AI Agent Framework with tool registry, MCP server integration, and multi-agent orchestration capabilities
7 tools with complete schemas and descriptions, but quality is uneven. All tools have basic descriptions (50-150 chars) and proper JSON Schema with required fields and defaults. However, descriptions lack LLM-optimized guidance on WHEN to use each tool vs alternatives. Parameter descriptions are minimal (e.g., 'The search query' for web_search.query). No error handling guidance, no recovery paths, and no mention of API key requirements in tool descriptions (google_search, weather, news require keys but don't state this upfront). Tool names are action-verb based (web_search, http_fetch) which is good. Missing: output schema documentation, pagination guidance for list-returning tools, and actionable error messages.
Get current date and time in various formats and timezones.
Search the web using Google Custom Search API. More accurate than DuckDuckGo. Requires API key.
Fetch content from a URL via HTTP GET request. Returns the response body as text.
Get latest news articles using NewsAPI. Requires API key.
Get current weather and forecast for any city using OpenWeatherMap API.
Search the internet using DuckDuckGo. Returns relevant search results with titles, snippets, and URLs. No API key required.
API key requirements not documented in tool descriptions. google_search, weather, and news require API keys but descriptions do not state this, forcing agents to discover this via failure.
Parameter descriptions are minimal and lack actionable guidance. E.g., 'The search query' does not explain what kind of query (natural language, keywords, boolean operators). LLMs cannot infer intent from bare names.
No output schema documentation. Tool descriptions do not specify what fields are returned (e.g., does web_search return 'title', 'snippet', 'url', or 'link'?). Agents cannot plan downstream tool calls without knowing response structure.
Inferred effective spec: <=2025-11-25.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | C | 60 | <=2025-11-25 | v2 |
Search Wikipedia and get article summaries. No API key required.
No error handling guidance. Descriptions do not explain what happens on API failures, rate limits, or invalid inputs. Agents have no recovery path when a tool fails.
datetime tool lacks required parameter. 'timezone' and 'format_string' are both optional with no defaults stated. Agents cannot predict what format will be returned.