Run log

subagentic-20261011-2000

success started 12 Oct 2026 03:01 UTC finished 12 Oct 2026 03:22 UTC 5 articles

All runs · How a run works · GitHub daily log

Published

Cloudflare's API MCP server now serves Cloudflare skills News · 12 Oct 2026
How to run a first agent with the OpenAI Agents SDK How-Tos · 12 Oct 2026
How to build a first MCP server with the TypeScript SDK How-Tos · 12 Oct 2026
How to run a first AG2 agent How-Tos · 12 Oct 2026
How to create a first Mastra agent How-Tos · 12 Oct 2026

Events

12 Oct 2026 03:01 UTC manager opened

payload

{
  "runId": "subagentic-20261011-2000"
}

12 Oct 2026 03:01 UTC manager trigger

payload

{
  "source": "cron",
  "maxArticles": 5
}

12 Oct 2026 03:02 UTC searcher candidates
payload
```
{
  "count": 2,
  "lightDay": true
}
```

12 Oct 2026 03:02 UTC searcher usage

payload

{
  "input_tokens": 5745,
  "output_tokens": 164,
  "total_tokens": 5909,
  "cached_tokens": 1152,
  "reasoning_tokens": 29,
  "cost_in_usd_ticks": 357460000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

12 Oct 2026 03:02 UTC searcher usage

payload

{
  "input_tokens": 10175,
  "output_tokens": 240,
  "total_tokens": 10415,
  "cached_tokens": 1152,
  "reasoning_tokens": 143,
  "cost_in_usd_ticks": 200620000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

12 Oct 2026 03:02 UTC searcher usage

payload

{
  "input_tokens": 12460,
  "output_tokens": 1471,
  "total_tokens": 13931,
  "cached_tokens": 10112,
  "reasoning_tokens": 1241,
  "cost_in_usd_ticks": 185780000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-2"
}

12 Oct 2026 03:02 UTC manager prefilter
payload
```
{
  "kept": 2
}
```

12 Oct 2026 03:05 UTC analyst slate

payload

{
  "count": 7,
  "quietDay": true,
  "quietNote": "Only two confirmable releases; the rest of the slate is evergreen setup docs from other harnesses.",
  "rejections": [],
  "unreported": 0
}

12 Oct 2026 03:05 UTC analyst usage

payload

{
  "input_tokens": 154030,
  "output_tokens": 12160,
  "total_tokens": 166190,
  "cached_tokens": 55808,
  "reasoning_tokens": 7659,
  "cost_in_usd_ticks": 4123080000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 21,
  "web_search_calls": 19,
  "x_search_calls": 2,
  "step": "analyze"
}

12 Oct 2026 03:06 UTC writer usage

payload

{
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  "output_tokens": 6376,
  "total_tokens": 11415,
  "cached_tokens": 1152,
  "reasoning_tokens": 5613,
  "cost_in_usd_ticks": 466060000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

12 Oct 2026 03:08 UTC writer usage

payload

{
  "input_tokens": 4569,
  "output_tokens": 15246,
  "total_tokens": 19815,
  "cached_tokens": 1152,
  "reasoning_tokens": 13005,
  "cost_in_usd_ticks": 988860000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

12 Oct 2026 03:08 UTC writer usage

payload

{
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  "output_tokens": 16517,
  "total_tokens": 21348,
  "cached_tokens": 1152,
  "reasoning_tokens": 14131,
  "cost_in_usd_ticks": 1070360000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

12 Oct 2026 03:08 UTC editor usage

payload

{
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  "output_tokens": 5529,
  "total_tokens": 10369,
  "cached_tokens": 1152,
  "reasoning_tokens": 5510,
  "cost_in_usd_ticks": 411260000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

12 Oct 2026 03:08 UTC writer published

payload

{
  "briefId": "cf-mcp-skills",
  "slug": "cloudflare-api-mcp-serves-skills",
  "section": "posts",
  "status": "published"
}

12 Oct 2026 03:08 UTC writer usage

payload

{
  "input_tokens": 5476,
  "output_tokens": 13431,
  "total_tokens": 18907,
  "cached_tokens": 1920,
  "reasoning_tokens": 10994,
  "cost_in_usd_ticks": 886580000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

12 Oct 2026 03:09 UTC writer usage

payload

{
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  "output_tokens": 18021,
  "total_tokens": 32057,
  "cached_tokens": 1152,
  "reasoning_tokens": 15629,
  "cost_in_usd_ticks": 1344700000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

12 Oct 2026 03:09 UTC writer usage

payload

{
  "input_tokens": 5211,
  "output_tokens": 16491,
  "total_tokens": 21702,
  "cached_tokens": 1152,
  "reasoning_tokens": 14116,
  "cost_in_usd_ticks": 1076400000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

12 Oct 2026 03:11 UTC writer usage

payload

{
  "input_tokens": 7270,
  "output_tokens": 13287,
  "total_tokens": 20557,
  "cached_tokens": 1920,
  "reasoning_tokens": 10918,
  "cost_in_usd_ticks": 913820000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

12 Oct 2026 03:11 UTC writer usage

payload

{
  "input_tokens": 6892,
  "output_tokens": 16592,
  "total_tokens": 23484,
  "cached_tokens": 1920,
  "reasoning_tokens": 14401,
  "cost_in_usd_ticks": 1104560000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

12 Oct 2026 03:12 UTC writer usage

payload

{
  "input_tokens": 2902,
  "output_tokens": 8256,
  "total_tokens": 11158,
  "cached_tokens": 2816,
  "reasoning_tokens": 7537,
  "cost_in_usd_ticks": 511160000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

12 Oct 2026 03:12 UTC editor usage

payload

{
  "input_tokens": 38575,
  "output_tokens": 7174,
  "total_tokens": 45749,
  "cached_tokens": 9472,
  "reasoning_tokens": 7011,
  "cost_in_usd_ticks": 1159860000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 2,
  "web_search_calls": 2,
  "x_search_calls": 0,
  "step": "record-judge"
}

12 Oct 2026 03:12 UTC writer published

payload

{
  "briefId": "openai-agents-sdk",
  "slug": "how-to-run-first-openai-agents-sdk-agent",
  "section": "howtos",
  "status": "published"
}

12 Oct 2026 03:12 UTC editor usage

payload

{
  "input_tokens": 2467,
  "output_tokens": 3193,
  "total_tokens": 5660,
  "cached_tokens": 1152,
  "reasoning_tokens": 2976,
  "cost_in_usd_ticks": 223640000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

12 Oct 2026 03:12 UTC writer usage

payload

{
  "input_tokens": 8079,
  "output_tokens": 20330,
  "total_tokens": 28409,
  "cached_tokens": 5376,
  "reasoning_tokens": 17894,
  "cost_in_usd_ticks": 1300740000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

12 Oct 2026 03:12 UTC writer dropped

payload

{
  "briefId": "openclaw-2026101",
  "slug": "openclaw-2026-10-1-skill-search-mcp-apps-backups",
  "section": "posts",
  "status": "dropped",
  "reason": "'That list is the release as published' overreaches: the post is an announcement plus a further link, not proof that the bullets are the whole release.; 'The page behind that link was not part of the "
}

12 Oct 2026 03:13 UTC editor usage

payload

{
  "input_tokens": 27711,
  "output_tokens": 8999,
  "total_tokens": 36710,
  "cached_tokens": 17664,
  "reasoning_tokens": 8802,
  "cost_in_usd_ticks": 979200000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 3,
  "web_search_calls": 3,
  "x_search_calls": 0,
  "step": "record-judge"
}

12 Oct 2026 03:13 UTC writer published

payload

{
  "briefId": "mcp-ts-first-server",
  "slug": "how-to-build-a-first-mcp-server-typescript",
  "section": "howtos",
  "status": "published"
}

12 Oct 2026 03:13 UTC writer usage

payload

{
  "input_tokens": 16495,
  "output_tokens": 22087,
  "total_tokens": 38582,
  "cached_tokens": 13952,
  "reasoning_tokens": 19684,
  "cost_in_usd_ticks": 1445840000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

12 Oct 2026 03:13 UTC writer usage

payload

{
  "input_tokens": 7655,
  "output_tokens": 20590,
  "total_tokens": 28245,
  "cached_tokens": 5120,
  "reasoning_tokens": 18256,
  "cost_in_usd_ticks": 1311700000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

12 Oct 2026 03:15 UTC editor usage

payload

{
  "input_tokens": 7640,
  "output_tokens": 7693,
  "total_tokens": 15333,
  "cached_tokens": 2688,
  "reasoning_tokens": 7674,
  "cost_in_usd_ticks": 574060000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

12 Oct 2026 03:15 UTC editor usage

payload

{
  "input_tokens": 25309,
  "output_tokens": 9517,
  "total_tokens": 34826,
  "cached_tokens": 9088,
  "reasoning_tokens": 9163,
  "cost_in_usd_ticks": 1040880000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 2,
  "web_search_calls": 2,
  "x_search_calls": 0,
  "step": "record-judge"
}

12 Oct 2026 03:15 UTC writer published

payload

{
  "briefId": "ag2-first-agent",
  "slug": "how-to-run-a-first-ag2-agent",
  "section": "howtos",
  "status": "published"
}

12 Oct 2026 03:16 UTC writer usage

payload

{
  "input_tokens": 8175,
  "output_tokens": 6892,
  "total_tokens": 15067,
  "cached_tokens": 5376,
  "reasoning_tokens": 4517,
  "cost_in_usd_ticks": 496380000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

12 Oct 2026 03:16 UTC writer dropped

payload

{
  "briefId": "crewai-first-flow",
  "slug": "how-to-build-a-first-crewai-flow",
  "section": "howtos",
  "status": "dropped",
  "reason": "unsourced commands: \"tasks\": [; \"name\": \"research_task\",; \"description\": \"Conduct thorough research about {topic}. Use web search to find recent, credible information.\",; \"expected_output\": \"A markdow"
}

12 Oct 2026 03:17 UTC editor usage

payload

{
  "input_tokens": 84813,
  "output_tokens": 17520,
  "total_tokens": 102333,
  "cached_tokens": 48640,
  "reasoning_tokens": 16798,
  "cost_in_usd_ticks": 2267860000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 5,
  "web_search_calls": 5,
  "x_search_calls": 0,
  "step": "record-judge"
}

12 Oct 2026 03:19 UTC writer usage

payload

{
  "input_tokens": 16999,
  "output_tokens": 12159,
  "total_tokens": 29158,
  "cached_tokens": 13952,
  "reasoning_tokens": 9858,
  "cost_in_usd_ticks": 860240000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

12 Oct 2026 03:22 UTC editor usage

payload

{
  "input_tokens": 16298,
  "output_tokens": 11505,
  "total_tokens": 27803,
  "cached_tokens": 2688,
  "reasoning_tokens": 11486,
  "cost_in_usd_ticks": 975940000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

12 Oct 2026 03:22 UTC writer published

payload

{
  "briefId": "mastra-first-agent",
  "slug": "how-to-create-a-first-mastra-agent",
  "section": "howtos",
  "status": "published"
}

12 Oct 2026 03:22 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2109484907751703019"
  ]
}

12 Oct 2026 03:22 UTC social usage

payload

{
  "input_tokens": 1560,
  "output_tokens": 2037,
  "total_tokens": 3597,
  "cached_tokens": 1152,
  "reasoning_tokens": 1975,
  "cost_in_usd_ticks": 136140000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

12 Oct 2026 03:22 UTC manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 2,
  "filtered": 2,
  "briefs": 7,
  "published": 5,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2109484907751703019"
    ]
  },
  "outcomes": [
    {
      "briefId": "openclaw-2026101",
      "slug": "openclaw-2026-10-1-skill-search-mcp-apps-backups",
      "section": "posts",
      "status": "dropped",
      "reason": "'That list is the release as published' overreaches: the post is an announcement plus a further link, not proof that the bullets are the whole release.; 'The page behind that link was not part of the "
    },
    {
      "briefId": "cf-mcp-skills",
      "slug": "cloudflare-api-mcp-serves-skills",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "openai-agents-sdk",
      "slug": "how-to-run-first-openai-agents-sdk-agent",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "mcp-ts-first-server",
      "slug": "how-to-build-a-first-mcp-server-typescript",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "ag2-first-agent",
      "slug": "how-to-run-a-first-ag2-agent",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "crewai-first-flow",
      "slug": "how-to-build-a-first-crewai-flow",
      "section": "howtos",
      "status": "dropped",
      "reason": "unsourced commands: \"tasks\": [; \"name\": \"research_task\",; \"description\": \"Conduct thorough research about {topic}. Use web search to find recent, credible information.\",; \"expected_output\": \"A markdow"
    },
    {
      "briefId": "mastra-first-agent",
      "slug": "how-to-create-a-first-mastra-agent",
      "section": "howtos",
      "status": "published"
    }
  ]
}

12 Oct 2026 03:22 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20261011-2000/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-10-11.md"
}

12 Oct 2026 03:22 UTC manager emailed

payload

{
  "messageId": "<[redacted]@subagentic.ai>",
  "count": 1
}