Ingest a source into any consumer's semantic memory by reading the topology contract
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Web, Search & Scraping · Analytics & Monitoring · AI & Agents · Learning & Documentation · Developer Tools & Repos · Cloud & DevOps · Productivity & Workflow · Sales & CRM · Design & Media · Memory & Knowledge
200 agent skills — instructions the agent loads on demand. 200 of 200 are free. Median context cost 2.6k tokens.
Health-check any consumer's semantic memory by composing structural and domain-specific checks
Append a structured event to a consumer's semantic memory log
Generate a human-readable Markdown view from a consumer's JSON Lines event log
Display @-mention naming conventions and placement rules
Lint @-mentions for style consistency and correctness
Validate all @-mentions resolve to existing files
Analyze codebase and inject @-mentions for traceability
opustags and ffmpeg patterns for applying metadata to audio and video files
Analyze token usage efficiency against the MetaGPT baseline and surface per-step optimization opportunities
Migrate existing CLAUDE.md full-injection to the AIWG.md hook file architecture
Migrate the .aiwg/ directory from single-framework layout to the multi-framework layout with an automatic backup
The rest either hold an API key issued by the publisher or ask for nothing.
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