Clawifi enables autonomous AI agents to search, scrape, crawl, and map public web sources across academic archives, package registries, datasets, and code repositories, returning structured Markdown and metadata with deterministic provenance and source attribution.

Bilinc provides versioned, verifiable memory infrastructure for autonomous agents. It tracks beliefs as inspectable revisions rather than overwriting state, allowing builders to compare snapshots across time, preview rollbacks, maintain provenance of agent knowledge, and connect memory systems over MCP or Python SDKs.