Open Knowledge Format Python Packages

okf-ingest

Unified ingestion tool for Google's Open Knowledge Format (OKF): validate, load into a portable DuckDB catalog, and semantically search bundles — from R or Python.

jidoseal-mcp

MCP server: check a folder of markdown against Open Knowledge Format (OKF) v0.2 and JidoSeal-defined Bronze/Silver/Gold frontmatter tiers (not ISO certification), locally, from Claude, Cursor, GitHub Copilot, Codex, Gemini CLI or a local model. Engine proprietary; no-egress is a vendor claim, see README.

jidoseal

MCP server: check a folder of markdown against Open Knowledge Format (OKF) v0.2 and JidoSeal-defined Bronze/Silver/Gold frontmatter tiers (not ISO certification), locally, from Claude, Cursor, GitHub Copilot, Codex, Gemini CLI or a local model. Engine proprietary; no-egress is a vendor claim, see README.

okf-mcp

MCP server for Open Knowledge Format (OKF) bundles — okf-ingest's deterministic consume verbs (context, search, impact, diff, doctor) as agent tools

okft

okft — lint and MCP-serve Open Knowledge Format (OKF) bundles. Spec validator + agent server for Google's OKF v0.1.

pystreammcp

Intelligence layer for AI agents. Query planning, context discovery, cost optimization. 60-75% token reduction while maintaining quality.

okf-kit

Turn any website into a portable, agent-ready Open Knowledge Format (OKF) bundle — no LLM required. Crawl, sync, chat offline, and serve docs to coding agents over MCP.

okfgen

Turn any repo, database, or open-data portal into an AI-ready knowledge graph — one command, no LLM, no lock-in. Based on Google's OKF Spec

remnic-hermes

Open-source memory and context for user-aware agents: scoped memory, provenance, retrieval quality, correction, boundaries, evals, and MCP/HTTP access.

cite-citadel

LLM-maintained, fully-cited personal wiki in Open Knowledge Format — with an MCP server so an AI can search and read it.

okf-loremaster

Multi-agentic biomedical literature evidence extraction, curation, and summarization from PubMed/PMC in Open Knowledge Format (OKF) for downstream machine learning, feature selection, and agentic applications.

vault2okf

Convert Obsidian vaults to Open Knowledge Format (OKF) bundles, then validate and repair any OKF bundle. Python CLI, GitHub Action and pre-commit hook.

okf-agents

LangGraph and LangChain retriever, tools, and navigator subgraph for OKF (Open Knowledge Format) bundles.

repoglyph

Local OKF bundle generator: details file/line churn, change-coupling, and generates a banner for at-a-glance structural fingerprints.

okf-ctx

LLM context handler over an Open Knowledge Format bundle BM25 search via MCP, usage telemetry, and a health dashboard. No embeddings, no API key.

remnic

Open-source memory and context for user-aware agents: scoped memory, provenance, retrieval quality, correction, boundaries, evals, and MCP/HTTP access.