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by grahamrowe82 • Uncategorized
An MCP server providing live, structured AI ecosystem knowledge with discovery, comparison, and trend analysis tools.
Discover and analyze AI projects, models, datasets, and APIs in real-time.
Perform trend analysis and comparison across the AI ecosystem using semantic search and derived metrics.
Access community feedback, lab events, and curated AI intelligence resources.
PT-Edge indexes extensive AI ecosystem data including open-source projects, HuggingFace models and datasets, public APIs, and community discourse. It offers 47 MCP tools, resources, and prompts to enable natural language querying, discovery, and analysis of AI projects and trends. The server enriches data with LLM-powered summaries and semantic embeddings, supporting informed decision-making and research.
Start here. Returns a guide to all PT-Edge capabilities — what data is available, which tools to use for which questions, and recommended workflows. Call this first to understand the full toolkit.
Unlock 30+ advanced tools for hype analysis, lifecycle tracking, lab intelligence, HuggingFace model/dataset search, editorial curation, community feedback, and raw SQL queries. Call this to see the full catalog.
Run a read-only SQL query against PT-Edge's database. Use when no pre-built tool answers the question. Call describe_schema (via more_tools) first to see available tables. SELECT only, 5s timeout, JSON results. Examples: query("SELECT name, stars FROM projects ORDER BY stars DESC LIMIT 10") query("SELECT COUNT(*) FROM projects WHERE category = 'framework'")
What shipped in the AI ecosystem this week? New releases, trending projects, and notable Hacker News discussion — all in one view. Examples: whats_new() — last 7 days (default) whats_new(days=30) — last 30 days
Get the full picture on an AI project — stars, downloads, momentum, commits, hype ratio, lifecycle stage, and HN mentions. Pass a project name or slug (e.g. 'langchain', 'ollama').
Which technology should I use? Systematic evaluation workflow.
I need to build X. Discovers frameworks, APIs, models, datasets, and MCP servers.
Should we adopt project X? Comprehensive health and adoption check.
What happened in AI this week? Releases, trends, and discourse.
How PT-Edge metrics work: tier system, hype ratio, lifecycle stages, and data sources
Valid project categories used by PT-Edge for classification
Current data coverage: project count, index sizes, data freshness
Scores are informational only and provided “as is” without warranty. AgentHotspot assumes no liability for actions taken based on these ratings.