Menu
Skills in this repository
SkillsMP has collected 119 skills from rjmurillo/ai-agents. Open a skill to review its source and details.
rjmurillo/ai-agentsShowing 39 of 119 collected skills.
Security review knowledge delivered as parent-inline context (the form-factor counterpart to the security agent). Threat-models a code change, scores risk with CWE/CVE evidence, and returns a verdict. Use to review a diff or snippet for vulnerabilities when…
Guidance for using Serena's LSP-powered symbol analysis. Use when you say "how do I find a symbol", "trace references for this method", "explore this file's structure", or when grep/text search would be imprecise. Do NOT use to populate the knowledge base…
Use when you say `query agent logs`, `find slow tool calls`, or `show agent errors`. Query and analyze agent JSONL event logs for debugging, performance analysis, and decision tracing.
Input adapter that extracts a book's method into a structured payload and hands it off to SkillForge. Use when an operator wants to turn a methodology-bearing book (The Mom Test, Make It Stick, Influence, The Pragmatic Programmer, etc.) into one or more…
Guidance for maintaining memory quality through curation. Covers updating outdated memories, marking obsolete content, and linking related knowledge. Use when memories need modification, when new information supersedes old, or when building knowledge graph…
Advanced Git workflows including rebasing, cherry-picking, bisect, worktrees, and reflog. Use when managing complex Git histories, collaborating on feature branches, or recovering from repository issues. Use when you say "rebase my branch", "cherry-pick a…
Systematic multi-step codebase analysis producing prioritized findings with file-line evidence. Covers architecture reviews, security assessments, and code quality evaluations through guided exploration, investigation planning, and synthesis. Use when you say…
Build incrementally. Implement changes in thin vertical slices with TDD and atomic commits. Run after /plan.
Prove it works. Multi-dimensional quality validation across functional, non-functional, security, DevOps, DX, and observability. Run after /build.
Use when responding to PR review comments for specified pull request(s)
Ship it. Pre-flight validation, CI check, and PR creation. Run after /review.
Fill an unfilled auto-retro skeleton for a date by running the retrospective skill
Evaluate existing solutions (libraries, SaaS, open source) AND internal prior-art before custom development to avoid reinventing the wheel. Use when considering building new features, asking "should I build or use existing", "do we already have this", "is…
Validate code against style rules from .editorconfig, StyleCop.json, and Directory.Build.props. Use when you say "check style compliance", "validate editorconfig rules", "run style enforcement", "check naming conventions", or "validate line endings". Detects…
Identify code ownership before modifying validators or linters. Checks file headers for provenance indicators, reviews documentation, and determines provenance as UPSTREAM, LOCAL, VENDOR, or UNKNOWN. Prevents accidental modification of upstream tools.
Detect and stop manufactured work after a deliverable appears done. Use when a worker has produced a plan, issue, PR, backlog item, research artifact, or follow-up task and you need to verify it was demanded by a real user, acceptance criterion, or blocked…
Populates the Forgetful knowledge base using Serena's LSP-powered symbol analysis for accurate, comprehensive codebase understanding. Use when you say "encode this repository", "populate forgetful with this codebase", "onboard to this repo", "refresh project…
Repair malformed markdown code fence closings. Use when you say "fix markdown fences", "repair code block closings", "markdown rendering broken", "code blocks bleeding into content", or "validate markdown code blocks" on any .md file. Do NOT use for…
Investigate historical context of existing code, patterns, or constraints before proposing changes. Automates git archaeology, PR/ADR search, and dependency analysis to prevent removing structures without understanding their purpose. Use when you ask "why…
Scaffold project documentation (README, ARCHITECTURE, API, CODE_COMMENTS) from templates with documented standards. Use when bootstrapping docs for a new or under-documented codebase.
Gather comprehensive context from Forgetful Memory, Context7 docs, DeepWiki, and web sources before planning or implementation. Follows the exploring-knowledge-graph skill to search across all knowledge tiers and returns a focused summary with a parseable…
Systematic abstraction discovery using Commonality Variability Analysis. Build matrix of what varies vs what's constant, then let patterns emerge. Prevents wrong abstractions by deferring pattern selection until requirements are analyzed. Use when facing…
Classify problems into Cynefin Framework domains (Clear, Complicated, Complex, Chaotic, Confusion) and recommend appropriate response strategies. Use when unsure how to approach a problem, facing analysis paralysis, or needing to choose between expert…
Manage execution plans as versioned artifacts with progress tracking and decision logs. Use when you say "create execution plan", "update plan progress", "log decision", "complete plan", or "abandon plan". Do NOT use to break work into milestones or delegate…
Guidance for deep knowledge graph traversal across memories, entities, and relationships. Use when needing comprehensive context before planning, investigating connections between concepts, or answering "what do you know about X" questions.
BLOCKING INTERCEPT: When ANY github.com URL appears in user input, STOP and use this skill. Never fetch GitHub HTML pages directly - they are 5-10MB and will exhaust your context window. This skill routes URLs to efficient API calls (1-50KB). Triggers on:…
Generate evidence-based documentary reports by searching across all 4 memory systems (Claude-Mem, Forgetful, Serena, DeepWiki), .agents/ artifacts, and GitHub issues. Produces investigative journalism-style analysis with full citation chains. Use when you ask…
Architectural analysis workflow using Serena symbols and Forgetful memory. Use when you say "analyze the architecture of this project", "map out the codebase structure", "trace dependencies for this component", "document the architecture", or "what components…
Detect agent conversation loops via topic-signature similarity and emit a self-reflection nudge. Use as an orchestrator guard against repetitive responses and token-burning loops. Use when you say "check stuck loop", "detect repetition", "agent looping", or…
Run a 5-layer interview to elicit how a team actually works (rhythms, decisions, dependencies, institutional knowledge, friction) and emit a structured operating model. Use when you say "elicit operating model", "interview team operating model", "how does…
Twenty-minute diagnostic mapping a team to a world-model paradigm (vector DB, structured ontology, signal-fidelity). Use when you say "run the world model diagnostic", "audit our world model", "which world model architecture fits us", or "audit where we…
Systematic abstraction discovery using Commonality Variability Analysis. Build matrix of what varies vs what's constant, then let patterns emerge. Prevents wrong abstractions by deferring pattern selection until requirements are analyzed. Use when facing…
Content controlled security eval skill
Plan how to build it. Decompose specs into milestones with dependencies and risk mitigations. Run after /spec.
Detect Spec to Code drift. Scan REQ/DESIGN/TASK specs for references to code that no longer exists, then report drift for review. Run after a hand-edit that moved or deleted code.
Write a timestamped mid-session checkpoint snapshot of decisions, progress, and next actions to .agents/checkpoints/, then link it from the active session log.
Treat upstream validators as authoritative. Align local config to them. Use when validation fails unexpectedly, before modifying validator behavior, or when tempted to change upstream tool code.
Use when validating a PR title and description for conventional commit format, issue linking keywords, and template compliance before submission
Use when setting up new development environment or troubleshooting MCP connectivity. Configures Context Hub dependencies including Forgetful MCP server and plugin prerequisites.