Open tools for agent measurement, ongoing reading, user research, and organizing knowledge.
Agent measurement and conformance
Check whether attempts, logical operations, and retries are counted consistently in agent telemetry. Each check reports PASS, FAIL, or UNPROVABLE when evidence is missing.
A related token-accounting fix was merged into OpenLIT. Token checks are not yet supported by the Conformance Pack.
Ongoing reading and source discovery
Turn a research domain into a source collection and recurring daily, weekly, and monthly digests with sources and evidence boundaries.
Auditable user-demand research
Connect goals, scope, and sample design to demand evidence and research reports, preserving sources, evidence grades, and counterevidence. Available through Skill, CLI, and MCP interfaces.
Video research tool
Convert public videos into timestamped Markdown, SRT subtitles, and structured JSON for searchable research.
Public research library
Essays, materials, and sources organized around research questions, with public full text, material indexes, and read-only access for agents.