BundleDex

Markdown memory system for you and your AI agent

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.

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

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

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

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

Your architecture as OKF Markdown in Git, and one C4 map you can walk. Scanned from source, curated by you and your agents.

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.

Persistent memory plugin for Codex. 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.

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.

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

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

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

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)

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

OWOX Model Canvas — visual editor for data models in the 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.

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

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

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.

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.

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

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.

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.

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

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

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

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

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).

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

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.

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

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.

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

Open Knowledge format agentic skills

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

Open Knowledge Format with JSONSchema

llm wiki on okf

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

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.

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

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.

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.

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.

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.

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

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

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

Open Knowledge Format - AI Agent project-level knowledge base

Knowledge Layer For Agents

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

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.

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.

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

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

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

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.

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.

🧠 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.

Local-first editor for Open Knowledge Format bundles

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

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

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

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

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

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

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

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

The Odyssey — a worked example of the Open Knowledge Format (OKF): an interconnected, source-grounded wiki on Homer's epic.

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

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.

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

A standalone desktop editor for Markdown and MDX. Filesystem-first, source-first, native, keyboard-first, and built for local, portable workflows.

Lightweight OKF bundle consumer exposed as an MCP server.

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

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.

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.

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

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

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

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

Obsidian-Installationsparty: Schritt für Schritt zum eigenen Second Brain mit Markdown, Open Knowledge Format und KI — Workshop-Material für Einsteigerinnen.

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

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.

A Speckit Extension for generating Open Knowledge Format

Top Level Cyber Threat Clusters Reference

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

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

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

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.

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.

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

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

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

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.

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.

The easiest CLI tool to bulk ingest documents into Elasticsearch.

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

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.

A linter for the Open Knowledge Format (OKF)

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

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.

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.

Website to OKF Builder

A personal knowledge library you and your AI build together: plain markdown notes that link into a knowledge graph, growing one conversation at a time.

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。

A config-driven, provenance-anchored pipeline that turns an arbitrary corpus of source materials into a linked, self-contained knowledge base with meta ontology template and enrichment functions

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)

An industrial profile of Google Cloud's Open Knowledge Format (OKF) for capturing a plant's operational and human knowledge for AI agents. Fictional showcase bundle included.

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.

SKILL.md to create and maintain OKF about your repo

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

Superbee is OKF-based, agent-first compounding knowledge infrastructure

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.

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.

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.

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

Enterprise OKF AI knowledge hub

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.

An OKF v0.2-compatible starter kit for human-owned, AI-maintained knowledge bases.

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

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).

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`

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 safety layer for Open Knowledge Format (OKF) pipelines that screens content for hidden text and prompt-injection attempts before it becomes part of an AI agent's trusted knowledge.

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

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

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

Open Knowledge Format Extension

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.

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

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

Portable, inspectable knowledge bundles for LLM agents.

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

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

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.

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.

EU Cyber Resilience Act knowledge base as an OKF bundle for Meerkat and MCP

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).

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

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

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。

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

Copy-paste template for a coding agent's knowledge & memory base — OKF Markdown, an interactive offline graph viewer, a conformance linter, and agent skills. By ADBEAM.

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.

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.

OKF application

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.

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

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.

dsh-okf-memory: 会话记忆 → OKF 知识沉淀插件(神经自我学习驱动)。Session-to-OKF memory plugin: predictive recall, uncertainty-driven capture, reinforcement feedback, consolidation & forgetting.

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.

Learn JS with this okf bundle

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

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

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.

Persistent AI memory, shipped as an Agent Plugin: notes as OKF Markdown, cataloged with library and information science, read by any agent over MCP.

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.

Convert Markdown files to an OKF knowledge base

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

OKF tooling and skills to

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

Template de governança de IA

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.

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

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.

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

Store, query, and generate knowledge in the Open Knowledge Format (OKF) - markdown bundles with YAML frontmatter, trust signals, CLI, and LLM ingestion.

Open Knowledge Format (OKF) for Humans and Agents

An agent-native knowledge workspace for your life and your code.

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.

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

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.

Modular AI Agent instructions, architecture standards, and GitFlow protocols in Open Knowledge Format (OKF v0.1)

Vendor-neutral control plane for auditable AI knowledge graphs in Obsidian. Provenance intact.

Deterministic agentic coding harness enforcing ICM stage contracts and Google Cloud OKF v0.2, featuring AST symbol pruning, prompt prefix caching, and an A/B token economics savings dashboard.

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

OKF Platform is a full-stack data catalog for **OKF knowledge bundles**. You upload a bundle, and a background pipeline scans, extracts, validates, profiles and indexes it. Each upload becomes an immutable version that you can browse, search, query with SQL, compare, publish and share through the UI or a REST API.

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.

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

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.

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.

One-command scaffold for AI coding-agent project docs: AGENTS.md/CLAUDE.md rules, incident-handler & doc-sync subagents, OKF-format doc/ bundles.

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

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

面向智能体维护知识库的可检索性退化诊断系统 (AgentKB-Diag): An LLM agent-maintained wiki knowledge base retrievability degradation diagnosis system with OKF v0.1.

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

AI-optimized personal knowledge base starter kit. OKF v0.2 compatible with concept graph, dual-dimension index, and lint tool. / 面向 AI 检索的个人知识库启动套件，兼容 OKF v0.2，含概念关联网络、双维度索引和体检工具。

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

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.

Second brain kit: an OKF markdown vault curated by AI agents through pull requests, as an npm CLI and a Claude Code plugin

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

Transform scattered documentation into a living, version-controlled catalog with built-in data lineage tracking.

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.

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

Enkinex KCL library for OKF Open Knowledge Format

Chief-of-staff ContentPack plugin: priorities, decisions, blockers, escalations, digests, and action items. Dual-host (Claude Code + Grok Build + Codex).

Executive job-search ContentPack plugin: job leads, roles, compensation, interview stages, offers. Dual-host (Claude Code + Grok Build + Codex).

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

Deployable clinical supply chain ontology for Microsoft Fabric, with synthetic data, an OKF knowledge bundle, and Fabio deployment tooling.

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

One shared memory for all your AI assistants - Claude, ChatGPT, Gemini - stored in your own Fulcra account as plain markdown (OKF). Capture skills, recall packs, validator, and a weekly gardener.

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

Spec-Driven Development framework for AI Agents based on OKF

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

Open, agent-searchable LLM wiki of Interspeech 2026 papers — OKF markdown pages + metadata, searchable with Claude Code/Codex (+ zvec-grep). PRs welcome.

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.

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

Philosophy ↔ AI reasoning as one knowledge graph: an OKF v0.1 markdown bundle grounding the Epistemic Operator System in 25 centuries of conceptions of reality, with an interactive site.

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.

A domain-agnostic methodology and reference pipeline for compiling arbitrary source documents into a continuously-maintained, OKF-compliant LLM wiki — with built-in contradiction detection, root-cause attribution, and targeted self-correction.

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

Linkded Open Knowledge Format (LOKF) Agent Skills

Google OKF

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

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.

Mahad Usman's Landing Page for showcasing his technical skills,real world projects and valuable insights related to AI.Assistant mode is also available what if you dont like scroll through website.Talk to his AI Assistant.

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

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

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)

Offline deterministic verification for OKF v0.2 Attested Computations. Re-executes sanctioned WebAssembly in an import-free Wasmtime sandbox and reports Reproduced/Diverged/Unattestable verdicts without network calls. Rust library + CLI for CI and auditing.

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

Agent skill that builds Open Knowledge Format (OKF v0.2) bundles — extracts metadata from CSVs, databases & BigQuery into markdown+YAML concept docs, enriches them from web documentation, and generates an interactive knowledge-graph visualization.

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

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

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.

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.

Profil prawniczy nad Open Knowledge Format — jednostka pod-dokumentowa (racja kierunkowa), relacje typowane z kierunkiem, reguły anty-halucynacyjne.

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

Moved to https://github.com/Brentbin/okf-lsp

Turns messy docs into an agent-navigable OKF bundle — tied/lost 3 of 9 eval questions raw, then beat it on tool calls and stale-claim detection once fixed.

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

LLM Knowledge Base — a Claude Code + Obsidian starter kit

Git-native join table linking any OKF noun to any other, including temporal nodes. Not a search index.

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

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

An open-source, self hosted, web-UI notebook based on the OKF standard.

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

Local-first developer workbench for Open Knowledge Format bundles

Multi-agent knowledge base sync

OKF Bundle Validation, Linting, and Packaging Toolchain

A static, Git-native knowledge explorer for OKF v0.2 that visualizes document relationships and detects potentially affected knowledge when documents change.

Open Knowledge Format (OKF) small team colobarative wiki

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

For any graphify project — an OpenCode plugin that prunes unmatched nodes and merges your OKF bundle after each update.

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.

L0 规范层：品牌事实库 OKF 规范、模板与真实示例 —— GEO 的唯一事实源标准

OQA — Open Query Agent public specification and examples.

A PostgreSQL extension that turns Open Knowledge Format bundles into a queryable, transactional catalog: full-text, semantic and hybrid search, a link graph, multi-tenant RLS, version history, and an audit trail.

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.

Portable, model-agnostic workspace template for AI agents: file-based knowledge, skills, contracts, deterministic validation, and no external runtime dependencies.

A CLI tool for exploring and evaluating Open Knowledge Formats (OKF) either locally or remotely.

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.