Best mcp 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.

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.

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

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.

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.

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

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.

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.

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.

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

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.

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

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.

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

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.

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.

Lightweight OKF bundle consumer exposed as an MCP server.

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.

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

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

SKILL.md to create and maintain OKF about your repo

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

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.

Agent Learning Management System — self-hosted MCP control plane for agent registry, gap-safe cross-agent learning sync, OKF export, and protocol distribution

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

Окружение для работы с OKF. SKILL для соблюдения формата и упрощения работы, rag для поиска

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

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.

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.

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.

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.

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

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.

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

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

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.

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.

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.

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.

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.

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

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

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

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

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

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

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 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.

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.

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

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

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.

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

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.

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.

Official MvgeOS catalog of Runes (extensions) and Mvges (agents): the OpenRouter Realm plus MCP, Agent Skills, Agent Plugins, OpenTelemetry, OKF, and ADR bridges. Every artifact is installable by name and documented at https://iamno1special.github.io/mvgeos-marketplace/

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.

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

Open Knowledge Format bundle for discovering and selecting Office for National Statistics data, updated after the Hackathon 2026-07-20 with the input from the winning team. All questions about the DEVELOPING https://github.com/onsdigital/explore-local-statistics-app should be directed to Explore.Local.Statistics@ons.gov.uk

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

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.

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

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

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

Local-first RAG memory for LLMs: Node server with ONNX embeddings, OKF-structured chunks, portable vector bundles, and REST + Web UI + CLI + MCP interfaces

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

Self-hosted media-to-Word and OKF workspace with netdisk support, usage tracking, admin review, and MCP integration.