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  "IssueTotal": 7,
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  "Issues": [
    {
      "Title": "PRD: Add GCF (GCFormat) as an alternative response encoding format",
      "Excerpt": "## Problem Statement\n\nEvery structured payload the Infrahub MCP server returns — node attribute pages, schema details, traversal results — is spent directly out of the client agent's context window and billed per token. Moving to TOON (Token-Oriented Object Notation) already cut this cost substantially versus JSON, but on realistic workloads (large inventories with `include_attributes=True`, wide schema kinds, blast-radius traversals with many paths) responses still crowd out reasoning context a",
      "SourceUrl": "https://github.com/opsmill/infrahub-mcp/issues/148",
      "PublishedAt": "2026-07-23T14:02:58.000Z",
      "State": "open",
      "Comments": 0,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
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    {
      "Title": "feat: Infrahub Marketplace integration for the MCP server",
      "Excerpt": "# PRD: Infrahub Marketplace integration for the MCP server\n\n## Problem Statement\n\nWhen an AI agent works with Infrahub through the MCP server today, it can inspect and modify the schema of the *connected* instance, but it has no way to discover schemas that already exist. The Infrahub Marketplace (`marketplace.infrahub.app`) hosts a growing catalog of published, versioned, community- and OpsMill-authored schema bundles — but an agent can only reach them if a human leaves the conversation, browse",
      "SourceUrl": "https://github.com/opsmill/infrahub-mcp/issues/138",
      "PublishedAt": "2026-07-01T16:10:52.000Z",
      "State": "open",
      "Comments": 0,
      "Reporter": "External",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "feature: Collect anonymous usage telemetry across server modes",
      "Excerpt": "## Need\n\nWe currently have no visibility into how the MCP server is actually used once\nit's in someone's hands. We can't answer basic questions that should shape the\nroadmap: which tools get called (and which never do), how heavily the server is\nused, and — importantly — which mode operators run it in.\n\nAnonymous usage telemetry would let us understand real-world adoption and\nprioritise work against how people actually use the server, rather than guesses.\n\nSignals we'd want to understand include",
      "SourceUrl": "https://github.com/opsmill/infrahub-mcp/issues/137",
      "PublishedAt": "2026-07-01T13:23:15.000Z",
      "State": "open",
      "Comments": 0,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
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    {
      "Title": "bug: --transport stdio crashes with TypeError on host/port kwargs",
      "Excerpt": "### Summary\n`infrahub-mcp --transport stdio` crashes on startup with a `TypeError` from fastmcp, because `_cli.py` forwards `--host`/`--port` to `mcp.run()` regardless of the chosen transport. Stdio is the transport Claude Code (and most MCP clients) use, so this breaks a stock `claude mcp add` install — the only viable workaround is to bypass the CLI entrypoint entirely.\n\n### Reproducer\n```bash\nuvx --from infrahub-mcp infrahub-mcp --transport stdio </dev/null\n```\n\n### Error\n```\nFile \".../infrah",
      "SourceUrl": "https://github.com/opsmill/infrahub-mcp/issues/89",
      "PublishedAt": "2026-05-11T19:03:28.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "bug: search_nodes fails with `name__value` filter on abstract kinds (e.g. CoreNode)",
      "Excerpt": "## Summary\n\n`infrahub_search_nodes` sends a `name__value` filter that Infrahub rejects when the requested `kind` is an abstract/generic kind such as `CoreNode`. The server response suggests `any__value` / `any__values` instead, indicating the abstract kind doesn't expose a `name` attribute filter at the GraphQL layer.\n\n## Reproduction\n\nTool call:\n\n```json\n{\n  \"tool\": \"infrahub_search_nodes\",\n  \"args\": {\n    \"query\": \"a\",\n    \"kind\": \"CoreNode\",\n    \"limit\": 1\n  }\n}\n```\n\n## Expected\n\nEither:\n- Th",
      "SourceUrl": "https://github.com/opsmill/infrahub-mcp/issues/82",
      "PublishedAt": "2026-04-27T08:40:02.000Z",
      "State": "closed",
      "Comments": 2,
      "Reporter": "External",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "Claude Code Docs",
      "Excerpt": "Add docs on how to use this with claude code",
      "SourceUrl": "https://github.com/opsmill/infrahub-mcp/issues/34",
      "PublishedAt": "2026-03-13T10:04:15.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "External",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "feature: Provide TOON conversion",
      "Excerpt": "To improve token usage and accuracy, it would be interesting to be able to use TOOM instead of JSON.",
      "SourceUrl": "https://github.com/opsmill/infrahub-mcp/issues/30",
      "PublishedAt": "2025-11-22T22:01:17.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
    }
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      "7 problems reported from outside the maintainer team",
      "No tool list published — Pod has not verified what it exposes",
      "If you use infrahub-mcp, write down what actually happened so the next agent pays less"
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