 2 30d14 90d Unknown 30dUnknown 90d 2 observed · 2 older signals 25/1002 / 2 files scored Oldest 352 dLag up to 349 d +0 added · 0 changed · −0 removedCompared with at 1c9fb9f61bc2 1c9fb9f61bc2
Review first1 older file signal rajbos/microsoft-todo-mcp-server 0 observed 0 30d0 90d Unknown 30dUnknown 90d 1 observed · 1 older signals 25/1001 / 1 files scored Oldest 513 dLag up to 306 d +0 added · 0 changed · −0 removedCompared with at dd99cb7732f7 dd99cb7732f7
Review first1 older file signal rajbos/rajbos 6 observed 0 30d7 90d Unknown 30dUnknown 90d 1 observed · 1 older signals 25/1001 / 1 files scored Oldest 338 dLag up to 304 d +0 added · 0 changed · −0 removedCompared with at cfbfb9611e88 cfbfb9611e88
Review first10 older file signals rajbos/ai-engineering-fluency 617 observed 221 30d887 90d Unknown 30dUnknown 90d 162 observed · 10 older signals Unknown160 / 162 files scored Oldest 292 dLag up to 291 d +0 added · 0 changed · −0 removedCompared with at 205ef1f8edfa 1e6d9b97789a
Review first4 older file signals rajbos/actions-marketplace-checks 20 observed 2 30d19 90d Unknown 30dUnknown 90d 4 observed · 4 older signals 50/1004 / 4 files scored Oldest 302 dLag up to 287 d +0 added · 0 changed · −0 removedCompared with at d5d65716aade d5d65716aade
Review first9 older file signals rajbos/Jarvis 206 observed 89 30d333 90d Unknown 30dUnknown 90d 13 observed · 9 older signals 21/10013 / 13 files scored Oldest 232 dLag up to 232 d +0 added · 0 changed · −0 removedCompared with at 9b0c94e4d891 933d35e1af8a
Review first2 older file signals rajbos/GHAzDo-widget 23 observed 0 30d23 90d Unknown 30dUnknown 90d 2 observed · 2 older signals 25/1002 / 2 files scored Oldest 227 dLag up to 193 d +0 added · 0 changed · −0 removedCompared with at c42863cbfe03 c42863cbfe03
Review first1 older file signal rajbos/game-center 0 observed 0 30d0 90d Unknown 30dUnknown 90d 1 observed · 1 older signals 100/1001 / 1 files scored Oldest 316 dLag up to 187 d +0 added · 0 changed · −0 removedCompared with at 5ed7031d757f 5ed7031d757f
Review first2 older file signals rajbos/github-fork-updater 2 observed 0 30d2 90d Unknown 30dUnknown 90d 2 observed · 2 older signals 25/1002 / 2 files scored Oldest 197 dLag up to 163 d +0 added · 0 changed · −0 removedCompared with at ec65c39fad77 ec65c39fad77
Review first5 older file signals rajbos/rajbos.github.io 11 observed 6 30d28 90d Unknown 30dUnknown 90d 9 observed · 5 older signals 28/1009 / 9 files scored Oldest 173 dLag up to 156 d +0 added · 0 changed · −0 removedCompared with at a1849e81d981 a1849e81d981
Review first1 older file signal rajbos/github-copilot-premium-reqs-usage-fork 11 observed 0 30d14 90d Unknown 30dUnknown 90d 2 observed · 1 older signals 50/1002 / 2 files scored Oldest 181 dLag up to 131 d +0 added · 0 changed · −0 removedCompared with at feb3e8090d5d feb3e8090d5d
Review nextNo AI instruction files observed rajbos/github-copilot-model-notifier 3 observed 4 30d27 90d Unknown 30dUnknown 90d 0 observed · 0 older signals Unknown0 / 0 files scored Not applicableNo observed files +0 added · 0 changed · −0 removedCompared with at 228ade88c06a 228ade88c06a
Review nextNo AI instruction files observed rajbos/awesome-ai-tokenomics 0 observed 0 30d26 90d Unknown 30dUnknown 90d 0 observed · 0 older signals Unknown0 / 0 files scored Not applicableNo observed files +0 added · 0 changed · −0 removedCompared with at 63d069fbece5 63d069fbece5
Review nextNo AI instruction files observed rajbos/actions-marketplace 9 observed 0 30d9 90d Unknown 30dUnknown 90d 0 observed · 0 older signals Unknown0 / 0 files scored Not applicableNo observed files +0 added · 0 changed · −0 removedCompared with at 2e228daa6775 2e228daa6775
Review nextNo AI instruction files observed rajbos/GitHub-ratelimit-research 9 observed 4 30d9 90d Unknown 30dUnknown 90d 0 observed · 0 older signals Unknown0 / 0 files scored Not applicableNo observed files +0 added · 0 changed · −0 removedCompared with at dfd978133eeb bd63e2b3aa70
Review nextNo AI instruction files observed rajbos/openssf-scorecard-monitor 9 observed 0 30d9 90d Unknown 30dUnknown 90d 0 observed · 0 older signals Unknown0 / 0 files scored Not applicableNo observed files +0 added · 0 changed · −0 removedCompared with at e7e6c3cfad34 e7e6c3cfad34
Review nextNo AI instruction files observed rajbos/typescript-demo 8 observed 0 30d8 90d Unknown 30dUnknown 90d 0 observed · 0 older signals Unknown0 / 0 files scored Not applicableNo observed files +0 added · 0 changed · −0 removedCompared with at df0b1f6f8829 df0b1f6f8829
Review nextNo AI instruction files observed rajbos/create-github-app-from-manifest 4 observed 0 30d6 90d Unknown 30dUnknown 90d 0 observed · 0 older signals Unknown0 / 0 files scored Not applicableNo observed files +0 added · 0 changed · −0 removedCompared with at 9fdfeecc1b7c 9fdfeecc1b7c
Review nextNo AI instruction files observed rajbos/demo-actions 5 observed 0 30d5 90d Unknown 30dUnknown 90d 0 observed · 0 older signals Unknown0 / 0 files scored Not applicableNo observed files +0 added · 0 changed · −0 removedCompared with at 0e87ee76a8bb 0e87ee76a8bb
Review nextNo AI instruction files observed rajbos/mcp-registry-demo 5 observed 0 30d5 90d Unknown 30dUnknown 90d 0 observed · 0 older signals Unknown0 / 0 files scored Not applicableNo observed files +0 added · 0 changed · −0 removedCompared with at 5b66f6ce1e29 5b66f6ce1e29

Public repository discovery

Full-history facts at pinned public repository heads. Source LOC and ADR detection are estimates; commits are separate from DevEx PR/issue metrics and do not follow their filters.

25 / 145 observedSanitized JSON

As of . Unknown means not scanned, never zero. The 90-day activity trend counts commits on the observed branch, not pushes.

RepositoryInventoryCommits 30d / 90dADRsArtifact evidence
devops-actions/docker-action-demoDifferent owner; not scannedUnknownUnknownUnknown
devops-actions/issue-comment-tagDifferent owner; not scannedUnknownUnknownUnknown
devops-actions/load-available-actionsDifferent owner; not scannedUnknownUnknownUnknown
devops-actions/load-used-actionsDifferent owner; not scannedUnknownUnknownUnknown
github-technology-partners/partner-actionsDifferent owner; not scannedUnknownUnknownUnknown
marcduiker/octogotchiDifferent owner; not scannedUnknownUnknownUnknown
marcduiker/octogotchi-backendDifferent owner; not scannedUnknownUnknownUnknown
MatthijsvdVeer/MondrianMuseDifferent owner; not scannedUnknownUnknownUnknown
mcp-research/mcp-security-scansDifferent owner; not scannedUnknownUnknownUnknown
molson504x/copilot-custom-extensionDifferent owner; not scannedUnknownUnknownUnknown
ppremk/lfs-warningDifferent owner; not scannedUnknownUnknownUnknown
ps-actions-sandbox/ActionsFundamentalsDifferent owner; not scannedUnknownUnknownUnknown
rajbos/.githubOutside the ranked scan cap; not scannedUnknownUnknownUnknown
rajbos/acp-editor-demoOutside the ranked scan cap; not scannedUnknownUnknownUnknown
rajbos/actions-load-testOutside the ranked scan cap; not scannedUnknownUnknownUnknown
rajbos/actions-marketplace 32 files · 116K bytes · 2.3K LOC
Languages & comparison

PowerShell 917 LOC (7 files) · CSS 723 LOC (1 files) · JavaScript 549 LOC (2 files) · HTML 135 LOC (3 files)

Compared with 2026-11-03: +0 files; +0 source LOC. Commit window counts are rolling, not cumulative (+0 difference).

Head 2e228daa6775

 0 / 9 6 lifetime commit authors 0 1 manifests · 4 produces · 28 consumes
rajbos/actions-marketplace-checksOver size limit; not scannedUnknownUnknownUnknown
rajbos/actions-permissionsOutside the ranked scan cap; not scannedUnknownUnknownUnknown
rajbos/actions-testingOutside the ranked scan cap; not scannedUnknownUnknownUnknown
rajbos/actions-testing-groundsOutside the ranked scan cap; not scannedUnknownUnknownUnknown

Possible public connections

Artifact matches from manifests and CI configuration are heuristic; file evidence is from verified-public repositories only. Artifact identifiers are intentionally omitted.

  • rajbos/Jarvis may consume an artifact from rajbos/ai-engineering-fluency (heuristic, not a verified runtime dependency)
    • Consumer file package.json · producer file cli/package.json
    • Consumer file package.json · producer file vscode-extension/package.json