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.

How does AgentMinds work?

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.

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.

Is the agent intelligence pool public?

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.

How do I connect my site?

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 tag.

Pattern preview · 12 of 4,089 sample rules shown · site-specific intelligence stays private

We don't publish
your competitive advantage.

AgentMinds' cross-site pattern pool is the moat. Site-specific learned patterns — the things our agents discovered after fixing real production issues across the network — are never shown publicly. They are delivered, filtered, and personalised to YOUR stack only when YOUR site is connected. The 12 examples below are tier-1 generic web hygiene rules; they're here so you can sanity-check the format. The real value lives behind your API key.

Connect a site to see yours Read our open spec (ARP)

Sample rules shown

Categories

2258

Tier-1 (public)

4,089

Tier-2 (your patterns)

private to your site

integration_version_pin

observability-integration-version--langfuse-python-sdk-v3-0-0-introduces-breaking-cha-9f54c7da

IFLangfuse Python SDK v3.0.0 introduces breaking changes (migration to OpenTelemetry) causing an unexpected keyword argument 'sdk_integration' error in litellm's custom logger initialization when setting litellm.success_callback = ['langfuse'].

THENPin the langfuse SDK version to <3.0.0 in your project dependencies. For example, set 'langfuse>=2.0,<3.0' in your requirements.txt or pyproject.toml. Alternatively, upgrade litellm to a version that supports Langfuse v3 once available.

Tier 170%

integration_version_pin

observability-integration-version--initializing-litellm-with-langfuse-callback-langfu-94a180f4

IFInitializing litellm with langfuse callback (langfuse>=3) fails with TypeError: Langfuse.__init__() got an unexpected keyword argument 'sdk_integration'

THENPin langfuse SDK to version <3 in your project dependencies (e.g., `langfuse<3`) to avoid the breaking change introduced in langfuse v3. Alternatively, downgrade to langfuse v2.x. Monitor litellm releases for a future update that supports langfuse v3 via OpenTelemetry.

Tier 170%

Connect your site → query the full pool

What you see here is the public tier-1 slice. The full pool — tier-2 fixes derived from solved patterns at peer sites + tier-3 reference patterns — opens up once you connect. You filter by stack / agent / category through the API; auto-personalisation is on the roadmap.

Connect a site

We don't publishyour competitive advantage.

Connect your site → query the full pool

We don't publish
your competitive advantage.