Skills
Optimize RAG chunk size and retrieval settings
This skill systematically sweeps various chunk sizes and retrieval modes (keyword, hybrid, rerank) to benchmark and determine the optimal configuration for your specific corpus. It reports standard metrics like nDCG and MRR against a golden…
Advanced knowledge base search and retrieval skill
This skill provides advanced retrieval across the knowledge base, supporting keyword, hybrid semantic, and category-filtered searches. It also allows querying the indexed git commit history to understand code provenance and document lineage…
Manage single documents in the knowledge graph
This skill provides granular CRUD operations for a knowledge base, allowing developers to index, delete, update metadata, and query relationships for individual documents. It is designed for point changes, complementing bulk ingestion proce…
Algorand Blockchain Interaction and Wallet Management
This skill provides comprehensive interaction with the Algorand blockchain via the MCP server, enabling complex operations such as asset transfers, smart contract calls, and advanced DEX swaps. It manages secure wallet signing, multi-networ…
Running PinRAG Unit Tests
Executes the PinRAG pytest suite using uv while automatically loading required environment variables from the local MCP configuration. This skill enables local integration testing and CI-like workflows by synchronising dependencies and mana…
Cost-Optimised LLM Task Router
Automates task routing to the most cost-effective model based on complexity and task type, ranging from local Ollama instances to high-end APIs. It supports specific workflows for research, coding, and analysis to maximise efficiency and tr…
LLM cost tracking and routing policy management
This skill manages and optimizes LLM usage costs by dynamically routing tasks to the most cost-effective models. It provides comprehensive reporting on savings, usage policies, and routing quality metrics.
LangChain/LangGraph Resource Access and Guidelines
Provides structured access to LangChain and LangGraph documentation via dedicated MCP servers, ensuring developers follow a defined search priority starting with canonical project overviews. It guides the use of specific queries and resourc…
FlowZap Diagram Generation Skill
Generate, validate and publish workflow, sequence and architecture diagrams using the FlowZap Code DSL. This skill provides the syntax rules and instructions for agents to produce shareable playground URLs via the companion MCP server.
Automatic LLM Task Classification and Routing
This skill automatically classifies incoming tasks using a multi-layer heuristic chain, falling back to local or commercial LLMs for robust intent detection. It then routes the task to the optimal specialized LLM and selects the appropriate…
Automates the complete software release pipeline
This skill orchestrates the entire software release cycle, handling version synchronization across multiple files, running tests, publishing to PyPI, and generating GitHub release notes. It ensures a robust, repeatable process from final co…
Structured end-of-session context capture
This skill structures the end of a session to capture critical context, ensuring the next interaction starts with full knowledge. It mandates recording not just facts, but the underlying reasoning (the 'why') behind decisions, conventions, …
Restore encrypted memory passport from cloud storage
Restores an encrypted memory passport from S3 or Google Drive to a fresh mnemo-mcp installation. The process handles backend detection, AES-256-GCM decryption via a user passphrase, and last-write-wins merging of memory records.
Proactive Context Retrieval for Agent Continuity
This skill proactively retrieves relevant past memories, decisions, and preferences from the mnemo knowledge base. It helps maintain continuity across sessions by surfacing prior context when starting a task or making a significant decision…
Structured Memory Commit and Persistence
This skill allows the agent to manually commit critical context—such as decisions, preferences, or technical facts—into a persistent memory store. It enforces structured capture by requiring a defined context type and explicit reasoning (th…
ProductPlan Strategic Portfolio and OKR Analysis
Generates strategic overviews and cross-roadmap insights by aggregating data from ProductPlan. It enables automated analysis of portfolio health, feature pipelines, and launch readiness.
Systematic Knowledge Base Audit and Cleanup
This skill systematically reviews stored memories to maintain knowledge base integrity by identifying and resolving duplicates, contradictions, and stale entries. It supports advanced knowledge graph hygiene, including detecting orphaned ed…
ProductPlan Workflow Management and Orchestration
This skill provides structured workflows for managing the entire product lifecycle within ProductPlan. It enables developers to interact with roadmaps, OKRs, ideas, and launches using dedicated list, get, and manage APIs.
Excalidraw Diagram Design Guide
Provides best practices for structuring graph inputs for the Excalidraw Architect MCP to ensure clean, readable layouts. It covers graph topology, node abstraction, and edge design to prevent cluttered, spaghetti-like diagrams.
Persistent GitHub PR Reviewer with Style Memory
This skill reviews GitHub Pull Requests, dynamically applying learned code style preferences and anti-patterns stored in persistent memory. It continuously updates its knowledge base with user feedback and discovered best practices for futu…
xbird Agent Commerce Protocol
Enables secure access to Twitter/X data via the Virtuals Protocol agent-to-agent commerce system using end-to-end encrypted credentials. It utilises ECDH key exchange and TEE attestation to ensure credential privacy during marketplace trans…
Interactive Testing for Memory MCP
A guided testing suite designed to verify the full range of features within the Memory MCP implementation, including knowledge graphs, hot cache mechanics, and contradiction detection.
Writing Effective MCP Server Instructions
Provides guidance and templates for authoring the instructions parameter in MCP server initialisation to improve LLM tool orchestration. It focuses on defining cross-tool workflows, operational constraints, and sequencing patterns.
Generate structured product requirements documents
This skill guides the user through defining a feature by asking clarifying questions regarding scope, goals, and success criteria. It then generates a structured, actionable Product Requirements Document (PRD) in Markdown format, suitable f…