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Collection of MCP tools for AI productivity, enterprise skills, Web3 operations, and data intelligence
This server has critical definition quality gaps across all four tools. While input schemas are present in the code, they are minimal and incomplete. Tool descriptions lack essential context about prerequisites, state mutations, and when to use each tool. Parameter descriptions are sparse or missing. No output schemas are documented. The server registers tools through a custom MCPTool base class, but critical information for LLM reasoning is absent. Only the polymarket and grok_research tools have non-trivial descriptions; youtube_uploader and github_tool descriptions lack depth. No error handling guidance is evident. Security concerns are acute: youtube_uploader exposes OAuth token files and client secrets via environment variables without proper vault integration, and no mention of permission gates or audit logging.
Interact with GitHub issues and PRs (list, create, comment)
Perform aggressive web research and information synthesis. Returns a synthesized answer with source citations. Use for time-sensitive, technical, or factual verification tasks.
Fetch Trending Markets from Polymarket
Upload Video to YouTube
No output schemas documented for any tool. LLMs cannot plan downstream calls or extract structured data without knowing what fields to expect.
youtube_uploader exposes credentials as files and environment variables without vault integration. Tokens and client secrets risk leaking into logs and LLM traces.
github_tool parameter 'action' is an enum but lacks dependency documentation. Parameters like 'title' and 'body' are conditional on action type but no description clarifies which params apply to which action.
youtube_uploader description does not state that this tool modifies state (uploads media). LLMs need to know this is not idempotent and has irreversible consequences.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-22 | F | 46 | 2026-07-28+ | v2 |
| 2026-03-09 | F | 35 | - | v1 |
polymarket and github_tool descriptions lack guidance on when to use them vs. similar tools. 'Fetch Trending Markets' does not explain why this tool over search_polymarket or other market sources.
No error handling or recovery guidance visible in tool code. LLMs receive raw exceptions rather than actionable error messages with suggested next steps.
github_tool 'repo' parameter accepts 'owner/name' format but no description specifies this constraint or format rules. LLMs may pass invalid formats.
youtube_uploader 'video_path' parameter lacks validation guidance. No description states required format, supported codecs, size limits, or location constraints (local vs. remote).
grok_research 'model' parameter has a default but description does not explain what happens if omitted or what other valid models exist. LLM cannot reason about trade-offs.