{
  "site": "Agentic Weekly",
  "page": "https://theagenticweekly.com/corrections",
  "updated": "2026-10-28",
  "license": {
    "name": "CC BY 4.0",
    "url": "https://creativecommons.org/licenses/by/4.0/"
  },
  "license_spdx": "CC-BY-4.0",
  "attribution": "Data: Agentic Weekly (https://theagenticweekly.com), CC BY 4.0",
  "usage": "Quoting, summarizing and citing this data is encouraged. Credit Agentic Weekly (https://theagenticweekly.com), link the page you used and keep its Reported or Tested label.",
  "report_to": "hello@theagenticweekly.com",
  "corrections": [
    {
      "id": "2026-10-27-compare-snippets",
      "date": "2026-10-27",
      "scope": "26 comparison pages (search snippet text only)",
      "what": "The search snippet of 26 comparison pages listed GitHub star counts in the wrong order (the higher count first, not in the order the tools are named). The page bodies were already correct. Each snippet now lists stars in the same order as the names. Three MCP comparison snippets also no longer cut a license name off mid-word.",
      "changelog": "/changelog#2026-10-27",
      "url": "https://theagenticweekly.com/corrections#2026-10-27-compare-snippets"
    }
  ],
  "verification": {
    "newsBriefs": 26,
    "newsQuotes": 47,
    "newsWithPrimarySource": 26,
    "toolEntries": 139,
    "toolsTested": 43,
    "toolsWithSmokeTestLog": 43,
    "testLogs": 57,
    "modelEntries": 89,
    "modelsLastVerified": {
      "oldest": "2026-10-26",
      "newest": "2026-10-28"
    },
    "toolsLastVerified": {
      "oldest": "2026-10-25",
      "newest": "2026-10-26"
    },
    "paidFeatured": 0,
    "affiliateLinks": 0,
    "note": "Counts derived from the site data; not an accuracy rate."
  },
  "spot_check": {
    "date": "2026-10-28",
    "method": "10 of 88 model entries drawn at random; for each, the context window, max output, API id and price values we publish were searched for as text on the cited vendor page. This is a string match, not a full read of the page: it shows the value appears on the page, not that it sits next to the right model name. It is a small sample and not an accuracy rate.",
    "entriesSampled": 10,
    "factsChecked": 23,
    "valueFound": 22,
    "valueNotFound": 0,
    "couldNotCheck": 1,
    "rows": [
      {
        "model": "nano-banana-pro",
        "fact": "contextTokens",
        "source": "https://ai.google.dev/gemini-api/docs/models/gemini-3-pro-image",
        "result": "value found on the cited page"
      },
      {
        "model": "nano-banana-pro",
        "fact": "maxOutputTokens",
        "source": "https://ai.google.dev/gemini-api/docs/models/gemini-3-pro-image",
        "result": "value found on the cited page"
      },
      {
        "model": "nano-banana-pro",
        "fact": "apiId",
        "source": "https://ai.google.dev/gemini-api/docs/models/gemini-3-pro-image",
        "result": "value found on the cited page"
      },
      {
        "model": "mistral-large-4",
        "fact": "contextTokens",
        "source": "https://docs.mistral.ai/models/mistral-large-4",
        "result": "value found on the cited page"
      },
      {
        "model": "mistral-large-4",
        "fact": "apiId",
        "source": "https://docs.mistral.ai/models/mistral-large-4",
        "result": "value found on the cited page"
      },
      {
        "model": "mistral-large-4",
        "fact": "pricing",
        "source": "https://docs.mistral.ai/models/mistral-large-4",
        "result": "value found on the cited page"
      },
      {
        "model": "muse-spark-open",
        "fact": "contextTokens",
        "source": "https://research.meta.ai/blog/muse-spark-open",
        "result": "value found on the cited page"
      },
      {
        "model": "claude-opus-4-6",
        "fact": "apiId",
        "source": "https://platform.claude.com/docs/en/release-notes/overview",
        "result": "value found on the cited page"
      },
      {
        "model": "claude-opus-4-6",
        "fact": "pricing",
        "source": "https://platform.claude.com/docs/en/release-notes/overview",
        "result": "value found on the cited page"
      },
      {
        "model": "voxtral-tts",
        "fact": "apiId",
        "source": "https://docs.mistral.ai/models/voxtral-tts-26-03",
        "result": "value found on the cited page"
      },
      {
        "model": "voxtral-tts",
        "fact": "pricing",
        "source": "https://docs.mistral.ai/models/voxtral-tts-26-03",
        "result": "value found on the cited page"
      },
      {
        "model": "gemini-3-8-live",
        "fact": "apiId",
        "source": "https://ai.google.dev/gemini-api/docs/pricing",
        "result": "value found on the cited page"
      },
      {
        "model": "gemini-3-8-live",
        "fact": "pricing",
        "source": "https://ai.google.dev/gemini-api/docs/pricing",
        "result": "value found on the cited page"
      },
      {
        "model": "claude-mythos-5",
        "fact": "contextTokens",
        "source": "https://platform.claude.com/docs/en/release-notes/overview",
        "result": "value found on the cited page"
      },
      {
        "model": "claude-mythos-5",
        "fact": "maxOutputTokens",
        "source": "https://platform.claude.com/docs/en/release-notes/overview",
        "result": "value found on the cited page"
      },
      {
        "model": "claude-mythos-5",
        "fact": "apiId",
        "source": "https://platform.claude.com/docs/en/release-notes/overview",
        "result": "value found on the cited page"
      },
      {
        "model": "grok-voice-3-0",
        "fact": "apiId",
        "source": "https://docs.x.ai/developers/release-notes",
        "result": "value found on the cited page"
      },
      {
        "model": "minimax-m3-1-flash",
        "fact": "contextTokens",
        "source": "https://huggingface.co/MiniMaxAI/MiniMax-M3.1-Flash",
        "result": "value found on the cited page"
      },
      {
        "model": "minimax-m3-1-flash",
        "fact": "apiId",
        "source": "https://huggingface.co/MiniMaxAI/MiniMax-M3.1-Flash",
        "result": "value found on the cited page"
      },
      {
        "model": "minimax-m3-1-flash",
        "fact": "pricing",
        "source": "https://www.minimax.io/blog/minimax-m31f",
        "result": "value found on the cited page"
      },
      {
        "model": "gemini-3-1-flash-lite",
        "fact": "contextTokens",
        "source": "https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite",
        "result": "value found on the cited page"
      },
      {
        "model": "gemini-3-1-flash-lite",
        "fact": "maxOutputTokens",
        "source": "https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite",
        "result": "value found on the cited page"
      },
      {
        "model": "gemini-3-1-flash-lite",
        "fact": "apiId",
        "source": "https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite",
        "result": "cited page could not be fetched"
      }
    ]
  },
  "changelog": [
    {
      "date": "2026-10-27",
      "url": "https://theagenticweekly.com/changelog#2026-10-27",
      "items": [
        "**Comparison descriptions fixed.** On 26 comparison pages the search snippet listed GitHub star counts in the wrong order (higher count first, not in the order the tools are named). Each snippet now lists stars in the same order as the names; the page bodies were already correct. Three MCP comparison snippets also no longer cut a license name off mid-word.",
        "**Test logs link to comparisons.** Each [test log](/tests) now lists the head-to-head comparisons for the tools it covers, for example [LangGraph vs CrewAI](/compare/langgraph-vs-crewai) from the LangGraph and CrewAI logs.",
        "**Clearer /ai heading.** The [quick answers page](/ai) heading now matches its search title and shows the entry count."
      ]
    },
    {
      "date": "2026-10-26",
      "url": "https://theagenticweekly.com/changelog#2026-10-26",
      "items": [
        "**Model data hub.** New [/models](/models) page with sourced facts per model (release date, context window, modalities, licence, price, source URL, last-verified date), a [new this week](/models/this-week) page, and a [best LLM for coding](/best/llm-for-coding) page with sourced benchmark figures. Models are labelled Reported (read from the vendor page) because none has been run by us yet.",
        "**Machine-readable model data.** [models.json](/models.json), [models.csv](/models.csv), [answers.json](/answers.json), [latest.json](/latest.json) and a [models RSS feed](/models/feed.xml), described in a complete [OpenAPI 3.1 file](/openapi.json) that now includes schemas for every JSON response. See [developers](/developers).",
        "**News feeds by type.** Release briefs are split into [model news](/news/models) and [tool news](/news/tools), alongside the [combined feed](/news).",
        "**How to cite us.** New [/cite](/cite) page: how to credit a page, a verdict, a ranking, a model fact or the open data, and what to keep when quoting.",
        "**Newsletter.** [Issue 1](/newsletter/issue-1) has a stable URL (the old sample URL redirects to it) and the newsletter pages say the email takes about six minutes to read. A small, dismissible subscribe card appears after about 40% of a page or about 45 seconds; it is not shown on the newsletter and legal pages and can be closed with Escape.",
        "**Indexing clean-up.** Thin generated comparison pages, weekly release pages and release months with fewer than five releases are marked noindex (still reachable by link) and removed from the sitemap, so the sitemap lists only pages that add something. [llms.txt](/llms.txt) was shortened and the full lists moved to [llms-full.txt](/llms-full.txt); both now match the sitemap.",
        "**Titles and descriptions** were shortened to fit search results, and per-pair data was added to the alternatives pages so they differ from each other.",
        "**Submit, sponsor and contact pages** now explain what we cover, what a good submission includes, what happens after you submit, and how paid placements are shown. No prices or audience figures are published on them."
      ]
    },
    {
      "date": "2026-10-25",
      "url": "https://theagenticweekly.com/changelog#2026-10-25",
      "items": [
        "**Removed individual operator name.** Agentic Weekly pages, legal pages, JSON-LD and markdown twins now identify the author and publisher as the Agentic Weekly organization, operated independently from Texas, US. The contact address is unchanged.",
        "**Evidence labels now carry scope.** Every Tested entry states what was run, which model and hardware, the date and what was not tested. Tested means a smoke test, not a benchmark. See [methodology](/methodology#test-scope).",
        "**Ranking basis published** on [/ai](/ai#ranking-basis), [/best](/best) and the methodology page: ranks are editorial judgement.",
        "**Pricing status added.** Prices show an official, partial, third-party or not-verified status with a check date.",
        "**New comparisons:** [Claude Code vs Cursor](/compare/claude-code-vs-cursor) and [LangGraph vs CrewAI](/compare/langgraph-vs-crewai).",
        "**New explainer:** [What is an MCP server?](/what-is/mcp-server)",
        "**New pages:** [About](/about), [methodology](/methodology), [contact](/contact), [how we differ](/how-we-differ) and this changelog.",
        "**Markdown versions** added for comparison and alternatives pages (append .md to the URL).",
        "**Authorship and dates:** pages show the publisher (Agentic Weekly) and a last-updated date; the sitemap's last-modified dates come from each entry's own verified date."
      ]
    }
  ],
  "changelog_page": "https://theagenticweekly.com/changelog"
}