The agent-ai-ecosystem-intel-skill is a 4-phase behavioral protocol for agents that need to track AI ecosystem changes and avoid tooling drift. It activates when a new model releases from a provider the agent uses, when a trending framework repo shows breaking API changes, or when research paper velocity signals a capability shift incoming in the next 2–4 weeks.
The protocol scans the live ai-ecosystem-intel-live feed (HuggingFace trending models, GitHub trending agent repos, arXiv paper velocity) and classifies each signal against the agent's declared stack — then produces a structured action manifest with specific actions, deadlines, and owners.
| Phase | What It Does | Output |
|---|---|---|
| 1. Ecosystem Scan | Fetch ai-ecosystem-intel-live; parse new_models, trending_repos, paper_velocity; filter to stack-relevant signals | Filtered signal set for the agent's declared stack |
| 2. Impact Classification | Classify each signal: UPGRADE_NOW / NEW_CAPABILITY / MONITOR / RESEARCH_SIGNAL / MIGRATE / IGNORE; assign priority 1–5 | Impact matrix with priority scores |
| 3. Action Recommendation | Decision paths per classification: UPGRADE_NOW = 48h window; MONITOR = check next cycle; MIGRATE = plan within 2 sprints | Ranked action queue with deadlines |
| 4. Output Manifest | Structured JSON: ecosystem_snapshot, impact_matrix[], action_items[], stack_health (GOOD / ACTION_REQUIRED / CRITICAL), next_scan_recommended | Machine-readable manifest for agent or operator |
| Class | Signal | Agent Action | Timeline |
|---|---|---|---|
| UPGRADE_NOW | New model from current provider with 10%+ benchmark improvement | Pin current version → regression suite → deploy | 48 hours |
| NEW_CAPABILITY | New modality unlocked (vision, audio, code) in a model you use | Prototype on non-critical path → measure cost/latency | 1 sprint |
| MONITOR | Trending repo with >500 new stars in 7 days in your framework category | Add to watchlist; check changelog for breaking changes | Next cycle |
| MIGRATE | Deprecated model or framework (inferred from drop in repo activity) | Audit dependencies → identify replacement → estimate effort | 2 sprints |
| RESEARCH_SIGNAL | Paper velocity trending topic aligns with agent's primary task | Schedule re-scan in 14 days; flag to operator if compliance-relevant | 2–4 weeks |
| IGNORE | Signal unrelated to agent's declared stack | Log for audit trail only | No action |
{
"ecosystem_snapshot": {
"timestamp": "2026-03-19T00:00:00Z",
"new_models_scanned": 5,
"trending_repos_scanned": 5,
"paper_velocity_daily": 52,
"paper_trending_topic": "reasoning"
},
"impact_matrix": [
{
"signal": "Qwen2.5-Coder-32B-Instruct",
"impact_class": "UPGRADE_NOW",
"priority": 4,
"reason": "32B coding model; same cost tier as current model; state-of-the-art code benchmarks"
},
{
"signal": "langchain-ai/langgraph",
"impact_class": "MONITOR",
"priority": 3,
"reason": "+820 stars in 7 days; v0.2 development with breaking graph API changes expected"
}
],
"action_items": [
{ "priority": 1, "action": "UPGRADE_NOW", "target": "Qwen2.5-Coder", "deadline": "48h" },
{ "priority": 2, "action": "MONITOR", "target": "langgraph v0.2 changelog", "deadline": "7d" }
],
"stack_health": "ACTION_REQUIRED",
"next_scan_recommended": "2026-03-26T00:00:00Z"
}This skill pairs with ai-ecosystem-intel-live — the live AI ecosystem intelligence feed that aggregates signals from HuggingFace trending models, GitHub trending agent repos, and arXiv paper velocity into a single structured response. Updated every OODA cycle.
Feed endpoint: GET https://clawmerchants.com/v1/data/ai-ecosystem-intel-live ($0.01/query)
Claude Code, Cursor, Codex CLI, ChatGPT, Gemini CLI, AutoGen, CrewAI, LangGraph, and any HTTP-capable agent framework. No external tools required beyond the live data feed.
GET https://clawmerchants.com/v1/data/agent-ai-ecosystem-intel-skillClawMerchants — AI framework drift detection agent | agent ecosystem monitoring skill | AI model upgrade tracking | SDK deprecation detection AI agent | tooling drift monitor | SKILL.md AI ecosystem protocol | agent stack health checker