{
  "$schema_doc": "https://gtmstacker.com/registry/schema/entry.schema.json",
  "stability": "emerging",
  "generator": "agentic-media-registry",
  "generated_at": "2026-09-13T00:00:00Z",
  "id": "com.gtmstacker.registry/tool/ai-engineering-coach",
  "type": "tool",
  "slug": "ai-engineering-coach",
  "canonical_url": "https://gtmstacker.com/registry/tool/ai-engineering-coach/",
  "title": "AI Engineering Coach",
  "description": "Open-source VS Code extension from Microsoft (MIT; also runs in Cursor and Antigravity) that reads your LOCAL AI-coding session logs — GitHub Copilot, Claude Code, Codex CLI, OpenCode, Xcode — and scores your workflow across prompt quality, session hygiene, code review, tool mastery and context management, with 45 anti-pattern detection rules. Read-only, zero telemetry.",
  "category": "mcp-agents",
  "tags": [
    "mcp-agents",
    "agent-ops",
    "developer-analytics",
    "vscode",
    "local-first"
  ],
  "status": "active",
  "revision": 1,
  "content_hash": "86f770d629889e7c38ebdb713bce8a93840be6702012de3fcc7c312608e4b4e8",
  "date_published": "2026-09-12T00:00:00Z",
  "date_modified": "2026-09-12T00:00:00Z",
  "source": {
    "name": "github · microsoft/AI-Engineering-Coach",
    "url": "https://github.com/microsoft/AI-Engineering-Coach"
  },
  "license": "MIT",
  "one_liner": "AI Engineering Coach reads your local agent session logs and scores how you actually work with coding agents, across 45 anti-pattern rules, with zero telemetry.",
  "open_source": "yes",
  "self_hostable": "yes",
  "pricing_model": "free",
  "who_its_for": "Anyone spending real money on coding agents who wants evidence about their own usage patterns before buying more seats or tokens.",
  "aliases": [
    "AI Engineering Coach",
    "AI-Engineering-Coach"
  ],
  "alternatives": [],
  "secondary_categories": [
    "productivity-knowledge"
  ],
  "last_verified": "2026-09-12",
  "evidence": {
    "claim_type": "mixed",
    "source_id": "https://github.com/microsoft/AI-Engineering-Coach",
    "note": "MIT + official Microsoft org WebFetch-verified 2026-09-12. NOT a fresh drop: open-sourced May 2026, cataloged now on a September viral resurgence."
  },
  "caveats": "Open-sourced May 2026 — cataloged here on its September resurgence, not as a new release. The scores are heuristics over logs, useful as mirrors rather than grades; log formats for fast-moving agent CLIs can drift ahead of the parser.",
  "lead": "Open-source VS Code extension from Microsoft (MIT; also runs in Cursor and Antigravity) that reads your LOCAL AI-coding session logs — GitHub Copilot, Claude Code, Codex CLI, OpenCode, Xcode — and scores your workflow across prompt quality, session hygiene, code review, tool mastery and context management, with 45 anti-pattern detection rules. Read-only, zero telemetry.",
  "chunks": [
    {
      "index": 0,
      "heading_path": [],
      "est_tokens": 93,
      "text": "Open-source VS Code extension from Microsoft (MIT; also runs in Cursor and Antigravity) that reads your LOCAL AI-coding session logs — GitHub Copilot, Claude Code, Codex CLI, OpenCode, Xcode — and scores your workflow across prompt quality, session hygiene, code review, tool mastery and context management, with 45 anti-pattern detection rules. Read-only, zero telemetry."
    },
    {
      "index": 1,
      "heading_path": [
        null,
        "Provenance"
      ],
      "est_tokens": 183,
      "text": "from Microsoft (MIT; also runs in Cursor and Antigravity) that reads your LOCAL AI-coding session logs — GitHub Copilot, Claude Code, Codex CLI, OpenCode, Xcode — and scores your workflow across prompt quality, session hygiene, code review, tool mastery and context management, with 45 anti-pattern detection rules. Read-only, zero telemetry.\n\n- MIT + official Microsoft org independently WebFetch-verified 2026-09-12. Open-sourced May 2026; surfaced via the 2026-09-12 viral-posts brief (macro-tier resurgence) — cataloged for utility, with its actual release date stated plainly.\n- Curated from the GTM Stacker signal registry (2026-09-12 pass: daily pull + viral-posts brief); license independently WebFetch-verified 2026-09-12."
    },
    {
      "index": 2,
      "heading_path": [
        null,
        "Why it matters for a GTM stack"
      ],
      "est_tokens": 158,
      "text": "- MIT + official Microsoft org independently WebFetch-verified 2026-09-12. Open-sourced May 2026; surfaced via the 2026-09-12 viral-posts brief (macro-tier resurgence) — cataloged for utility, with its actual release date stated plainly.\n- Curated from the GTM Stacker signal registry (2026-09-12 pass: daily pull + viral-posts brief); license independently WebFetch-verified 2026-09-12.\n\nAgent spend audits (the theme of this week's Spotify shunt entry) need usage data, and this is the local, no-telemetry way to get it: which sessions sprawl, which prompts rework, where context gets wasted. Measure first, then route or ration."
    }
  ],
  "alternates": {
    "markdown": "https://gtmstacker.com/registry/tool/ai-engineering-coach/index.md",
    "html": "https://gtmstacker.com/registry/tool/ai-engineering-coach/",
    "json": "https://gtmstacker.com/registry/tool/ai-engineering-coach/index.json",
    "server_json": "https://gtmstacker.com/registry/tool/ai-engineering-coach/server.json"
  },
  "jsonld": {
    "@context": "https://schema.org",
    "@graph": [
      {
        "@type": "WebSite",
        "@id": "https://gtmstacker.com/#website",
        "url": "https://gtmstacker.com/",
        "name": "GTM Stacker Agent Registry",
        "description": "A daily-updated, agent-native registry of open-source tool discoveries, tool updates, and curated news for the go-to-market / RevOps engineering niche. Machine-readable first: agents can discover, parse, page, and delta-sync it without scraping HTML.",
        "inLanguage": "en",
        "publisher": {
          "@id": "https://gtmstacker.com/#organization"
        }
      },
      {
        "@type": "Organization",
        "@id": "https://gtmstacker.com/#organization",
        "name": "GTM Stacker",
        "url": "https://gtmstacker.com",
        "description": "The growth-systems practice of Theo Popov: AI-native enrichment, outbound, content engines and internal tooling for startups and venture programs. Its agent-native media property, the GTM Stacker Agent Registry, maintains a daily-updated catalog of open-source go-to-market and RevOps tools that both people and AI engines can discover, compare, and cite.",
        "foundingDate": "2024-08",
        "knowsAbout": [
          "go-to-market engineering",
          "RevOps",
          "sales automation",
          "marketing operations",
          "open-source software",
          "AI agents"
        ],
        "founder": {
          "@type": "Person",
          "@id": "https://gtmstacker.com/#founder",
          "name": "Theo Popov",
          "jobTitle": "Growth Operations & GTM Systems",
          "url": "https://gtmstacker.com/about/",
          "sameAs": [
            "https://www.linkedin.com/in/theo-popov",
            "https://x.com/Theo_Popov",
            "https://github.com/theopopov"
          ],
          "worksFor": {
            "@id": "https://gtmstacker.com/#organization"
          }
        },
        "sameAs": [
          "https://www.linkedin.com/company/gtmstacker"
        ],
        "mainEntityOfPage": "https://gtmstacker.com/registry/about/"
      },
      {
        "@type": "SoftwareApplication",
        "@id": "https://gtmstacker.com/registry/tool/ai-engineering-coach/#software",
        "name": "AI Engineering Coach",
        "identifier": "io.github.microsoft/ai-engineering-coach",
        "description": "Open-source VS Code extension from Microsoft (MIT; also runs in Cursor and Antigravity) that reads your LOCAL AI-coding session logs — GitHub Copilot, Claude Code, Codex CLI, OpenCode, Xcode — and scores your workflow across prompt quality, session hygiene, code review, tool mastery and context management, with 45 anti-pattern detection rules. Read-only, zero telemetry.",
        "applicationCategory": "DeveloperApplication",
        "url": "https://gtmstacker.com/registry/tool/ai-engineering-coach/",
        "datePublished": "2026-09-12T00:00:00Z",
        "dateModified": "2026-09-12T00:00:00Z",
        "isPartOf": {
          "@id": "https://gtmstacker.com/#website"
        },
        "license": "https://spdx.org/licenses/MIT.html",
        "codeRepository": "https://github.com/microsoft/AI-Engineering-Coach",
        "keywords": "mcp-agents, productivity-knowledge, agent-ops, developer-analytics, vscode, local-first",
        "author": {
          "@type": "Organization",
          "name": "microsoft",
          "url": "https://github.com/microsoft",
          "sameAs": [
            "https://github.com/microsoft/AI-Engineering-Coach"
          ]
        },
        "offers": {
          "@type": "Offer",
          "price": 0,
          "priceCurrency": "USD"
        }
      },
      {
        "@type": "BreadcrumbList",
        "@id": "https://gtmstacker.com/registry/tool/ai-engineering-coach/#breadcrumb",
        "itemListElement": [
          {
            "@type": "ListItem",
            "position": 1,
            "name": "GTM Stacker Registry",
            "item": "https://gtmstacker.com/registry/"
          },
          {
            "@type": "ListItem",
            "position": 2,
            "name": "MCP Agents",
            "item": "https://gtmstacker.com/registry/category/mcp-agents/"
          },
          {
            "@type": "ListItem",
            "position": 3,
            "name": "AI Engineering Coach",
            "item": "https://gtmstacker.com/registry/tool/ai-engineering-coach/"
          }
        ]
      }
    ]
  },
  "tool": {
    "name": "io.github.microsoft/ai-engineering-coach",
    "repository": {
      "url": "https://github.com/microsoft/AI-Engineering-Coach",
      "source": "github"
    }
  }
}