Best okf OKF Bundles for AI Agents

Markdown memory system for you and your AI agent

All-in-One Multimodal Parsing Engine + Ontology-Powered, LLM Wiki-Driven AI-Ready Knowledge Engine

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.

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

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

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

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

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.

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

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

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.

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.

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

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

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.

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

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.

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.

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

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

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

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

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

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.

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

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

Knowledge Layer For Agents

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.

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.

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

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.

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

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.

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.

A CLI for authoring, validating, linting and searching Open Knowledge Format (OKF) bundles.

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.

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

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

Top Level Cyber Threat Clusters Reference

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.

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

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

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.

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

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.

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.

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.

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。

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.

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

Portable, inspectable knowledge bundles for LLM agents.

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

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)

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

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

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.

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

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

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.

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.

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

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

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

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

OKF conformant agent schemas for LLM-maintained wikis

An enterprise-grade, dual-language (English & Arabic) reference guide and template library for Project Managers, featuring 68+ PMO artifacts spanning the entire project lifecycle.

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.

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

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

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

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

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.

Template de governança de IA

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

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

Research Knowledge Capture (RKC): ingest deep-research dumps into an OKF ContentPack. Layer 0 of the research second brain.

Shared foundation for Spillwave ContentPack plugins: OKF schemas, typed edges, deterministic write helpers, and progressive-disclosure packing. Dual-host (Claude Code + Grok Build + Codex).

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

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.

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

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

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

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

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

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

Open Knowledge Format Skill.

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.

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。

OKF application

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

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.

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

Homebrew tap for okfcli projects

Personal context storage in OKF format

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

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.

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

Scaffold for new OKF knowledge bundles

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.

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

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).

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

Converts plain markdown into OKF-conformant knowledge bundles

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

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

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

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.

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

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.

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

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.

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

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.

Layer 1 projector: RKC OKF → Agent Brain (Chroma + BM25 + Kuzu). Owns no nouns.

OKF spec for agentic workflows

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

Second brain for system architecture information — reverse-engineer monorepos/multi-repos into standard OKF schemas (PKC + SAC). Plugins for Claude Code, Grok, Codex, OpenCode.

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

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

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

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

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

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

A GitHub-native second memory: a governed markdown knowledge base you and your AI assistants read and write through checked pull requests.

EU Artificial Intelligence Act knowledge base as an OKF bundle for Meerkat and MCP

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

Coordinated vulnerability disclosure, the CVE Program, CSAF, VEX and vulnerability scoring as an OKF bundle for Meerkat and MCP

EU conformity assessment, the New Legislative Framework, accreditation and notified bodies as an OKF bundle for Meerkat and MCP

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.

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

OKF v0.2 personal knowledge base: agent-native capture skills, plain markdown files, Obsidian as the graph viewer. No database, no server, no SDK.

EU NIS2 Directive knowledge base as an OKF bundle for Meerkat and MCP

NIST Cybersecurity Framework 2.0 knowledge base as an OKF bundle for Meerkat and MCP

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

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

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).

SBOM formats, attestation, provenance, VEX and the regulatory expectations behind them as an OKF bundle for Meerkat and MCP

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.

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

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

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

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.

AnyPlugin — every agent has plugin dev. AnyPlugin makes it agent-agnostic. One plugin source → native installs for Claude Code, OpenCode, Codex CLI, and Google Antigravity, with an OKF v0.2 knowledge layer. By Rahul Paul / Lab LaunchPad.

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

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

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

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

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

Export Carve documents to an Open Knowledge Format (OKF) bundle

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

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

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

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

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

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.

Inbound consulting-lead ContentPack plugin: engagement types, qualification, discovery, scopes, capability matches. Dual-host (Claude Code + Grok Build + Codex).

Content and audience ContentPack plugin: articles, drafts, series, subscribers, segments, performance. Dual-host (Claude Code + Grok Build + Codex).

Partition-Prompt-Aggregate context engineering for LLMs (ACE, OKF, PPA) — Apache-2.0

A Markdown context vault any AI assistant can read, recall, and update. Clone it, say "set up my vault", get a signed daily brief loop. Free; setup and private builds are paid.

If you want a Karpathy wiki-RAG with OKF tags, but prefer HTML to Markdown, this is it. copy-tag-link is a vendor-neutral, database-optional, local-first evidence package format for shared AI memory: preserve the source, copy useful parts, tag provenance and structure, link everything, then index it with whatever tools you trust.

OKF semantic-layer builder + cross-platform analytics skills for Claude Code & Codex

Data Engineering Knowledge Capture (DEKC) — OKF second brain for data platforms: standard schemas, lineage, streams/jobs, medallion, semantic layer, glossary. Extends PKC + OKF. Claude / Grok / Codex / OpenCode plugin.

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 hands-on, nine-lesson curriculum for learning DeepSeek Harness by building real plugins.

Memoria OKF persistente para DeepSeek Harness: MCP server (SQLite FTS5 + markdown) + plugins memory-mcp / memory-auto

Closed learning loop for DeepSeek Harness: Prime Agent memory/skills bridge + OKF/OpenWiki provenance-aware knowledge serving

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

Transcriptor de notas de voz para macOS, en local, con resúmenes y conectores a Notion y a bundles OKF.

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

Findata Knowledge Graph

Format and tooling for agent-driven research notebooks

Context engineering for LLM apps: put the right pages in the window, and prove the answer.

Instant full-text Markdown knowledge base search and management for both humans and AI, written in Rust.

Go-to-market ContentPack plugin: offers, positioning, messaging, ICPs, campaigns, battle cards. Dual-host (Claude Code + Grok Build + Codex).

Nepal-focused AI document understanding and grounded knowledge platform using Open Knowledge Format (OKF v0.2), offline embeddings, and Devanagari OCR.

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

Autonomous QA Intelligence Platform — agent-native test automation for software teams.

PromptPeter keeps the thread — a local-first AI chat journal. No server, no cloud, no account. Just your prompts, kept.

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

Cómo montar una base de conocimiento que Claude ordena, cruza y mantiene al día. Guías y prompts para Cowork y Claude Code.

Template for regulatory and standards knowledge bases published as OKF bundles for Meerkat and MCP

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

Public MCP server exposing chirag127's OKF knowledge bundle — search, read, list, related. No auth. CF Worker.

Autonomous multi-agent knowledge engineering platform compliant with Open Knowledge Format (OKF) v0.2

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

This archive preserves the technical legacy of Lan Master, transforming raw assembly into transferable software engineering knowledge.

Local-first agent memory for multi-tool workflows. Markdown vault, session capture, compile-to-notes — OpenCode, Claude Code, Codex, Cursor. No cloud lock-in.

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

Shareable LLM Wiki skill kit for Obsidian-compatible agent knowledge bases

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.

Experiment 2: Governed analytics for AI agents: an OKF knowledge plane linked to Malloy semantic models, with a build that proves the two agree and an eval loop that proves the agent uses them.

Fuzzy finder for Markdown notes: body text + OKF/Portent frontmatter, TUI and pipeable --filter mode

Local, private MCP server for a markdown/Obsidian vault - NVIDIA nemotron-3-embed-1b semantic search, pure-JS int8 vector store, read/write/delete tools. Local only, never published to npm.

Svenska bygg- och planregler som OKF-kunskapsbas: lagar, förordningar och kommunala detaljplaner, en concept per regel

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.

Local-first context mesh for agent workflows: a Rust CLI and MCP stdio runtime for durable events, rebuildable context graphs, skill manifests, public-safe exports, and agent mailboxes.

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

Steward-signed dataset knowledge for NASA DAACs in the Open Knowledge Format, one bundle per provider (PO.DAAC and ESDIS today): the peculiarities that make naive analyses silently wrong, attested computations with deterministic attesters, recipes, and the gates that keep them honest.

News digest ContentPack plugin: news items, sources, scheduled digests, trends, follow-up candidates. Dual-host (Claude Code + Grok Build + Codex).

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

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

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.

It's Mine or Nothing. Reclaim Our Second Brains, Embrace Google OKF, Slay Every SaaS With Your Own Hands — Join Us.

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

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

Host-neutral Agent Skill that keeps living docs, agent instruction files, and an OKF knowledge bundle in sync

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

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

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

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

MCP server for Open Knowledge Format (OKF) bundles — okf-ingest's deterministic consume verbs (context, search, impact, diff, doctor) as agent tools

MCP server exposing an OKF bundle

Descriptive Lean 4 formalization of the Open Knowledge Format (OKF) standard — one model per OKF revision, upstream of okf-tools.

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

OKF POC with Fastapi and Gemini

DB para agentes: estado materializado en OKF (Markdown+YAML) + bitácora firmada append-only estilo postal, expuesta vía REST (CRUD, paginación/búsqueda, auth, rotación de clave, auditoría). Core escrito por GLM bajo gate CCDD.

Starter template for agent-driven projects: an OKF knowledge bundle, a decision register (ADRs), planning docs, and the agent working-hygiene rules that keep them from drifting.

A bridge specification connecting OKF knowledge packages with Royalty OS trace, evidence, attribution, and compute access rights.

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

Landing page for OKF — the Open Knowledge Format CLI

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

OKF storage CLI with an MCP (Model Context Protocol) server served over HTTP or stdio.

A fast, native desktop reader for Open Knowledge Format bundles. Point it at a folder to explore concepts, follow links, and see the structure of what you know.

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

A small TypeScript toolkit for Open Knowledge Format bundles.

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

An OKF (Open Knowledge Format) reader/writer implemented as an mq module

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.

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

Offline map view of the Open Knowledge Format frontmatter and relations in MD documents present in a given directory.

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

Organization knowledge base for an AI-native SDLC — constitution, SWEBOK-based principles, design guidelines and templates, in Open Knowledge Format (OKF).

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

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

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

Long-term memory extension for pi — distills sessions into human-readable OKF v0.1 Markdown and recalls them across sessions. Weighted learning, zero dependencies, no build step.

PKStack: Poteto's pstack workflows, adapted for Kiro. Native planning, executable proof, and OKF project knowledge.

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

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

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

Sales pipeline ContentPack plugin: leads, opportunities, stages, next actions, objections, proposals, forecast. Dual-host (Claude Code + Grok Build + Codex).

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

A protocol for verifiable AI acceptance testing: seal-then-reveal ordering, offline-verifiable certificates

Public starter second brain: agent identities, packing prompts, articles workflow, fictional Northstar graph. No real client names.

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

Make your documents smart with an automated extraction and reasoning pipeline for agents! Plain, portable & private for simple retrieval.

Curated, sourced knowledge about the software supply chain — SBOM/xBOM, provenance, VEX, licensing and tooling. An Open Knowledge Format bundle where every claim names its source and carries an expiry date. CC BY 4.0.

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

SSSS — a database-free, Markdown-first schema and mutation contract for AI-agent state. Turn a running business into a single tradeable .ucw file.

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

An AI-powered Fact Knowledge Layer that extracts grounded facts from PDFs, validates them, and intelligently identifies corroborations, contradictions, and contextual discrepancies across documents with source-level evidence.

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

Official read-only Tokenizart CLI, MCP contracts, Agent Skills and Level 5 OKF knowledge exports.

OKF 之上的证据门禁运行时：从知识目录派生「回答前必须核实什么」，校验每条引用，义务未满足不许回答

Deterministisches CLI- und Automations-Toolkit für einen markdownbasierten Second-Brain-Vault – Feeds, Metadaten-Enrichment, OKF-Wissensbündel, E-Mail. Kein Agenten-Framework, kein LLM-SDK.

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.

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

LLM wiki as Agent Skills — generate wiki pages from your docs and URLs, publish with Git, review one page at a time.