{"repo":"vsov/okfy","free":true,"listed":false,"github":"https://github.com/vsov/okfy","clone":"git clone https://github.com/vsov/okfy.git","description":"Knowledge engineering for AI agents: distill corpora too big for any context window into small, verified, git-native knowledge bundles","language":"Python","stars":13,"topics":["ai-agents","bm25","claude-code","context-window","knowledge-base","knowledge-engineering","llm","mcp"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"OKFy Tooling that eases context assembly for models. When a full knowledge base is too large for any context window — or actively harmful, diluting the model's attention with task-irrelevant material — OKFy extracts knowledge from corpora (codebases, docs, research collections) into purpose-shaped OKF Bundles and gives models precise access to just the slice a task needs. An OKF Bundle is a self-contained directory of Markdown concepts with YAML frontmatter, shaped by a declared Purpose and consumable by any agent — even one without OKFy installed: raw file traversal works, the CLI makes it fast, MCP makes it a tool surface. The pipeline is split by responsibility. Everything deterministic — validation, indexing, BM25 retrieval, lexicon-driven query expansion, segmentation, eval records, write gates, packaging — lives in an agent-neutral Python core ( core/ , PyYAML is its only dependency, zero LLM calls). The LLM-driven work — the Purpose Interview, schema design, blind parallel extraction, consolidation, and the judgment inside a lexicon or an eval verdict — is an agent workflow driven by Claude Code plugin commands that call that core CLI. The core is the machine; the agents supply judgment on top of it. Retrieval is deliberately vector-free : BM25 plus a reviewed, machine-readable lexicon closes the cross-language gap deterministically, so the same query returns the same answer, every run, auditable. Extraction quality is not self-certified. OKFy makes no claim that a bun","default_branch":null,"files":null,"tree":[],"storefront":"/r/vsov","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/vsov/okfy/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}