Best open-knowledge-format OKF Bundles for AI Agents

Git-native persistent memory for AI coding agents. Implements Google OKF v0.2 with sub-300µs in-memory BM25 search, embedded MCP server, and progressive disclosure. Slashes token bloat by 80% with zero external databases or dependencies. Built in pure Go.

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

Open Knowledge Format for coding agents. Author, validate, lint, search, and visualize portable Markdown knowledge bundles. One gem carries the agent skill, the CLI and Ruby library, and an interactive graph. Docker and Claude Code plugin included, 100% local.

Turn docs into agent-readable knowledge bundles using Open Knowledge Format (OKF)

Kiso is a publishing engine that turns Open Knowledge Format (OKF) bundles into static websites for humans and AI agents.

First general Wiki MCP following google's Open Knowledge Format. Let your agent to use, manage, maintain, and health check the wiki (knowledge base) for you. The wiki is general purpose.

Janet builds and maintains a portable LLM wiki in plain Markdown using the Open Knowledge Format (OKF). Run her directly, call her as a subagent, or add her skills to your coding agent.

Agent-first local harness for OKF-compatible LLM Wikis.

AI-XF, the AI eXchange Format. A strict superset of Google's Open Knowledge Format (OKF) v0.2: stable identity, typed relationships, provenance, media identity, federation with evidence. Every AI-XF bundle is a valid OKF bundle.

Data Wiki turns data into portable knowledge bundles following Open Knowledge Format (OKF) and serves them to AI agents over the Model Context Protocol (MCP).

Portable, always-fresh docs for agents and humans. A Surface hub is a conformant OKF concept; Surface adds the freshness OKF leaves out - it fails the build when the code a doc describes changes. Deterministic, no LLM.

AIX — AI eXchange Format. A strict superset of Google's Open Knowledge Format (OKF) v0.2: stable identity, typed relationships, provenance, media identity, federation. Every AIX bundle is a valid OKF bundle.

AIX (AI eXchange) — an open, OKF-compatible knowledge format with stable identity, typed relationships and provenance.

Mental models as files an agent reads — bring your own, or start with 21 sourced ones. An Open Knowledge Format bundle + Claude Code skill.

Context provider for data agents (MCP + REST + CLI): metrics, golden queries, and interpretation knowledge. Google Cloud native (Cloud Run + Cloud SQL), secret-zero.

Obsidian plugin to validate and enforce the Open Knowledge Format (OKF) with frontmatter checks, auto-fixes, index/log generation, and vault-wide reporting.

Knowledge Layer For Agents

Living Docs — a AI agent skill that runs your project's documentation as a living system: constitution, ADRs, BDRs, PRDs, issues, research notes & Mermaid architecture diagrams under five no-drift governance invariants. OKF-formatted, stack-agnostic. Works with Claude Code, Cursor, Copilot, OpenCode & Pi.

Akasha - 3D WebGL knowledge-graph explorer for Obsidian vaults and OKF bundles

Generate and validate Open Knowledge Format bundles with LangChain and your preferred model provider

开放知识格式(OKF)的中文资料整理,以及几个把飞书、Obsidian、Notion、GitHub 等转成 OKF 的小工具

Knowledge graph on a canvas. Notes are Markdown files in Open Knowledge Format, with Typst math, PDF-to-graph import with citation verification, and storylines that read and export as documents. Local-first, no account.

A pluggable Model Context Protocol (MCP) server and headless CLI for the Open Knowledge Format (OKF).

Fast, deterministic CLI to search and navigate Open Knowledge Format (OKF), or Obsidian style doc bundles — for humans and AI agents. Find by frontmatter, traverse the link graph, surface orphans/deadlinks.

The OKF Tutor is submission for 5Days AI Agents Vibe-Coding course https://www.kaggle.com/learn-guide/5-day-agents-vibecoding

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

A Git-native federation and governance profile for organizational knowledge bundles based on OKF.

Ready-to-fork starter for an AI-maintained knowledge base on the Open Knowledge Format (OKF) v0.1 — Markdown + YAML frontmatter, with a Claude Code skill, conformance validator, and EN/TH docs.

Self-hosted LLM wiki turning project context into OKF memory

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.

Zero-dependency .NET implementation of the Open Knowledge Format (OKF) v0.2: knowledge bundles as directories of markdown files with YAML frontmatter. Library, CLI validator, static site renderer, Agent Framework tools and MCP server.

用于管理你与 coding agents 之间的意图、上下文与交接流程 —— 基于 Open Knowledge Format（OKF）构建的 Obsidian plugin。

用于管理你与 coding agents 之间的意图、上下文与交接流程 —— 基于 Open Knowledge Format（OKF）构建的 Obsidian plugin。

A WordPress plugin that converts content into Open Knowledge Format (OKF) documents and knowledge graphs.

SkillSafe: portable evidence-linked knowledge vault for AI agents, with a local Python engine, reviewed writes, source anchors and Markdown/OKF exports.

Portable Agent Skills that turn repositories into agent-ready workspaces with AGENTS.md orientation, an OKF/LLM-wiki knowledge layer, reusable skill creation, and harness adapters.

Validate, author, and export your Obsidian vault as Open Knowledge Format (OKF) bundles for AI agents.

Agent Skill teaching Claude Code and Codex to author, validate, and consume Open Knowledge Format (OKF) v0.1 bundles

OpenCode plugin: progressive disclosure + auto-unload for OKF (Open Knowledge Format) knowledge bundles. Inspired by DCP.

The embeddable GraphRAG engine for Python. SQLite-backed, Cypher-powered, with hybrid search, vector indexes, document chunking and OKF agent memory. No server. Built for agents.

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

The first OKF bundle outside data catalogs — demonstrating the format's power for Dharma knowledge preservation. The key innovation is the `not` field in YAML frontmatter — a list of English mistranslations that AI agents should *avoid* when encountering each concept. No other knowledge format carries this signal for AI Agents / models / LLMs.

Local-first Open Knowledge Format CLI and MCP server for trusted agent context.

Janet is a local CLI agent for building and maintaining portable OKF project wikis in plain Markdown.

KAUT — Knowledge Actualization Under Trust: self-maintaining, AI-first project knowledge for AI agents. Source-bound docs, git-computed freshness verdicts, a gated write path, zero dependencies, MCP server included.

Agent skills that put a trust ladder under a repository's context layer: an OKF/LOKF knowledge bundle where every claim is a draft, checked by automation, or confirmed by a person.

Long-term memory for Codex: preserve decisions and context across chats in a local-first Obsidian/Markdown knowledge base with staged writes you approve and index + graph retrieval. Karpathy-style, OKF-inspired.

Bi-directional Graphify ↔ Google OKF v0.1 integration toolkit. Export knowledge graphs to LLM-optimized Markdown catalogs via progressive disclosure. Bilingual EN/BG.

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.

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

Signed OKF: a verifiable trust layer for the Open Knowledge Format (OKF) - signed, tamper-evident provenance for agent knowledge.

An OKF-native memory layer for code repos — so the why behind your project survives across AI coding sessions. Exports to Google's Open Knowledge Format.

The Vacation Rental Protocol (VRP): an open standard for cryptographically verifiable, host-signed stay offers. Spec + schemas (CC0). HemmaBo is the reference implementation

Weave Skills provides small filesystem-native cognitive operational overlays that keep reasoning operational across long-running engineering work, enabling implementation-grounded continuity and contextual recovery across AI-assisted development sessions.

An open, local-first knowledge engine - a second brain for your ai. Your notes stay plain markdown + git — the tapes; your AI reads and writes them behind governance gates. No lock-in.

Portable, OKF-compatible company knowledge base in Markdown. Compiles to a hierarchical, scale-ready index for LLMs + an offline HTML viewer for humans — with facets, search-by-meaning, and built-in agent procedures (onboarding, dedup, capture). Works with Claude Code, Codex, Antigravity — or no agent.

Open Knowledge Format Skill.

OKF application

An OKF Producer for Confluence that exports a selected Confluence page tree into a downloadable Open Knowledge Format (OKF) bundle for local agent tooling

Homebrew tap for okfcli projects

MCP server: scan a folder of markdown notes against Open Knowledge Format (OKF) v0.2 and ISO 9001 §7.5.2 / ISO 30401 frontmatter fields, locally, from Claude Code, Cursor, GitHub Copilot or a local model. Bronze/Silver/Gold tiers. Zero content egress.

Cross-agent Claude Code / Codex skill to author, convert, and validate Markdown in Open Knowledge Format (OKF).

Template de dépôt pour créer une base de connaissance markdown déployable sur un OKF Bundle Hub : manifeste, gouvernance, schéma de front-matter et questionnaire d'instanciation.

Converts plain markdown into OKF-conformant knowledge bundles

Use LangChain and your preferred model provider to generate and validate Open Knowledge Format (OKF) bundles

Serveur MCP pour bases de connaissance markdown versionnées en git. Des sessions Claude isolées les lisent et y déposent des propositions ; seul le rôle gestionnaire intègre.

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.

Why an OKF knowledge base needs a metabolism, not just a body — the automation layer Google's spec leaves out. By Team Dub Labs.

Roam-style navigation, backlinks, search, and validation for Open Knowledge Format bundles in Emacs.

Persistent memory for Claude Code — your sessions distilled into a Google OKF knowledge bundle (plain markdown you own, not a database you're locked into) and injected back at the start of every session.

CLI and Python library for querying, navigating, and authoring Google Open Knowledge Format (OKF) bundles. Adds semantic search, link graph traversal, and agent-friendly progressive disclosure to plain markdown knowledge bases.

A local-first pipeline that converts PDF and Word documents into Markdown, uses OpenWiki to synthesize a personal OKF knowledge bundle, and exports a browsable, queryable knowledge base for AI agents

Open Knowledge Format database dumper CLI, dump a MySQL/Postgres database to OKF

Local-first developer workbench for Open Knowledge Format bundles

The OpenDPP Integration API as a machine-readable OKF (Open Knowledge Format) bundle — agent-ingestible, cross-linked Markdown for every endpoint, schema and webhook, regenerated from the live OpenAPI spec.

Harness-owned reader/author for Pi-agent OKF (Open Knowledge Format) knowledge bundles

Open Knowledge Format (OKF v0.1) bundle for public procurement — 68,717 tenders across 10 sources / 7 countries, by Lucius AI. Data from The State of Public Procurement 2026.

OKForest Validate: a GitHub Action that validates Open Knowledge Format (OKF) v0.2 trees, with annotations and a job summary

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

Author repository-based Markdown knowledge in VS Code with deterministic wikilink navigation, filesystem-backed identity, and documentation continuity.

Weave Context Dashboard is an open-source desktop product for Workspace Exploration and Context Observability over Markdown repositories.

Scrape a whole website and distill it into an OKF (Open Knowledge Format) bundle

OKF (Open Knowledge Format) bundle of ScalarDB / ScalarDL documentation, per product and per version, for AI-assisted design, implementation and operations

A download-and-run Claude Code template for capturing business-process knowledge as an Open Knowledge Format bundle -- with a one-click Windows setup, five human review gates, and a published learning site.

Comparing Google's Open Knowledge Format (OKF) against Traditional RAG on the same document. FastAPI backend, Streamlit UI, FAISS vector search vs linked markdown traversal, powered by Groq Llama 3.3. No embeddings needed for OKF, no vector database required.

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

AgentPay shared brain published as an Open Knowledge Format (OKF) bundle — Googles open standard for agent-readable knowledge. Pure markdown, no SDK.

Open Knowledge Format (OKF v0.2) as a first-class Amplifier capability — validate, index, query, extend, and age-check any directory of knowledge documents, with per-write enforcement.

Let AI agents navigate Open Knowledge Format (OKF) bundles — tools for LangChain/LangGraph, CrewAI, Google ADK, OpenAI Agents, PydanticAI, LlamaIndex, smolagents, Microsoft Agent Framework and MCP.

Portable scaffold for spinning up focused workspaces (batcaves) in any agentic coding tool — Claude Code, Amplifier, Cursor, Codex CLI, Amp, Cline, RooCode, Aider, Gemini CLI, Windsurf. One persona + one OKF knowledge bundle, freshness-aware.

Open knowlege format bundle and searchable site of curated research on the benefits of good bike infra.

A Rust lexer and parser for Open Knowledge Format (OKF) Markdown files powered by Pest DSL.

Claude Code plugin for an AI-native SDLC: six gated stages (plan→design→build→test→deploy→maintain), each committing a human-accepted artifact. Deterministic Python gates, enforced TDD, release approval, Graphify + OKF knowledge base re-indexed per commit.

Open Knowledge Format (OKF) plugin for Claude Code — a skill, auditor agent, and session hook that keep every project's knowledge catalog current.

OKForest CLI: validate, inventory, and scaffold Open Knowledge Format (OKF) v0.2 trees

Agent skills for Claude Code, Codex, and Cursor that take work from idea to shipped code: probing interviews with plain-language questions, specs, tickets, TDD, code review, and docs written in the Open Knowledge Format. Per-project install, no plugin or npx.

GPT-only Codex fleets, SAS+OKF auto-research, Rick Rubin subtraction, and ChatGPT Desktop for Linux

A portable Claude Code skill that turns Claude into the librarian of an OKF-style markdown knowledge base (compile / synthesize / audit).

Compiles a source corpus into an interlinked, OKF-conformant markdown wiki.

GitHub template for AI-agent-maintained knowledge wikis: Karpathy's LLM wiki pattern on Google's Open Knowledge Format v0.2, Obsidian-native, with the OKF conformance linter nothing upstream ships.

memvault — local knowledge engine for AI agents: capture Codex/Claude/Gemini sessions, hybrid semantic+keyword retrieval, one MCP server for every harness, interactive graph, OKF export.

NKB Legal sample: the Wyoming criminal code as an Open Knowledge Format v0.2 bundle — 264 statute nodes with 6Q analytical enrichment and a typed relationship graph. Registered work TXu 2-562-276; CC-BY-4.0 sample.

Open Knowledge Format (OKF) toolkit for AI coding agents: one installer gives Claude Code, Codex and Hermes a shared knowledge base in your own Git repo.

Comparison and assessment of Google Cloud's Open Knowledge Format (OKF) from a local-first agent-memory perspective. AgentOS by Nadi Adatepe.

Convert Markdown files and web pages into a conformant Open Knowledge Format (OKF v0.1) bundle. Deterministic Python + optional LLM enrichment. Claude Code skill + standalone CLI.

Interactive 3D WebGL Galaxy Graph Visualizer for Open Knowledge Format (OKF v0.2) and Obsidian vaults

GRC conventions for the Open Knowledge Format — compliance evidence as versioned, portable markdown

Retours d'usage, anomalies et demandes d'évolution sur l'outillage du OKF Bundle Hub. Roadmap des évolutions — décidées, reportées, refusées, avec leur motif — et limitations connues. Bundle OKF alimenté par kb_propose, révisé par kb-review.

Free, browser-only tool that turns a tradesperson's job sheet into an OKF v0.2 knowledge bundle — rates, service area, exclusions and escalation rules an AI voice agent can actually read. Nothing leaves your browser. No signup.

Exploring typed relations for OKF to enable linked data and machine-readable knowledge graphs.

Open Knowledge Format bundle for discovering and selecting Office for National Statistics data, updated after the Hackathon 2026-07-20 with the input from the winning team. All questions about the DEVELOPING https://github.com/onsdigital/explore-local-statistics-app should be directed to Explore.Local.Statistics@ons.gov.uk

Open Knowledge Format producer for real production PostgreSQL: multi-tenant, undocumented, managed. Collapses schema-per-tenant databases, detects cross-tenant drift, and reports what it could not read.

OKF（Open Knowledge Format）v0.2 準拠の知識バンドルを Quarto で作るテンプレート。.qmd を書くだけで人間用 HTML と機械用 OKF バンドルを並行生成し、検証・デプロイまで自動化。エージェントにも人間にも読める知識基盤を育てる。

Landing page for OKF — the Open Knowledge Format CLI

The OKF toolkit for Claude Code — author, maintain, validate & visualize Open Knowledge Format bundles. Claude Code plugin + skills.sh.

Claude Code plugin: author, explore, validate, and visualize Google's Open Knowledge Format (OKF) v0.1 bundles.

A small TypeScript toolkit for Open Knowledge Format bundles.

An Obsidian vault that is also an OKF bundle: on-device hybrid search, a local 2B model over MCP, and an explicit knowledge graph. Nothing leaves your machine.

Single-file interactive HTML viewer for Open Knowledge Format (OKF) bundles

Hands-on demo of two agent-friendly knowledge formats: Andrej Karpathy's llm-wiki pattern and Google's Open Knowledge Format (OKF) — the same Claude knowledge base organized both ways.

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

OPFF — Open Personal Finance Format: additive OKF v0.2 profile for personal/household finance packs

Self-maintaining, Obsidian-compatible knowledge base for pi — turn raw sources into an interlinked wiki that compounds. Native Open Knowledge Format (OKF) v0.2.

OPFF — Open Personal Finance Format: additive OKF v0.2 profile for personal/household finance packs

The canonical knowledge bundle registry and distribution catalog for OKF v0.2 AI agent memory ecosystems.

OKF v0.2 bundle — runtime: seal, so an attestation stays in the bundle instead of vanishing with the run

Local-first OKF v0.2 template for a personal or company second brain

Rust CLI for portable, agent-ready specifications, design records, and decisions, built on the Open Knowledge Format.

Java developers in corporate environments face unique challenges: strict security requirements, complex identity management, and the need for robust observability. Spring AI Accelerator was built to bridge this gap.

A three-layer memory model for AI agents that preserves current truth, chronological experience, and retrieval paths into that experience.

Official Open Knowledge Format bundle for M.L. Woodward and the Tianna Howard Adventures.

Local-first YouTube-to-knowledge CLI: timestamped captions + video frames → agent JSON and Google OKF via any OpenAI-compatible VLM.