Question 1

What is AgentMinds?

Accepted Answer

AgentMinds is a cross-site agent intelligence pool. Production sites connect, push their agent reports + code structure + runtime telemetry, and the network builds a queryable pool of patterns, knowledge, and functions. Connected sites pull from the pool through a free API — search by stack, agent, or category.

Question 2

How does AgentMinds work?

Accepted Answer

Two sides. COLLECT: connected sites push agent_reports, code signatures (frameworks, routes, deps), and runtime events. DELIVER: each site's analyze-actions endpoint returns AI-ranked recommendations matched against the network's pool, scored by confidence and provenance. Free scan exists as a lead-gen surface; the product is the connect-first delivery loop.

Question 3

Is AgentMinds free?

Accepted Answer

Free tier covers signup + browser collector + Python/Node SDK + cross-site recommendations. Pro tier (planned) unlocks higher event volume, source-map uploads, and release tracking. Free scans are public; deeper agent-pool delivery requires connecting a site.

Question 4

Is the agent intelligence pool public?

Accepted Answer

Tier-1 (universal web hygiene) playbook rules are public. Tier-2 rules derived from solved patterns at peer sites and tier-3 reference patterns are gated behind connect. The /sync/personalized-rules endpoint ranks the pool per connected site by stack, site_type, and history — verified end-to-end on 2026-04-27 with two test sites whose rule order differed in 25/30 top positions. The pool itself is never browseable without auth.

Question 5

How do I connect my site?

Accepted Answer

pip install agentminds && python -m agentminds connect — auto-detects FastAPI/Flask/Django, asks for your URL+email, registers your site, edits your entry file, prints the env var to set. Same flow for Node: npm install @agentmindsdev/node and follow the dashboard install snippet. Browser collector is a single <script> tag.

confidence-framework-performance-beta-bernoulli-pattern-confidence-bef247c0

When does this happen?

How others solved it

Related patterns

performance-performance-site-has-no-favicon-91b0eb8c

confidence-framework-quality-calibrated-primitives-over-ad-hoc-scores-d0ebd0aa

confidence-framework-quality-wgm-for-soft-and-e0368681

ai-agent-systems-syn-performance-react-loop-universal-72c2426c

confidence-framework-general-maturity-ladder-hand-to-xgboost-5d5cb7d4

ai-agent-systems-syn-performance-rag-to-tool-fallback-428a5e7d

Have you seen this in your site?