Best knowledge-base OKF Bundles for AI Agents

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.

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

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

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

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.

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.

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

Open Knowledge Format with JSONSchema

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.

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.

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

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

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

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

SKILL.md to create and maintain OKF about your repo

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

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。

Self-hosted LLM wiki turning project context into OKF memory

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.

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

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)

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

OKF conformant agent schemas for LLM-maintained wikis

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

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

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.

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.

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.

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

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.

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.

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

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.

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

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.

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

Turn scattered documents into a knowledge base that maintains a position over time. One append-only ledger of evidence-bearing assertions; the RAG index, knowledge graph, OKF wiki and change report are projections of it.

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

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.

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.

Multi-agent knowledge base sync

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.

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

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

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

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

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

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

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

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

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.

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.

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

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.

Vectorless first-order log-n retrieval for OKF wiki trees — reason through the hierarchy, skip the vector DB

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

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

LLM-powered OKF bundle creation from documentation sources

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.

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.

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.

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.

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.

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.

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.

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.

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.

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

Convert messy documents into Google OKF v0.2 knowledge bundles for AI agents

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.

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

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.

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.

Starter kit for a Zettelkern vault: an LLM-maintained markdown wiki with typed pages, provenance rules, an append-only log, and a stdlib-only lint script. Karpathy's LLM-wiki pattern, OKF-compatible, works with any agent harness.