BundleDex

Markdown memory system for you and your AI agent

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

Distill videos, PDFs, transcripts, and notes into source-backed teacher Agent Skills.

Persistent memory plugin for OpenCode. Obsidian-style knowledge base that survives across sessions

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.

OKF-powered knowledge context for Claude Code — injects your project's knowledge base at every session

An Open Knowledge Format (OKF) bundle of Cole Medin's best AI-coding videos — mount it in any AI second brain and search it deeply. Transcript-verified.

AI chat, workflow automation, semantic search (RAG), LLM Wiki (OKF) powered by Google Gemini. Works on both desktop and mobile.

An OKF (Open Knowledge Format) knowledge base + Karpathy-style LLM wiki synthesized from Cole Medin's entire long-form YouTube catalog. Drop it next to any project for agent-ready, cited reference. No database, no embeddings.

An Open Knowledge Format (OKF) bundle of Cole Medin's best AI-coding videos — mount it in any AI second brain and search it deeply. Transcript-verified.

OWOX Model Canvas — visual editor for data models in the Open Knowledge Format (OKF)

A fast, open-source Rust toolkit for generating, validating and serving Open Knowledge Format (OKF) knowledge bases from source code.

OWOX Model Canvas — visual editor for data models in the Open Knowledge Format (OKF)

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

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

A portable Claude Code skill (/okf) to create, read, maintain & visualize Open Knowledge Format (OKF) bundles - knowledge as plain, git-versionable Markdown.

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

A portable Claude Code skill (/okf) to create, read, maintain & visualize Open Knowledge Format (OKF) bundles - knowledge as plain, git-versionable Markdown.

CLI tool for managing Open Knowledge Format (OKF) bundles.

skill: maintain repo docs under the Open Knowledge Format + fast doc/schema lookup (find_docs.py). Grep-first, script-fallback.

skill: maintain repo docs under the Open Knowledge Format + fast doc/schema lookup (find_docs.py). Grep-first, script-fallback.

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

LLM-wiki in OKF (Open Knowledge Format) for Crossplane v2

LLMWikiNG is a local, privacy-friendly wiki platform developed by ZeroDot1 and based on the Karpathy LLM Wiki Pattern. The wiki is maintained and expanded by AI assistants—and you can easily read, search, and manage it right in your browser.

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

Structured, spec-driven development workflow for AI coding agents.

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

Raw engineering artifacts go in. A living, query-able, agent-readable knowledge base comes out. OKF Conformant.

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.

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.

Universal OKF-based memory system for Hermes agent - structured, persistent, agent-readable knowledge storage.

Open Knowledge format agentic skills

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

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

Build and maintain a portable knowledge base as an Open Knowledge Format (OKF) bundle — the kb-* agent skill family.

Validate, index, search, and manage your knowledge base from the command line — or let AI agents do it through MCP. Built for knowledge workers who want machine-readable notes, automated quality checks, and token-efficient AI access to their Second Brain

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).

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.

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.

llm wiki on okf

OKF conformance is whether a knowledge bundle correctly follows the Open Knowledge Format — Google Cloud's open spec for knowledge as portable, cross-linked markdown that AI agents read.

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

Open Knowledge Format - AI Agent project-level knowledge base

Open Knowledge Format with JSONSchema

OKF conformance is whether a knowledge bundle correctly follows the Open Knowledge Format — Google Cloud's open spec for knowledge as portable, cross-linked markdown that AI agents read.

CLI tool for managing Open Knowledge Format (OKF) bundles.

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

Your personal universal memory for every AI agent. Switch engines. Same mind. Git-native, zero-infra, plain markdown + MCP.

Open standard for portable AI knowledge interchange — JSON-LD + Markdown dual format with W3C PROV provenance, bi-temporal tracking, entity relationships, and OKF support.

The Universal Open Knowledge Format (OKF) Ingestion Compiler. Convert PDF, DOCX, Markdown, and HTML into structured, cross-linked RAG context graphs using Google Gemini.

Local-first MCP memory server for AI agents, with source citations and OKF/Markdown knowledge bases.

Matt Pocock's agent skills, reworked on Google's Open Knowledge Format

Local-first editor for Open Knowledge Format bundles

A standalone, deterministic grounding playground for AI agents built on the Google Agent Development Kit (ADK) 2.0 and the Git-backed Open Knowledge Format (OKF) specification.

MCP server + CLI that turns the task manager you already use into persistent agent memory for Claude Code and any MCP client. Hybrid retrieval (RRF), no vector database. Adapters: TickTick, Obsidian, Notion, GitHub, Airtable, Google, OKF, Taskmaster, Beads.

A Go-native framework for LLM agents, with OpenTelemetry observability built in.

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.

LLM-wiki in OKF (Open Knowledge Format) for Crossplane v2

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

Open standard for portable AI knowledge interchange — JSON-LD + Markdown dual format with W3C PROV provenance, bi-temporal tracking, entity relationships, and OKF support.

A practical project to learn the Open Knowledge Format (OKF) from Google to understand your house.

Local-first memory for AI agents: teach knowledge as Markdown Domains, capture learnings as Engrams. One Rust binary with MCP server, CLI and hybrid search.

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

Self-contained OKF design workflow for AI agents: DESIGN.md contracts, taste checks, critique/repair, and rendered verification.

Matt Pocock's agent skills, reworked on Google's Open Knowledge Format

AI-Tadpole-OS a local-first "development platform" a Lily Pad to jump from for running autonomous AI agent teams on your own hardware. Coordinate parallel workflows, maintain full data privacy, and oversee every decision — no cloud required.

A practical project to learn the Open Knowledge Format (OKF) from Google to understand your house.

Agent Wiki is a lightweight OKF-compatible knowledge layer for AI agents, turning documents, code, and project context into portable, retrievable memory.

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

Pure-Rust document parsing for RAG/agents: PDF · DOCX · HTML · more → byte-deterministic, page+bbox-citable chunks. One binary, zero deps.

The Universal Open Knowledge Format (OKF) Ingestion Compiler. Convert PDF, DOCX, Markdown, and HTML into structured, cross-linked RAG context graphs using Google Gemini.

Lightweight OKF bundle consumer exposed as an MCP server.

OKF-style docs knowledge-base linter: frontmatter, cross-links, generated indexes, staleness. Zero deps, CLI + API.

Toolkit for turning Markdown docs bundles into validated OKF knowledge graphs, with a local studio, static site output, and agent-friendly CLI.

Transform institutional knowledge into Open Knowledge Format (OKF). OKF Studio ingests enterprise knowledge from multiple sources, structures it into portable OKF bundles, builds linked knowledge graphs, and makes knowledge reusable across LLMs, agents, and applications.

A CRM marketing knowledge base, following the google OKF format.

Write OKF markdown, get a queryable knowledge graph for free.

Open Knowledge Format with JSONSchema

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

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

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.

A Pi extension that turns any project into a local, agent-readable knowledge base using the Open Knowledge Format (OKF).

Surviving the AI Deluge: Architecting an Agentic Memory with OKF and Obsidian — Presentation assets and reference materials

AI SEO for WordPress — llms.txt, Markdown endpoints, FAQ + schema, 29 AI crawler controls, E-E-A-T, WebMCP and Google OKF. Makes your content readable by ChatGPT, Perplexity, Claude, Gemini and Google AI Overviews. Works alongside Yoast, Rank Math and AIOSEO. GPL-2.0. By HostMyBlog / Etica Studio.

Long-term memory for CLI agents — cross-CLI, cross-project, cross-session. OKF Wiki + MCP server, model-agnostic.

A Speckit Extension for generating Open Knowledge Format

A Speckit Extension for generating Open Knowledge Format

An open, interactive knowledge graph of modern AI — 123 concepts from tokens & attention to LoRA, DPO, reasoning models, and agents, with typed connections. Fully offline, zero dependencies. Built on the Open Knowledge Format.

MJML knowledge for AI tooling, in two formats: a Claude skill plus a conformant Open Knowledge Format (OKF) bundle for authoring, compiling, and debugging responsive email. Same knowledge, pick your tool — plain Markdown, MIT-licensed.

MJML knowledge for AI tooling, in two formats: a Claude skill plus a conformant Open Knowledge Format (OKF) bundle for authoring, compiling, and debugging responsive email. Same knowledge, pick your tool — plain Markdown, MIT-licensed.

Top Level Cyber Threat Clusters Reference

A curated list of resources for the Open Knowledge Format (OKF)

Evidence-based clinical workflow assistant with agentic RAG for hypertension care with LangGraph orchestration, hybrid retrieval, OKF knowledge spine, safety-first guardrails, and Vercel deployment.

Memory for your coding agent — markdown project graph template: product, plans, features, bugs, specs, architecture, releases

A linter for the Open Knowledge Format (OKF)

Clonable template for an OKF v0.1 knowledge wiki with a baked-in academic-integrity extension (sources, verification status, claim-level provenance, review cadence). Obsidian-friendly.

okfmem engine — self-maintaining OKF markdown memory (decay + consolidation) for AI coding agents. Data lives in a separate private <user>/okfmem-store.

AI-native engineering environment management that makes your codebase agent-ready.

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

Local-first editor for Open Knowledge Format bundles

最高に軽量な、OKF v0.2 とLLMwiki準拠のローカル知識ベース。1に比べてセキュリティよりも機能性を重視した設計でコンセプトは「空気のように軽く、どこからでもデータ保存」です。

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

Portable doc bridge for AI agents — OKF + Self-Describe + AgentHandoff. CLI, MCP, Fumadocs/Docusaurus adapters.

Bulk-edit YAML frontmatter across the vault, or generate it from note content with an LLM. Snapshot undo. For OKF (Open Knowledge Format) migration.

Lightweight OKF v0.1 LLM knowledge wiki — skill-first + pip-install wheel; zero-dep OKF core, lazy L2 install on first search.

A pure-Rust, zero-dependency implementation of the Open Knowledge Format (OKF)

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

Agent Skills–compatible procedure for authoring, reading, and validating OKF (Open Knowledge Format) v0.1 bundles — markdown + YAML frontmatter for agent-readable knowledge. Works with Claude Code, Claude API, OpenClaw.

Static OKF Explorer, registry, YAML-LD profile and conformance tooling for federated OKF Bundle Wikis

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

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.

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.

OKF (Open Knowledge Format) plugin for OpenClaw — structured knowledge bundles with auto-recall, graph traversal, and agent tools

A verified core of accounting mechanics in Lean 4, paired with curated accounting judgment in the Open Knowledge Format (OKF).

Self-learning, OKF-based second brain that lives in a git repo and runs across Claude, Codex, Github copilot, Antigravity, and Cursor.

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。

Big Methods, Ideally Less Drama (a milder, narrower BMAD implementation)

Transform Git repositories into Open Knowledge Format (OKF) for AI agents, semantic code understanding, and knowledge graph generation.

🧠 Knowledge-Driven Development (KDD): ready-to-use template combining OKF (knowledge as linked markdown nodes) + CCDD (deterministic contracts for ephemeral AI agents). Clone it, write a contract, and the built-in validator + CI are already working for you.

LivingKB is an AI-native, self-hosted, Git-backed knowledge base with MCP integration, conversational chat, semantic search, automated documentation via OpenWiki, document ingestion through Docling and MarkItDown, OKF support, RBAC, and approval workflows.

OKGF is a vendor-neutral, open format for knowledge that carries its own governance.

A very light desktop knowledge base. Notes are plain Markdown with YAML frontmatter conforming to [Open Knowledge Format (OKF) v0.2][okf], arranged in the LLM Wiki three-layer pattern, so that humans, text editors, and AI agents all read and write the same files.

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.

Agent Learning Management System — self-hosted MCP control plane for agent registry, gap-safe cross-agent learning sync, OKF export, and protocol distribution

Context Layering & Engineering for Agentic Resources — Persistent memory, intelligent context, and structured project management for Claude Code

Databricks AWS documentation compiled into OKF (Open Knowledge Format) via llm-wiki-compiler. Validated as high-quality LLM context source — published as a test/reference example, few days after format release.

Chrome (MV3) extension that syncs GEXbot trading tabs — profiles, ticker, or synchronized historical replay. No build, no network egress.

The auditable provenance ledger for multi-agent work — complements A2A and OKF.

InfraWiki writes and maintains your infrastructure documentation for agents in Open Knowledge Format (OKF)

Inter-LLM knowledge handover framework leveraging Open Knowledge Format (OKF) for Qwen family. Bypasses text paring and tokenization by passing binary token arrays directly into model embedding layers via shared memory for ultra-low latency execution.

Governance for AI-written project docs — verify, catch drift, keep them code-grounded, enforce in CI. Zero-dependency, OKF-compatible.

Marketing memory for your AI agent — markdown campaign graph template: positioning, launch venues, CRM, posts, mentions, experiments

Task Tree for Obsidian — see your Markdown checklists as a collapsible tree and a Kanban board at once, with parent progress rolled up from children. Plain Markdown, agent-ready (OKF).

Lightweight desktop reader + chat for okf-kit knowledge bundles — read any docs like a book, chat with cited answers. AGPL-3.0.

Open Knowledge Format (OKF) is a portable format for the knowledge surrounding data, systems, products, policies, and organizational concepts. It is designed for people and AI agents to read and author.

A tiny Hunchentoot server that renders any Open Knowledge Format (OKF) markdown bundle as a browsable, tag-searchable website — no build step, no database, sidebar and links always generated fresh from what's on disk.

Agent Zero plugin for portable Open Knowledge Format catalog management

SKILL.md to create and maintain OKF about your repo

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.

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

Portable, inspectable knowledge bundles for LLM agents.

Окружение для работы с OKF. SKILL для соблюдения формата и упрощения работы, rag для поиска

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

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

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.

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.

OKEngine — a domain-agnostic engine for swappable-topic LLM wikis: turn a pinned agent into a wiki maintainer driven by declarative packs (OKF is a portability floor).

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 conformant agent schemas for LLM-maintained wikis

Privacy-first second brain you self-host. OKF Markdown notes, offline sync, RAG chat, web research, knowledge graph & voice. FastAPI + Flutter. Local Ollama or cloud LLM. MIT alpha—build from source

Monorepo workshop for agent-development tooling: orchestrator-workflow and okf-kit ship on npm; slop-detector is the AI-slop linter for PRs.

An AI-first, open-source second brain: plain-markdown notes in a local vault that Claude, Cursor, and other agents read and write directly over MCP. An Obsidian alternative built for the age of agents.

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

The Open Cricket Knowledge Catalog Every claim. Every source. Open. CricketStudio.ai gives you the live stats. OKF gives you the open standard behind them — metric definitions, methodology, provenance, and canonical links. Portable, citable, and forkable.

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.

Persistent memory plugin for Codex. Obsidian-style knowledge base that survives across sessions

Use Effect v4 (beta) to create CLI tools and services that can parse, validate, ingest, query, and reason over OKF bundles, integrated with RAG (Retrieval-Augmented Generation) via ChromaDB

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

A local-first desktop workspace that turns your notes, documents, and workflows into context for AI.

Enterprise OKF AI knowledge hub

LLM-Wiki with recursive knowledge abstraction engine: compiles heterogeneous sources into hierarchical OKF wikis using LLM clustering and incremental synthesis.

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.

A curated collection of reusable skills, workflows, and knowledge modules for building LLM-powered okf-compatible wiki systems.

Turn hard-won human experience into knowledge your AI agents can act on — a methodology (routing + Book-to-Skill + governance) above OKF. A production field report.

MDBrain — MongoDB-native LLM Wiki / Company Brain. OKF-interchangeable, governed, self-maintaining. Built on the document model.

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

Template de governança de IA

Interactive studio for OKF (Open Knowledge Format) bundles — explore the knowledge graph, audit & edit concepts, and ask it questions with AI. `npx okapi-okf ./path-to-bundle`

Beginner-friendly runbook and starter kit for building or converting an Open Knowledge Format knowledge base with file-capable AI agents.

Agent Skills–compatible procedure for authoring, reading, and validating OKF (Open Knowledge Format) v0.1 bundles — markdown + YAML frontmatter for agent-readable knowledge. Works with Claude Code, Claude API, OpenClaw.

Civil-society knowledge as an Open Knowledge Format (OKF) bundle — a TechSoup reference sample (community resources + nonprofit tech offers).

NevoFlux pack (`pack-protocol/0.1`) that exports GBrain knowledge as a conformant Open Knowledge Format (OKF) v0.1 bundle — one of the independent OKF producers outside Google.

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

Static-first reading app for Open Knowledge Format (OKF) bundles - sidebar navigation, concept pages, backlinks, and connection graphs for humans, not just agents

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

okf — toolkit for OKF knowledge bundles: scaffold, index, validate, and render an interactive 3D graph

Open Knowledge Format (OKF) for Humans and Agents

Open Knowledge Format Extension

A local, cross-platform desktop application that utilizes the OKF and LLM wiki approach to create and query a knowledge wiki.

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

An Open Knowledge Format (OKF v0.1) bundle for a Pulumi platform team — runbooks, decision records, and service pages as agent-readable knowledge. Companion to the 'Knowledge as Code' blog post.

This package implements Open Knowledge Format (OKF) support for Pydantic AI.

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

Decision provenance for AI-assisted development. Every requirement traces to a decision, every decision to the human answer behind it — plain markdown (OKF), no server, no database. Your agent asks once, then never again

FANUC RAG Knowledge Base — pluggable retrieval + SAG hybrid search + OKF concepts. 97.4% flywheel, 29ms avg. pip install rag-fanuc.

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

CLI de scaffolding: Spec-Driven Development + Open Knowledge Format (OKF) para Claude, Codex, Cursor, Gemini, Copilot e Windsurf

An advanced AI knowledge retrieval architecture comparison (Hybrid RAG vs Graph RAG vs OKF-Wiki), benchmarked on the Taiwan Building Regulations dataset.

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.

A VS Code and Cursor extension for exploring Open Knowledge Format (OKF) v0.2 and Karpathy-style LLM wikis—view Markdown, YAML metadata, PDFs, links, outlines, and knowledge graphs, then hand grounded context to AI agents.

Git-backed markdown wiki for humans and AI agents, web UI and MCP endpoint from one binary

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.

Portable context-economy kit for coding agents: a graph-derived PROJECT_MAP, an output wrapper, and curated knowledge (OKF) — so the agent stops reading source files to find things.

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.

Ask questions about a folder of Markdown files using AI or offline search. Built on Google's Open Knowledge Format (OKF).

Persistent memory for Claude Code — save decisions, findings, and checkpoints as plain markdown so no knowledge is lost to context compaction. Built on the Open Knowledge Format (OKF), with a one-click setup wizard.

Local semantic search over the documents on your own Mac. OKF knowledge bundle, hybrid retrieval, MCP server. Nothing leaves the machine.

Specification for a digitally signed knowledge file container, the format of metadata and knowledge is specified in tags, Google OKF by default

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.

a unified ai memory based on llm wiki, graphify, hierarchical retrieval and the OKF

NexusRAG — evolving knowledge-graph RAG that turns PDFs and transcripts into an OKF knowledge map, then answers with hybrid vector + graph retrieval and page-level citations.

A self-bootstrapping AI-maintained knowledge vault Obsidian + OpenCode + Zettelkasten

An open-source, offline To-Do application for developers and supporters built with SQLite. It can be accessed and manipulated by AI through Open Knowledge Format and MCP.

OKF-native LLM Wiki compiler for traceable RAG and Agent Memory.

OC5 - Open Context vault, OKF (Open Knowledge Format) compliant memory and context layer for AI. Open Source and freely distributable

Open Knowledge Format Skill.

Open Knowledge Format Skill.

A Portent and OKF based dashboard to classify, connect, and track every note through its lifecycle — from raw capture to organized knowledge. Works with any Obsidian note; enhanced with the QuickClip Capture browser extension for Chrome.

A hands-on comparison of two ways to give a language model access to a knowledge base: classic Retrieval-Augmented Generation (RAG) using embeddings and vector search, versus Google's Open Knowledge Format (OKF), a markdown-based knowledge representation released in mid-2026.

100% オフライン・依存関係ゼロで動く PowerShell 用 Google OKF (Open Knowledge Format) 対応ローカル Wiki サーバー ＆ 静的 HTML 出力基盤。RAG/LLM 用構造化 API (/api/chunks.json) や GFM・Mermaid.js 描画に対応。

SpeK-Kit (SKGDD): Spec + Knowledge-Graph Driven Development — fuses GitHub Spec Kit, Google OKF, and Loop Engineering into a self-evolving developer kit.

A bilingual academic wiki with searchable knowledge, citation-grounded LLM answers, and agent-readable OKF exports.

Portable agent skills — project setup, codebase design, governance and OKF note authoring. Harness-agnostic, no fleet detail.

A markdown knowledge bundle in your repo, plus a CLI built for agents — OKF-native, local-first, versioned with compare-and-swap. Early & experimental.

Browse your huge markdown as a website with file tree and outline, in a VSCode extension, on GitHub Pages or running as a local server. Render diagrams, Math, OKF parsing and more

A community registry of ready-to-use OKF knowledge bundles — okf get <name> and chat.

교회 AI 위키 스타터 키트 — OKF + LLM wiki 하이브리드. 작은 교회가 AI를 디지털 간사로 들여 기록을 쌓는 클린 템플릿.

Verificador de fidelidad de citas OKF (Fase 1/3: resolve→retrieve→verify por NLI, CPU-only). MVP verificado: AUC 0.7029 sobre código/CRD.

Google Open Knowledge Format Agentic Workflow

Cursidian — Cursor × Obsidian LLM-maintained wiki (OKF + agent skills)

Open, AI-augmented OKF knowledge base for a DBA program — 6 courses on emerging tech, ML, deep learning, generative AI, AI project design & responsible AI.

LangChain deepagents that maintain and consult a wiki knowledge base in Open Knowledge Format (OKF).

OKF-aware virtual filesystem backend for LangChain Deep Agents (Open Knowledge Format)

Enkinex KCL library for OKF Open Knowledge Format

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

Governed markdown wiki for LLM agents — curated content, derived index, simulation-verified concurrency robustness. OKF-compatible, llms.txt + read-only MCP.

a reusable, local-first tool that discovers digital objects, extracts structured knowledge from them, shows its work in a live terminal interface, and exports the resulting knowledge in Open Knowledge Format (OKF).

GraphQL schema → OKF knowledge bundle. Deterministic, kept in sync. 🚧 WIP

Shared deterministic content-research engine (crawl → OKF → relevance-loop → per-item generate) for craicgpt.ie / thegeekwiththepeak.com / thescriptingpaddy.com

Homebrew tap for okfcli projects

Personal context storage in OKF format

Agent-first knowledge bases, forged from your systems of record — the production protocol for OKF knowledge bundles

Pipeline que deconstruye un libro en un grafo OKF de conocimiento y contratos hibridos verificables de KDD

Claude skill: agent-maintained OKF knowledge wikis instead of RAG

Astro source for knowledge.oriz.in — 828 OKF concept files rendered as a warm-paper reader

Scaffold for new OKF knowledge bundles

A compounding file-based knowledge wiki for AI agents (Karpathy LLM-Wiki + Google OKF), packaged as a Claude Code plugin.

Editor local-first de bases de conocimiento en formato OKF (Open Knowledge Format) — Tauri + Rust + Svelte + git

CLI-agnostic agent harness starter: portable rules, hooks, and an OKF-backed memory system behind MCP.

OKF tooling and skills to

Reconfigurable LLM surface that reshapes per task

AI-driven MSX development and operations harness, featuring documentation organized via the Open Knowledge Format (OKF), automated build workflows, and direct agent-to-emulator communication via MCP to execute complex tasks.

A comprehensive OKF knowledge bundle teaching developers how to integrate Nostr into their applications — relays, NIPs, auth, events, client libraries, and production patterns.

okc reads a database schema and produces an OKF (Open Knowledge Format) bundle — a directory of cross-linked markdown documents that turn your schema into a navigable knowledge graph.

Claude Code / Grok plugin: OKF Agent Graph Engineering Runtime (AGER) — multi-agent loop schema, depends on okf-plugin (okf-graph-eng)

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

Converts plain markdown into OKF-conformant knowledge bundles

Agent skill: structured, resumable domain-elicitation interviews that emit an OKF knowledge bundle (glossary, tri-temporal events, rules, context map)

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

OKF v0.1 knowledge bundle generator — Claude skill + OpenCode integration

Governance layer for OKF knowledge bases — evidence-based verification, anti-patterns, and consumption priority for safety-critical domains.

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.

MCP server exposing OKF knowledge bundles to AI agents via semantic search.

OKF-Wissensbundle für LLM-optimierte Content-Erstellung (GEO/AI-Sichtbarkeit) – Eugen Ullrich, eullrich.com

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.

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 citizen-centred Open Knowledge Format bundle about life in the UK

Browse Open Knowledge Format (OKF) bundles via CLI

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

Local-first developer workbench for Open Knowledge Format bundles

OKF Bundle Validation, Linting, and Packaging Toolchain

Open Knowledge Format (OKF) small team colobarative wiki

OMI/Obsidian memory tooling (Open Knowledge Format) for AI agents: reproduce the integration on any machine, plus a local web app to view, edit, and add memory entries.

Open Knowledge Format (OKF) knowledge indexing into Neo4j for hybrid vector + full-text + graph-expanded retrieval and grounded, cited answer generation.

Use IA grátis de forma avançada com governança profissional

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.

OQA — Open Query Agent public specification and examples.

Persistent agent memory for Pi Coding Agent: Markdown/Obsidian knowledge base, daily logs, ADR pages, session continuity. OKF-inspired.

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

Automated deep-dive research tool that combines live web search, local files, and historical research stored in an OKF wiki to produce accurate, evidence-backed intelligence.

A Rust CLI for RAG - indexing markdown notes with local vector embeddings and exposing them to AI assistants via MCP (Model Context Protocol).

Claude Code marketplace for the nine Spillwave second-brain ContentPack plugins. Shared OKF knowledge tree for Grok Bot job functions.

Shared Astro+shadcn shell for oriz.in fleet sites (wordmark, footer, OKF Zod schema, Bunny Fonts loader)

LLM-maintained knowledge base (OKF + Karpathy LLM-wiki pattern) for STRT's daily That's a First Digest n8n workflow.

The Master's Shadow - A narrative-driven roguelike about escaping a mind-transfer ritual with an ancient wizard. Built on the Clockwork Dark engine architecture with OKFS, adaptive AI, flow fields, and ritual mechanics.

The 1,330 couplets of Tiruvalluvar's Thirukkural as an Open Knowledge Format (OKF v0.1) bundle — Tamil verses, English translations, four Tamil commentaries (Manakkudavar, Parimelazhagar, Varadharasanar, Kalaignar), 42 themes, and a self-contained interactive graph explorer.

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

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

Agent tools and skills to read and write wiki in Open Knowledge Format (OKF)

Семантический, полнотекстовый и гибридный поиск по базам знаний OKF Markdown

Official community repository for AI-Tadpole-OS. Download, share, and install industry-specific AI Swarm templates.

hub.agentnetwork.org.cn full source — public hub (registry+relay+reviews+guest) + operator plane (/admin): agent regulation, official-agent deep observability, OKF dataset accumulation

A localized, plain-text orchestrated multi-agent infrastructure utilizing Google OKF context routing schemas inside VS Code.

Portable grounding kit: a daily, Karpathy-style auto-wiki your AI agent fills with cited research in the Open Knowledge Format. Two skills + a runbook, no runtime, MIT.

Open Knowledge Format (OKF v0.2) knowledge base for Collective Software - machine-readable documentation of the suite and its published products, for agents and humans. CC-BY-4.0.

low token document to markdown converter that can bundle MD file into OKF and Skills directory for the next generation of RAG.

A free checker for Google's new Open Knowledge Format (OKF) — tells you if your AI knowledge files are set up correctly and flags what's gone stale. Tested against Google's own official examples.

Entity.md — an open, provenance-first format for agent-legible customer entities: bitemporal event log → entity resolution → materialized profiles → graph → analytics. OKF superset; spec + reference implementation.

Stateless C# library for parsing and serialising Open Knowledge Format (OKF) v0.2 bundles, plus an OutSystems ODC External Logic adapter.

Design systems for Informa — extracted from official brand guidelines and real-world implementations. Two contexts: Corporate (informa.com) and Applications (elysia). Includes color tokens, typography (Aleo + Open Sans), and component specs following Stitch + OKF format.

Japanese Legal Open Knowledge Format Profile

Kaebea is a OKF-based Client KB template

KnowIT.AI transforms documents into structured OKF concepts, then uses hybrid retrieval to generate grounded answers with clear source citations.

Agentic orchestration for the LeRobot pipeline — a deterministic collect→train→eval→improve loop driven by agents, with a constitution safety gate, an OKF knowledge wiki, and a flow dashboard

OKF Repository

Github Action for validating Open Knowledge Format (OKF) bundle(s)

A flat-file profile of the Open Knowledge Format (OKF) optimized for link-graph navigation and agentic progressive disclosure.

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

producer & consumer skills for open knowledge format usage (unless we come up w a better idea ;-))

Privacy-first offline Markdown editor for Android with OKF bundles, PDF/image export and text-to-speech

OKF file system for email data with an MCP structured to attach it with LLMs.

Outil de maintenance de fiches OKF (Open Knowledge Format)

OKF knowledge graph: LadybugDB + Jina v5 ONNX embeddings, hybrid RRF search, graph traversal, and v4.0 multimodal image ingestion with three ingestion modes.

OKT — open knowledge tools; OKTS — tool search and discovery for any agent.

OKF is an open format for representing knowledge — metadata, context, and curated insight about your data and systems. People write it, agents generate it, organizations exchange it. Both humans and LLMs can consume it without special tools.

This is a basic implementation of https://cloud.google.com/blog/products/data-analytics/how-the-open-knowledge-format-can-improve-data-sharing

Implementation of Open Knowledge Format with Open Source LLM

Implementation of Open Knowledge Format with Open Source LLM

A distributable knowledge-mesh scaffolding for Open Knowledge Format (OKF v0.2) bundles — records why a project believes what it believes, and hands it to an agent before it acts.

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.

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).

A fresh TypeScript workspace on the SDLC + OKF + LLM Wiki 2.0 standards, with a Podman test gate proving artifacts minimal, well-formed, efficient and model-agnostic before admission.

Personal brain based on Karpathy LLM Wiki, Google OKF, Tiago Fortes PARA and PAI by Daniel Miessler. Module based. Minmal dependencies to run. Agent agnostic. Pull based.

Teradata Open Knowledge Format Extractor

Google ADK-powered Streamlit runner and review app for local TradingAgents research with Ollama, saved JSON results, OKF markdown memory, and local-first export/review workflows.

Generic account and relationship ContentPack plugin: clients, contacts, account plans, deliverables, commitments, renewals. Dual-host (Claude Code + Grok Build + Codex).

Grounding AI systems in real organizational context — a runnable ACME Corp walkthrough using MCP + Open Knowledge Format (OKF v0.2). Companion to the GDG Providence session.

Broader more in depth llm-wiki okf directory of coding standards for agents

Reusable Python module: versioned memory, skills, evidence, and attention states for AI agents. OKF-native knowledge bundles.

Research environment for typed knowledge graphs + Eve agents — OKF Markdown → LadybugDB → semantic graph tools → retrieval evaluation

Generic Open Knowledge Format (OKF) project memory templates and agent skills for Claude Code and Codex.

The Filesystem Agent Workspace template family: a folder-based agent workspace, a shared context store, and a capability registry. Plain Markdown + git, agent-agnostic, no lock-in.

Agentic Agriculture Advisor (AAA) is a multi-agent agriculture intelligence project built using the Google ADK and Antigravity SDK conventions. It coordinates multiple specialized agents, MCP servers, a knowledge graph (OKF), a RAG document search pipeline

A lightweight way for coding agents to accumulate and reference curated Markdown knowledge — no vector DB, no pre-indexing, no custom code.

A local-first, model-agnostic system that compiles sources into durable Markdown for Claude and Codex.

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

How open-source organisations treat AI-authored contributions — an OKF knowledge bundle, sourced from primary texts with per-record expiry.

Compatibility redirects for the former AI Infrastructure Wiki and OKF bundle URLs

Three Claude Code skills for a local, in-repo, git-tracked knowledge base built on the Open Knowledge Format (OKF): scaffold, backfill, and capture-at-session-close.

Serve + maintain an OKF (Open Knowledge Format) markdown knowledge bundle: read API + ai-wiki CLI + headless-agent curation. Apache-2.0.

al-dente is the living, open register of the agentic engineering ecosystem — mapped as **Open Knowledge Format (OKF)** bundles.

Self hostable AI Chat for ingested (Claude .SKILL included) PDFs using local SLM RAG (Karpathy Wiki and OKF)

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.

A signed, immutable knowledge-distribution format: compile docs (Markdown or Google OKF) into a verifiable pack your AI can search over HTTP byte-ranges, with an independently verifiable cryptographic receipt for every citation.

A skill for anything-to-okf skill

Track research questions, hypotheses and verdicts in plain markdown, so agents and teammates can see what you tried and what happened. A profile of Google's Open Knowledge Format.

Public demonstrator of the HemySphere L1/L2/L3 vault doctrine (Karpathy LLM-Wiki family, Google-OKF-conformant bundle) - daily L1 ingest of WorldMonitor open-intelligence data, daily AI-synthesised L2 briefs under a CI-enforced editorial contract, and a queryable cross-channel knowledge graph, published as a read-only static site.

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.

OKF application

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

A local-first AI knowledge platform powered by Ollama and Open Knowledge Format (OKF).

Portable, human-readable agent brain. OKF markdown bundles / Karpathy-style LLM wiki + hybrid RAG retrieval — one Git-native brain for AI agents, with gated writes and cited answers.

Open knowledge format, schemas and taxonomies for structured travel experiences.

A Claude Code plugin for reading, writing, validating, and maintaining Open Knowledge Format (OKF)

CHURN: Harvest → Unify → Refine → Normalize. Legacy knowledge turned into EKG-ready OKF (Google's Open Knowledge Format) markdown.

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