Okf Python Packages

ai-rulez

Standards-compliant lifecycle tool for agent knowledge and capabilities: author, generate, bundle, validate, govern, publish.

data-olympus

Governance-grade, OKF-compatible knowledge-base format with a single-writer MCP server and CLI. Pre-release.

openkos

Local-first engine that turns your scattered text into a living, portable knowledge base in the Open Knowledge Format (OKF)

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-schema

Open Knowledge Format with JSONSchema

okf-mcp

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

flip-notebook

Format and tooling for agent-driven research notebooks

okft

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

oifmd

Issues and review comments as files, in any git repository, about anything in it.

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.

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.

agentscar

Blameless postmortems for your coding agent. Auto-memory remembers — it doesn't learn.

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.

bundlewalker

BundleWalker is a local-first tool that turns a source bundle into a navigable knowledge workspace for people and AI agents. It proposes review-first writes to cited, interlinked OKF Markdown while preserving the exact bytes of every accepted source as immutable evidence.

google-okf

google-okf is a production-grade, open-source Python library designed to automatically connect to various enterprise data sources and convert them into the standard Google Open Knowledge Format (OKF).

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.