Best ai-agents OKF Bundles for AI Agents

Markdown memory system for you and your AI agent

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

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.

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

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).

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

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

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.

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.

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.

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.

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

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.

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

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

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

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

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

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

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

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.

🧠 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.

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.

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。

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

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

Portable, inspectable knowledge bundles for LLM agents.

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.

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.

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.

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

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

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

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

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

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.

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

Open Knowledge Format Skill.

A read-only server, web UI, and semantic search for Open Knowledge Format (OKF) bundles — directories of Markdown files with YAML front matter.

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.

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

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.

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

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.

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

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

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

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

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

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.

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.

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.

A zero-infra MCP server that turns an Open Knowledge Format (OKF) bundle into fast, lexical-first knowledge discovery for LLM agents — no vector DB, no embeddings by default.

Spec-Driven Development framework for AI Agents based on OKF

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

A portable method for AI-maintained knowledge bases — a compounding markdown wiki (Karpathy's LLM-Wiki + Google's OKF + Anthropic's Dreaming). Spanish original included.

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

Text-only, fixed-$200 n8n memory portability audit with privacy-safe OKF mapping.

Vendor-neutral Go CLI for the Open Knowledge Format. Create, validate, lint, index, search, and graph OKF bundles. Built to be driven by AI agents.

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

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

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

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

Single-file, stdlib-only coherence linter for OKF knowledge bundles — catches docs that silently drift from the code they govern. Built for agent-driven codebases.

Open-source client tooling for okfshare: shared, versioned knowledge for AI coding agents. CLI + MCP server + agent skill installer.

A folder you can drop anything into, that an AI keeps organized as a wiki — portable plain files, OKF-compatible.

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

Vector Gene — personal genomics with AI agents: OKF-style health data template, FASTQ→variants→ClinVar/gnomAD→AlphaMissense pipeline, drug response. All local, no data uploads.