AI Agent Skill: Contextual Knowledge Recall for Claude

AI Agent Skill: Contextual Knowledge Recall for Claude

This AI Agent Skill enhances Claude Code by enabling contextual knowledge recall from a specified knowledge base. It conducts hybrid searches using lexical techniques, local vector embeddings, and a see-link graph to retrieve entries relevant to a query by meaning rather than just keywords.

What this skill does

• Performs hybrid searches incorporating ripgrep, vector embeddings, and a link graph over the `.claude/knowledge/entries/` directory.
• Retrieves knowledge base entries by semantic meaning, addressing queries that involve synonyms or cross-language wording.
• Falls back to a lexical-only search using ripgrep if the vector index or its dependencies are not available.
• Operates on-demand and remains separate from the per-prompt hooks, ensuring instantaneous keyword-based search via ripgrep when needed.

Who it is for

This skill is designed for developers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex, who need advanced tools for effective knowledge retrieval in their coding environment.

Use cases

• Searching for relevant prior art, decisions, or pitfalls when starting a new project or task.
• Addressing queries noted differently from existing knowledge base entries, such as those using different languages or synonyms.
• Tracing the evolution of decision-making paths or mapping related context around a specific knowledge entry.

Technical details

• Utilizes ripgrep for efficient lexical searches.
• Employs local vector embeddings for semantic understanding of queries.
• Integrates a see-link graph to track connections between related knowledge entries.
• Functions independently of per-prompt hooks to maintain system responsiveness.

Source & Licence

This package is built on open-source work published by LevNas (LevNas/ccmemo) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.