Research Agents Python Packages

evidence-wiki

Verifiable autonomous research workspaces with provenance-tracked sources, deterministic evidence gates, and auditable citations.

strata-bench

STRATA-Bench: Spatial-Temporal Retrieval, Alignment, Transparency & Audit — a benchmark for AI agents on fragmented geographic and longitudinal market intelligence.

swarmmesh-cli

Shared context and memory coordination layer for swarms of parallel AI agents. Documented HTTP + WebSocket protocol, interoperable Python and Node CLIs, BM25 keyword memory search, built-in MCP server for agent tool calls.

rigorgraph

Local-first claim-evidence graphs and deterministic audit reports for AI-assisted research.