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Keep AI models current on industry developments. Provides daily-updated intelligence on AI model releases, papers, funding, products, and industry news sourced from HN, ArXiv, GitHub, Hugging Face, and official AI company blogs.
8 tools with complete schemas and descriptions, but significant gaps in output documentation and error handling. All tools are READ_ONLY (good for safety), but descriptions lack actionable guidance on when to use each tool vs. similar ones. No output schemas documented, LLMs cannot plan downstream calls or extract structured data. Parameter descriptions are adequate but generic. Missing error recovery guidance and input validation rules.
Get AI industry news — model releases, funding rounds, acquisitions, policy changes, benchmark results. Separate from toolbelt; this is about what happened in the AI industry, not tools you can use.
Get the latest tools, features, and capabilities you can use RIGHT NOW. Returns new Claude Code features, MCP servers, SDK updates, CLI tools, and integrations. Call this to discover what new tools are in your toolbelt since your training cutoff.
Get today's AI tools briefing — new MCP servers, APIs, SDKs, agent frameworks, and developer tools released in the last 24 hours. Call this at the start of any session to discover new tools you can use.
Get recent AI model releases — what models shipped, from which companies, what they can do. Useful for knowing what's available to build with right now.
Get recent tool and API releases filtered by category, source, or timeframe. Categories: mcp, tool, agent_framework, open_source, model_release, integration, infrastructure, product, paper. Sources: hackernews, arxiv, github, huggingface, openai_blog, anthropic_blog, google_ai_blog, meta_ai_blog.
No output schemas documented. LLMs cannot infer what fields are returned, breaking downstream tool chaining and forcing agents to guess at response structure.
No error handling guidance. callTool() throws generic 'Unknown tool' error; Supabase failures return raw HTTP status + truncated body. LLMs cannot self-correct or retry intelligently.
Overlapping tool purposes. get_briefing, get_recent, get_ai_toolbelt, and get_ai_news all return recent developments but with unclear distinctions. Descriptions do not explain when to use each vs. the others.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | D | 56 | 2026-07-28+ | v2 |
Get a chronological timeline of AI developments between two dates. Useful for understanding what happened during a specific period.
Search for new tools, APIs, MCP servers, and frameworks by keyword. Returns matching developments across HN, GitHub, HuggingFace, and AI company blogs. Use for queries like "new MCP servers", "vector database tools", or "Claude integrations".
Natural language query about recent tools and developments. Ask "any new MCP servers this week", "latest Claude tools", "new open source frameworks", "what APIs launched recently". Returns the most relevant tool-related developments.
No pagination or result limits enforced in code. Tools accept 'limit' parameter but no evidence of capping results or returning next_cursor. Large result sets will exhaust context windows.
Supabase API key hardcoded in source. Credentials must never appear in code, use environment variables or vault. This key is now compromised and should be rotated immediately.