Skills
Pipeline Operational Context Loader
This skill loads comprehensive operational context, including architectural rules, model selection guidelines, and critical constraints for complex data pipelines involving OCR, translation, and Lambda workers. It ensures developers are awa…
Comprehensive data repository maintenance skill
This skill provides context and procedures for maintaining a data repository, covering tasks such as correcting page counts, resetting stuck records, and debugging data quality issues. It guides the user through known issues, job management…
Extracts and catalogs historical book illustrations
This skill uses advanced AI vision to detect and extract illustrations from historical book scans. It generates a structured gallery, providing rich metadata including type classification, scholarly descriptions, and detailed subject taggin…
Collection Content Curation and Auditing
Automates the generation of editorial content for collection pages, including descriptions, highlighted books, and gallery images. It also includes an auditing mode to detect broken links, missing content, and stale metadata within MongoDB …
Comprehensive Book and Manuscript Biography Generator
This agent performs deep bibliographic research, constructing detailed book biographies by analysing physical attributes, production context, and ownership provenance. It maps textual transmission using stemma diagrams and integrates data f…
Batch Book Translation and OCR Pipeline
An automated pipeline for processing historical book scans through image-cropping, Gemini-powered OCR, and context-aware translation. It supports both real-time Lambda workers and cost-effective Gemini Batch API integration.
Load Project Memories at Session Start
Retrieves persistent project memories, pending tasks, and active reminders from CogmemAi to ensure continuity across sessions. It is designed to be executed at the start of a session or following context compaction to maintain full project …
Recall Past Fixes Before Debugging Code
This skill allows developers to query a memory store for previously encountered bugs, error messages, or unexpected behaviors. By recalling past solutions, it significantly accelerates the debugging process and prevents redundant investigat…
Capture and Save Bugfix Memories
Automate the capture of bug symptoms, root causes, and resolutions into a searchable memory database. This skill builds a persistent, team-wide knowledge base to eliminate redundant debugging efforts.
Persist conversation state into long-term memory
This skill persists the current conversation state into a dedicated memory store, ensuring critical facts, decisions, and architectural choices survive context compaction, session boundaries, or model handoffs. It provides structured method…
Persists user facts and preferences across sessions
Captures explicit user statements, preferences, and project decisions immediately upon trigger. It structures this information using defined types, scopes, and importance levels for persistent retrieval in future sessions.
Persistent Context and Memory Management Skill
This skill provides structured, persistent memory management, allowing AI assistants to retain project context, architectural decisions, and user preferences across multiple sessions. It facilitates knowledge capture via structured saving a…
GitNexus: Code Intelligence and Graph Reference
This skill provides a comprehensive reference for the GitNexus platform, enabling advanced code understanding, impact analysis, and querying of the underlying knowledge graph. It guides users through various tools for debugging, refactoring…
Explore codebases and trace execution flows
This skill enables developers to deeply explore unfamiliar codebases by tracing execution flows, understanding architectural components, and mapping symbol dependencies. It provides structured access to process traces and component relation…
Evidence-backed web research and citation engine
This skill provides verifiable, cited answers by integrating web search results with LLM synthesis. It calculates confidence scores and identifies contradictions, ensuring answers are rigorously grounded in real sources rather than hallucin…
Load project coding playbook context
Retrieves relevant coding conventions, architectural patterns, and best practices from the project's dedicated playbook section. This is ideal for developers needing to reference established guidelines before writing or reviewing code.
AIDE Pipeline Orchestrator
An orchestrator for the AIDE pipeline that manages the end-to-end workflow from specification to QA by delegating tasks to specialised subagents. It enforces methodology alignment through a mandatory boot sequence that synchronises project …
Interface to external, shared knowledge store
This skill provides an interface to the 'Brain,' an external, authoritative knowledge store designed for team-shared context. It allows agents to discover and retrieve durable information, such as domain research, project history, and conve…
Parallel Codebase Audit Orchestrator
Orchestrates parallel agent execution to perform codebase evaluations, health checks, and documentation audits. It organises the end-to-end scoping process and generates structured audit plans for pipeline integration.
Comprehensive Codebase Technical Debt Auditor
This skill coordinates a comprehensive technical debt audit by scoping the codebase across four vectors: architectural, structural, operational, and hygiene. It executes a dedicated agent to generate a detailed, prioritized audit document s…
Multi-agent codebase evaluation and remediation planning
This skill orchestrates a comprehensive, multi-agent assessment of a codebase across twelve defined pillars (e.g., Architecture, Performance). It first scopes the evaluation via guided questions before running three parallel evaluators to g…
Adversarial development pipeline orchestrator
This skill coordinates a multi-stage, adversarial development pipeline, managing specialized agents for planning, implementation, and review. It detects the appropriate flow based on intake documents and handles state recovery across comple…
Codebase Documentation Drift Auditor
This skill orchestrates a comprehensive documentation drift audit, comparing existing documentation against the live codebase across six phases, including structure, links, and configuration. It generates a detailed audit report and recomme…
Refine Feature Ideas into Design Specifications
This skill guides the user through an interactive process of exploring a codebase to refine a raw feature concept into a comprehensive, structured design specification. It systematically gathers scope, architectural decisions, and data mode…