Free and open source knowledge bundles

Make your agent an expert in one prompt.

Upskill your agent instantly with role-ready skills, frameworks, tools, and workflows for specialized work.

Example prompt

Search the openknowledgebank.com registry for a bundle that can analyze GA4 ecommerce and paid search performance, then use the best match to diagnose whether last week's revenue drop came from traffic volume or conversion efficiency.

2 first-party bundles
6 tools represented
3 industry contexts
0 gated downloads

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Trusted draft

Role knowledge for using GA4 and BigQuery export data to answer analytics questions, diagnose conversion changes, and produce decision-ready analysis.

Solves: diagnose conversion drops; plan GA4 BigQuery analysis

Measured Up to 147% improvement on 3 tasks Improvement vs baseline Lower-cost LLM +147% General-purpose LLM +84% Reasoning LLM +52% Across 3 benchmark tasks.
analytics ga4 bigquery
Updated Jun 21, 2026 CC-BY-4.0
Trusted draft

Role knowledge for paid acquisition, campaign diagnosis, performance reporting, and experimentation.

Solves: plan paid campaigns; diagnose CPA increases

Evaluation pending
marketing paid-acquisition growth
Updated Jun 21, 2026 CC-BY-4.0

Trust layer

Built for inspection before installation

Bundle pages surface trust tier, status, limitations, safety notes, source links, commands, deliverables, and related bundles before a user downloads anything.

Trust tier trusted
Agent affordances commands, tools, workflows
Install path GitHub source and download
Boundaries limitations and safety notes

Open resource

Free to browse, inspect, and use.

Browse the registry, review trust and safety signals, download from source, and propose improvements through GitHub.

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