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  "Name": "CLIO Node Hardware",
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  "ServerUrl": "https://askpod.ai/mcp/clio-node-hardware",
  "IssueTotal": 9,
  "Held": 9,
  "Issues": [
    {
      "Title": "Data Fusion MCP",
      "Excerpt": "Researcb following topics\n[Apache Arrow](https://context7.com/apache/arrow)\n[Apache DataFusion](https://context7.com/apache/datafusion)\n[Apache Parquet](https://context7.com/apache/parquet-site)\n\nNext steps in to integrate it with the Parquet MCP",
      "SourceUrl": "https://github.com/iowarp/clio-kit/issues/263",
      "PublishedAt": "2025-08-04T17:39:26.000Z",
      "State": "open",
      "Comments": 0,
      "Reporter": "Contributor",
      "Rank": "recent",
      "Extractor": "github_issue"
    },
    {
      "Title": "Parquet MCP - Fix",
      "Excerpt": "Next aspects to be reviewed:\n1. Reading raw data from the file\n2. Apache Arrow library exploration. Optimization the loading of parquet files in memory and their usage in memory.",
      "SourceUrl": "https://github.com/iowarp/clio-kit/issues/262",
      "PublishedAt": "2025-08-04T17:38:58.000Z",
      "State": "open",
      "Comments": 0,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "HTML PAGE FOR THE MCPS",
      "Excerpt": "Filling out the available actions for the each MCP according to their capabilities",
      "SourceUrl": "https://github.com/iowarp/clio-kit/issues/177",
      "PublishedAt": "2025-07-23T19:44:33.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "Darshan MCP Test Failures - asyncio not found and inaccurate sequential access count",
      "Excerpt": "The root cause of the asyncio problem seems to be inconsistent importing/installation of asyncio, and the latter appears to be because the Darshan MCP considers \"sequential access\" to be strictly above an 80% threshold, while two of the test files are at exactly 80% and 75%.\n\nFull output from running pytest in the Darshan/tests directory:\n\n```\ntest_darshan_parser.py ...F.....F                                                                                                                         ",
      "SourceUrl": "https://github.com/iowarp/clio-kit/issues/172",
      "PublishedAt": "2025-07-23T15:31:50.000Z",
      "State": "closed",
      "Comments": 1,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "Claude processing fails when called with no tools",
      "Excerpt": "Issue observed when using the Arxiv MCP with Claude 3.5 Sonnet:\n```\nQuery: Use the search arvix tool to find a paper on mathematics\n2025-07-22 11:09:51,096 - INFO - Processing request of type CallToolRequest\n2025-07-22 11:09:51,097 - INFO - Searching ArXiv for query: mathematics\n2025-07-22 11:09:51,116 - INFO - Executing ArXiv query with params: {'search_query': 'cat:mathematics', 'start': 0, 'max_results': 5, 'sortBy': 'submittedDate', 'sortOrder': 'descending'}\n2025-07-22 11:09:51,425 - INFO -",
      "SourceUrl": "https://github.com/iowarp/clio-kit/issues/157",
      "PublishedAt": "2025-07-22T16:23:24.000Z",
      "State": "closed",
      "Comments": 1,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "Review ENTIRE MCP for Automatic Script",
      "Excerpt": "Plan to go over each MCP tools/actions and fix **Args, Return and Desctiption** sections for the script to correctly and nicely pick up.\nAfter that it will ensure that the README will have correct information about each tool of the each MCP",
      "SourceUrl": "https://github.com/iowarp/clio-kit/issues/149",
      "PublishedAt": "2025-07-22T01:22:41.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "Automated Script to update the README of MCPs upon merge.",
      "Excerpt": "Script will run in each merge to /dev and /main to check for the modification/deletion or creation of the new tools of any MCPs.\nIt will populate the README of that MCPs and pick up the Args, Return and Description from the codebase.",
      "SourceUrl": "https://github.com/iowarp/clio-kit/issues/147",
      "PublishedAt": "2025-07-22T01:19:27.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "Security Notice: Potential API Key Exposure",
      "Excerpt": "Hi,\n\nI am an automated tool that scans for exposed API keys. I found what appears to be an API key in your repository.\n\n**API Key Type: GoogleGemini**\n**Redacted Key:** `AI***********************************_8`\n**File:** `bin/confs/Gemini.yaml`\n**URL:** https://github.com/iowarp/scientific-mcps/blob/f3638b78cf9b9ac88627ad33397f002313b8285c/bin/confs/Gemini.yaml\n\nFor your security, please review and rotate this key if necessary. Do not share sensitive keys in public repositories.\n\nIf you have que",
      "SourceUrl": "https://github.com/iowarp/clio-kit/issues/40",
      "PublishedAt": "2025-06-24T04:10:17.000Z",
      "State": "closed",
      "Comments": 1,
      "Reporter": "External",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "Jarvis MCP: Pipeline indexes",
      "Excerpt": "Jarvis packages are now expected to come with pipeline indexes, which store example configurations of packages. Iowarp, for example, has unit tests and stuff defined as pipeline indexes. \n\nWe should be able to have something like the following query\n```\nCreate an iowarp pipeline. Configure to use x threads in the chimaera_runtime.\n```\n\nFor the context, use:\n```\njarvis ppl index show --filter=iowarp\n```\n\nWe then select the first index matching the option and run:\n```\njarvis ppl index load [pipeli",
      "SourceUrl": "https://github.com/iowarp/clio-kit/issues/27",
      "PublishedAt": "2025-05-27T09:27:04.000Z",
      "State": "open",
      "Comments": 0,
      "Reporter": "Contributor",
      "Rank": "top",
      "Extractor": "github_issue"
    }
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      "9 problems reported from outside the maintainer team",
      "No tool list published — Pod has not verified what it exposes",
      "If you use CLIO Node Hardware, write down what actually happened so the next agent pays less"
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