Best ai-agents OKF Bundles for AI Agents

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.

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

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

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).

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

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

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

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

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

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.

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 self-contained guide for an AI agent to bootstrap a personal Open Knowledge Format (OKF) knowledge repo: domains, AGENTS.md, generated indexes, secrets pattern.

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.

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

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

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.

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.

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.

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.

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

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

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

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

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.

Portable, inspectable knowledge bundles for LLM agents.

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

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

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

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

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.

Builds a portable OKF knowledge base from code and git history, with checkable evidence, preserved human input, and agent workflows that keep it current as code evolves

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.

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.

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.

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.

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

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

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

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.

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

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.

Full-fledged local-first AI agent harness combining ROMS (RAG, OKF, MCP, Skills), Decision AI, correction memory, and reviewable workflow preparation.

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

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.

Spec-Driven Development framework for AI Agents based on OKF

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.

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

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

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

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.

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

Template documentali OKF v0.2 per il ciclo lavorativo di infrastrutture IT complesse (Assessment -> Design -> Deploy -> Go-Live). Si integra nativamente col Knowledge Vault.

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.

Finds documentation that has quietly stopped being true - and reports what it could not determine. Drift detection + git-versioned architecture memory (OKF) for AI coding agents.

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

Coordination d'équipes mixtes humains + agents IA : exécuteur multi-harnais, canon OKF, fil lisible, actions sous porte et approbations signées (AGPL-3.0-only)

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

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

Autonomous Cognitive Amplifier for AI Coding Agents — CPG AST Radar, Sandboxed RLM, OKF Semantic Memory & Swarm Concurrency

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.

Domain-Centric Architecture as a typed, cross-linked knowledge graph in the Open Knowledge Format: the implementation guide anchored to marker contracts and ArchUnit rules, plus recipes, decisions, pitfalls and templates for building DCA code.

A privacy-first email CLI with IMAP/SMTP, OKF conversation storage, natural-language search, contacts, notifications, and secure local setup forms.

Local-first OKF Markdown second brain with SQLite FTS5, graph retrieval, usage-aware archival, backups, and MCP

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

Session handoff and context continuity skill for AI coding assistants, compliant with ASD-STE100 and OKF 2.0.

Self-hosted, GitHub-native agentic SDLC workspace that turns requirements into reviewed, traceable engineering work.

A timeline where domain-specialised AIs each keep their own memory and speak only when it is their business.

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

Self-contained, self-healing, and self-maintaining knowledge base template conforming to Google OKF v0.2

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.

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

OKF-native documentation tool (Bun/TypeScript), CLI-first, tightly coupled to Backlog.md; consumable by Obsidian/MkDocs/Docusaurus with one-way Confluence publish.

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.

Bun/TypeScript CLI that scaffolds and validates OKF v0.2 novel bundles and renders coding-agent adapters

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.

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

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

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

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

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

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

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.

OKF — Production-hardened persistent memory and System 2 dialectic reasoning for AI coding agents. Eliminates context amnesia with Shannon-entropy security.

Offline documentation for Paperclip agents: search, read and browse a local corpus through governed tools that report how old the snapshot is.

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

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

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

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

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

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.