Best semantic-search OKF Bundles for AI Agents
Semantic search OKF bundles provide structured knowledge for AI agents working in this domain. These bundles are designed to be loaded directly into agent context, giving your AI assistant the domain expertise it needs without manual setup or complex infrastructure. Browse the top bundles below to find the right one for your workflow.
Top semantic-search OKF Bundles
mnemos
OKF ✓Local-first MCP memory server for AI agents, with source citations and OKF/Markdown knowledge bases.
crystalline
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.
OKF_Studio_EGT
OKF ✓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.
okf-tools
OKF ✓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.
memvault
OKF ✓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.
How to Choose a semantic-search OKF Bundle
OKF Conformance
Conformant bundles follow the full specification and work across all OKF-compatible agents. Look for the OKF badge.
Maintenance
Check the last updated date. Recently updated bundles are more likely to work with current agent frameworks.
License
Most bundles use permissive licenses (MIT, Apache-2.0). Check the license field to ensure compatibility.
Agent Compatibility
Bundles with tags like claude-code, mcp, or cursor have specific agent integrations. Choose based on your primary agent.
Related Topics
Frequently Asked Questions
What is a semantic-search OKF bundle?
A semantic-search OKF bundle is a portable knowledge package in the Open Knowledge Format that AI agents can load and use. These bundles contain structured markdown documents with YAML frontmatter, organized around semantic search use cases. They work with Claude Code, Cursor, OpenCode, and any OKF-compatible agent — no SDKs, databases, or API keys required.
Which semantic-search bundle is best for Claude Code?
The best semantic-search bundle for Claude Code depends on your specific needs. The bundles above are ranked by GitHub stars — a good proxy for community adoption. Look for bundles with OKF conformance status and recent updates. Claude Code natively supports OKF bundles, so any conformant bundle will work out of the box.
Are these bundles free?
Yes, all OKF bundles on BundleDex are free and open source. They are hosted on public GitHub repositories and can be cloned, forked, and used without any licensing fees or API keys. Just git clone the repository and point your AI agent at the directory.
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