AI-Powered Corpus Answering: Advanced Agent Skills

AI-Powered Corpus Answering: Advanced Agent Skills

This AI agent skill provides source-grounded answers to questions by leveraging a shape-aware retrieval mechanism within a given project corpus. It operates by processing queries through a main concept index, reading references or distillations based on its deployment environment, and classifying queries for appropriate handling.

What this skill does

• Classifies queries as a named lookup, diagnostic, or synthesis task and applies the suitable protocol for the query type.
• Routes through a main concept index of a project's reference tier or uses distilled content in a compiled application environment for answers.
• Ensures citation density, traceability, and adherence to structured answering protocols, prioritising coverage of sub-claims over numerical response counts.
• Paraphrases and quotes from open sources, with paraphrased prose carrying parenthetical attribution.
• Operates in strict accordance with the grounding directives defined in CLAUDE.md, enhancing search and citation accuracy.

Who it is for

This skill is designed for developers and teams working with AI coding agents such as Claude Code, Cursor, and Codex. It is particularly beneficial for those needing structured and source-verified answers directly from a corpus of information.

Use cases

• Providing accurate answers for technical documentation and research projects within AI and software development environments.
• Enhancing AI agent capabilities for information retrieval from complex corpora.
• Supporting developers in applications where precision and factual accuracy in responding to inquiries are critical.

Technical details

• Utilizes agent-skills, aiapplication, and answer-from-corpus functionalities.
• Works with different AI coding agents like Claude Code, Cursor, and Codex.
• Engages with bundled reference tiers and distillations within project environments for comprehensive data processing.

Source & Licence

This package is built on open-source work published by chrisgagne (chrisgagne/grounded-forge) 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.