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marcusquinn/README.md

Marcus Quinn

Open-Source wins. You can't lose what you give freely. Knowledge shared, multiplies.

HTML JavaScript Ruby Shell TypeScript Python SQL CSS PHP WordPress Docker Cloudron Linux macOS Claude OpenCode Git

Shipping with AI agents around the clock -- human hours for thinking, machine hours for doing.

Stats auto-updated by aidevops.

Work with AI

Metric 24h 7 Days 28 Days 365 Days
Screen time (Mac) 11.8h 90.2h 340.1h ~4,584h*
User AI session hours 2.2h 28.6h 103.7h 994.3h
AI worker hours 29.3h 158.1h 373.5h 2737.7h
AI concurrency hours 43.5h 292.9h 973.2h 6,051.3h
Interactive sessions 12 76 347 5,846
Worker sessions 22 88 355 13,495

Screen time from macOS display events, snapshotted daily. *365-day extrapolated (accumulating real data).

User AI session hours are attended interactive time measured from gaps between AI responses and the next user message; AI concurrency hours include attended time, AI generation, and background workers.

AI session 365-day totals cover 220 days of local assistant session history (not extrapolated).

AI Model Usage (last 30 days)

Model Requests Input Output Cache read API Cost Cache savings Model savings
gpt-5.5 90,053 441.5M 16.3M 7,634.8M $3,397.25 $20,614.05 $15,442.34
gpt-5.4-mini 443 3.8M 54K 19.1M $1.77 $35.92 $68.77
Total 90,496 445.4M 16.4M 7,653.9M $3,399.02 $20,649.97 $15,511.11

8,115.9M total tokens processed. 94.3% cache hit rate.

$36,161.08 total saved ($20,649.97 caching + $15,511.11 model routing vs all-Opus).

Model savings are modest because ~94.3% of tokens are cache reads, where price differences between models are small.

AI Model Usage (all time)

Model Requests Input Output Cache read API Cost Cache savings Model savings
claude-opus-4-6 165,978 112.2M 60.1M 16,297.3M $42,977.65 $220,013.82 $0.00
claude-opus-4-7 39,573 52K 38.3M 5,405.7M $17,086.83 $72,977.75 $0.00
claude-sonnet-4-6 317,147 249.2M 99.5M 23,951.5M $13,126.71 $64,669.16 $37,706.16
gpt-5.5 243,315 1,190.0M 46.3M 21,378.8M $9,247.87 $57,722.85 $42,715.06
gpt-5.3-codex 35,951 209.0M 9.6M 2,401.7M $1,814.50 $4,503.21 $5,341.79
gpt-5.4 17,035 107.3M 4.7M 1,150.8M $679.12 $2,157.79 $2,655.04
claude-haiku-4-5 2,987 4K 751K 201.2M $25.72 $144.93 $339.25
claude-opus-4-5 51 10 23K 3.5M $14.00 $47.94 $0.00
gpt-5.4-mini 1,982 9.8M 315K 113.4M $13.23 $212.67 $242.59
gpt-5.2 579 1.8M 353K 20.3M $9.66 $38.19 $64.18
kimi-k2.6 81 2.2M 25K 2.8M $7.96 $0.00 $39.79
gpt-5.3-codex-spark 78 492K 71K 3.6M $6.82 $6.76 $13.93
gemini-3-flash 2,339 34.0M 624K 88.4M $6.01 $9.95 $681.41
big-pickle 76 84K 17K 3.1M $2.26 $0.00 $7.33
mimo-v2-omni-free 48 160K 11K 3.4M $1.73 $9.33 $6.75
qwen3.6-plus-free 4 202K 2K 0 $0.68 $0.00 $2.60
mimo-v2-pro-free 17 77K 3K 1.1M $0.67 $3.21 $2.59
anthropic/claude-opus-4.1 2 28K 234 27K $0.48 $0.38 $0.00
nemotron-3-super-free 1 83K 129 0 $0.25 $0.00 $1.00
minimax-m2.5-free 12 10K 1K 211K $0.15 $0.00 $0.61
claude-sonnet-4 4 17 231 76K $0.12 $0.21 $0.11
Total 827,260 1,917.1M 260.9M 71,027.6M $85,022.42 $422,518.14 $89,820.19

75,214.4M total tokens processed. 94.4% cache hit rate.

$512,338.33 total saved ($422,518.14 caching + $89,820.19 model routing vs all-Opus).

Model savings are modest because ~94.4% of tokens are cache reads, where price differences between models are small.

Projects

  • homebrew-tap -- Homebrew tap for aidevops and other tools
  • aidevops -- Vibe-Coding is easy. DevOps is hard. AI DevOps automates your software, business, and personal development with managed infrastructure through AI chat in OpenCode. Opinionated tools, services, CLI & API tech-stack — for speed, security, and 24/7 results. Open-source-preferred, and SOTA everything.
  • aidevops.sh -- The AI Devops website source code for https://aidevops.sh
  • quickfile-mcp -- MCP server for QuickFile UK accounting software - invoices, clients, purchases, banking, and reports
  • cloudron-netbird-app -- NetBird WireGuard mesh VPN - Cloudron app package
  • aidevops-cloudron-app -- Cloudron app: always-on remote worker node for AI DevOps — headless Claude Code dispatch, multi-node orchestration
  • amazon-order-history-csv-download-mcp -- Download Amazon Order History As Orders & Items CSV files, plus simplified CSV file versions for importing to your accounting software. Supports Amazon United States US, United Kingdom, Canada, Germany, France, Spain, Italy, Netherlands, Japan, Australia, Mexico, India, UAE, Saudi Arabia, Ireland, Belgium
  • marcusquinn.github.io -- Personal Website, Work, Ecommerce, Social Links, Software, Hosting, Services, Preferences, Audio, Music, Video, Markdown, Plain Text, Links

Contributions

"documentation_url": "https://docs.github.com/en/rest/using-the-rest-api/getting-started-with-the-rest-api#rate-limiting",
"documentation_url": "https://docs.github.com/en/rest/using-the-rest-api/getting-started-with-the-rest-api#rate-limiting",
"documentation_url": "https://docs.github.com/en/rest/using-the-rest-api/getting-started-with-the-rest-api#rate-limiting",
"documentation_url": "https://docs.github.com/en/rest/using-the-rest-api/getting-started-with-the-rest-api#rate-limiting",
"documentation_url": "https://docs.github.com/en/rest/using-the-rest-api/getting-started-with-the-rest-api#rate-limiting",
"documentation_url": "https://docs.github.com/en/rest/using-the-rest-api/getting-started-with-the-rest-api#rate-limiting",
"documentation_url": "https://docs.github.com/en/rest/using-the-rest-api/getting-started-with-the-rest-api#rate-limiting",
"message": "API rate limit exceeded for user ID 6428977. If you reach out to GitHub Support for help, please include the request ID FA45:384F98:128D079:166D35B:6A4B28E5 and timestamp 2026-07-06 04:02:45 UTC. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service https:\/\/docs.github.com\/en\/site-policy\/github-terms\/github-terms-of-service",
"message": "API rate limit exceeded for user ID 6428977. If you reach out to GitHub Support for help, please include the request ID FA49:10B5B1:1312462:16F1F89:6A4B28E6 and timestamp 2026-07-06 04:02:46 UTC. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service https:\/\/docs.github.com\/en\/site-policy\/github-terms\/github-terms-of-service",
"message": "API rate limit exceeded for user ID 6428977. If you reach out to GitHub Support for help, please include the request ID FA4E:1C222F:13613EC:1741ACD:6A4B28E7 and timestamp 2026-07-06 04:02:47 UTC. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service https:\/\/docs.github.com\/en\/site-policy\/github-terms\/github-terms-of-service",
"message": "API rate limit exceeded for user ID 6428977. If you reach out to GitHub Support for help, please include the request ID FA52:42B87:12944A9:1674AA7:6A4B28E8 and timestamp 2026-07-06 04:02:48 UTC. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service https:\/\/docs.github.com\/en\/site-policy\/github-terms\/github-terms-of-service",
"message": "API rate limit exceeded for user ID 6428977. If you reach out to GitHub Support for help, please include the request ID FA54:8505C:11BBD0E:159BD11:6A4B28E9 and timestamp 2026-07-06 04:02:49 UTC. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service https:\/\/docs.github.com\/en\/site-policy\/github-terms\/github-terms-of-service",
"message": "API rate limit exceeded for user ID 6428977. If you reach out to GitHub Support for help, please include the request ID FA58:3CDAC5:119DBD6:157DA55:6A4B28EA and timestamp 2026-07-06 04:02:50 UTC. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service https:\/\/docs.github.com\/en\/site-policy\/github-terms\/github-terms-of-service",
"message": "API rate limit exceeded for user ID 6428977. If you reach out to GitHub Support for help, please include the request ID FA5B:236D90:140996A:17E93C3:6A4B28EB and timestamp 2026-07-06 04:02:51 UTC. For more on scraping GitHub and how it may affect your rights, please review our Terms of Service https:\/\/docs.github.com\/en\/site-policy\/github-terms\/github-terms-of-service",
"status": "403"
"status": "403"
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"status": "403"
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"status": "403"

Connect

Website X GitHub


Stats auto-updated 2026-07-06 17:43 UTC by aidevops pulse.

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