rjmurillo/ai-agents - Page 2

research

Research external topics, create comprehensive analysis, and incorporate learnings into memory systems

adr-generator

Create comprehensive Architectural Decision Records (ADRs). Researches the destination directory to detect existing template conventions, gathers context, determines next ADR number, generates the ADR, validates completeness, and saves. Supports multiple ADR…

adr-review

Multi-agent debate orchestration for Architecture Decision Records. Automatically triggers on ADR create/edit/delete. Coordinates architect, critic, independent-thinker, security, analyst, and high-level-advisor agents in structured debate rounds until…

guard-maturity

Classify push guards by Hook Maturity Model tier. Aggregates EVENT lines emitted by push_guard_base.py and assigns each guard a tier (Budding, Growing, Mature, Proficient, Inert, Harmful) based on age, intercept count, and fitness derived from block rate. Use…

planner

Interactive planning and execution for complex tasks. Use when breaking down multi-step projects (planning) or executing approved plans through delegation (execution). Planning creates milestones with specifications; execution delegates to specialized agents.…

prompt-engineer

Optimize system prompts for Claude Code agents using proven prompt engineering patterns. Use when users request prompt improvement, optimization, or refinement for agent workflows, tool instructions, or system behaviors. Use when you say "optimize this…

windows-image-updater

Automates Windows container image migration for OneBranch pipelines. Bumps AdoPipelineGeneration package, regenerates pipeline configs via ConfigGen, and verifies old image reference is removed. Use for LTSC2019 to LTSC2022 migration, container image updates,…

metrics

Collect agent usage metrics from git history and generate health reports. Use when measuring agent adoption, reviewing system health, or producing periodic dashboards. Collects Invocation Rate, Coverage, Infrastructure Review, and Usage Distribution. Use when…

security-detection

Detect infrastructure and security-critical file changes to trigger security agent review recommendations ensuring proper security oversight for sensitive modifications. Use when you ask "did I touch security-critical files", "should the security agent review…

session-log-fixer

Fix session protocol validation failures in GitHub Actions. Use when a PR fails with "Session protocol validation failed", "MUST requirement(s) not met", "NON_COMPLIANT" verdict, or "Aggregate Results" job failure in the Session Protocol Validation workflow.…

steering-matcher

Match file paths against steering file glob patterns to determine applicable steering guidance. Use when you say "match steering for these files", "which steering applies to this task", or "inject steering context". Use when orchestrator needs to inject…

security-detection

Detect infrastructure and security-critical file changes to trigger security agent review recommendations ensuring proper security oversight for sensitive modifications. Use when you ask "did I touch security-critical files", "should the security agent review…

memory-enhancement

Manage memory citations, verify code references, and track confidence scores. Use when adding citations to memories, checking memory health, or verifying code references are still valid. Use when you say "add a citation", "verify this memory's code refs",…

memory-reflexion

Tier 2 episode extraction, the reflexion write path split out of the memory router per ADR-063. Extracts an episode from a completed session log so later sessions can replay what was tried and what it cost. Use when you say `extract episode from session`,…

golden-principles

Scan repository for golden principle violations with agent-readable remediation. Enforces GP-001 through GP-008 from .agents/governance/golden-principles.md. Use when auditing compliance, preparing PRs, or running garbage collection scans.

taste-lints

Use when you say `run taste lints`, `check file size`, or `lint taste invariants`. Custom lints with agent-readable remediation instructions for file size, naming conventions, structured logging, and complexity.

ai-agents-docs-of-record

Runbook for this repo's documents of record. Session logs, ADRs, retrospectives, Serena memories, per-issue handoffs, plus the templates, validators, naming rules, and house prose style that bind them. Use when you say `write the session log`, `create an…

ai-agents-empirical-probe-toolkit

Prove-it methods for this repo. Six recipes for runtime-contract probes, guard and threshold calibration, eval A/B, docs-vs-reality audits, reproduce-on-main CI triage, and negative-control test design, each with a worked example from repo history. Use when…

slo-designer

Design Service Level Objectives (SLOs) with SLIs, targets, alerting thresholds, and error budget calculations following Google SRE best practices. Use when defining reliability targets, designing SLOs, calculating error budgets, or establishing service level…

orphan-ref-validator

Detect references to skills and scripts in structured artifacts (specs, ADRs, eval fixtures, plugin manifests, skill descriptions) that do not match working-tree state. Run as a /build Mandatory Exit Gate to block orphan refs pre-commit instead of paying…

reflect

CRITICAL learning capture. Extracts HIGH/MED/LOW confidence patterns from conversations to prevent repeating mistakes and preserve what works. Use PROACTIVELY after user corrections ("no", "wrong"), after praise ("perfect", "exactly"), when discovering edge…

autoplan

Route any request to the right skill, command, or agent chain with defaults, so nobody hand-picks from the full catalog. Use when you say `/autoplan`, `do it`, `handle it`, `figure this out`, or when a concrete request names no skill. Do NOT use when the user…

autoplan

Route any request to the right skill, command, or agent chain with defaults, so nobody hand-picks from the full catalog. Use when you say `/autoplan`, `do it`, `handle it`, `figure this out`, or when a concrete request names no skill. Do NOT use when the user…

business-strategy

Route a founder problem to the right business framework, then load that framework on demand. Distills 14 business books (customer discovery, positioning, pricing, sales, growth, persuasion) into scored, decision-tree skills. Use when you say diagnose my…

memory-gate

Memory-First Gate (BLOCKING) and the Chesterton's Fence investigation protocol, split out of the memory router per ADR-063. Forces a memory search before you change existing code, constraints, or protocol, so the "why" is recovered before the fence comes…

memory-maintenance

Memory-system maintenance operations, split out of the memory router per ADR-063. Runs health checks, token-cost counting, atomicity size validation, graph-density improvement, and performance benchmarking against the canonical memory scripts. Use when you…

negotiation

Deal intelligence skill for offer analysis and counter-proposal drafting. Trigger on `review this offer`, `analyze counter`, `value gap`, `draft counter`, `should I walk`. Apply when reviewing any offer (real estate, compensation, vendor, resource allocation)…

panning-for-gold

Triage raw unstructured input (transcripts, brain dumps) into evaluated thread inventories and a synthesized gold-found file. Four phases: front-gate, extract, evaluate, synthesize. Use when you say "pan for gold", "triage transcript", "synthesize…

pipeline-validator

Discovers, triggers, and monitors Azure DevOps pipelines (PR, Buddy Build, Buddy Release) for the current repo and branch. Auto-diagnoses failures from build logs, applies fixes, commits, pushes, and re-triggers until all pipelines pass or max retries…

ai-agents-diagnostics-toolkit

Catalog of this repo's measurement instruments, each with command, current baseline, and interpretation guide. Covers skill size and description budgets, orphan-ref and golden-principles scans, drift gates as signals, guard telemetry and maturity tiers,…

ai-agents-external-claims

Verify external, vendor, and third-party claims (numbers, attributions, structure) against authoritative primary sources before they land in a repo artifact or external deliverable. Covers stake-holding sources, round-number tells, citation-chain drift, and…

requirements-interview

Adversarial requirements interview that walks the design tree to elicit testable requirements before any code is written. Implements the grill-me pattern - ask relentlessly, recommend an answer for every question, and resolve dependencies between decisions…

using-forgetful-memory

Guidance for using Forgetful semantic memory effectively. Applies Zettelkasten atomic memory principles. Use when deciding whether to query or create memories, structuring memory content, or understanding memory importance scoring. Guidance only. Use when you…

slashcommandcreator

Autonomous meta-skill for creating high-quality custom slash commands using 5-phase workflow with multi-agent validation and quality gates. Use when user requests new slash command, reusable prompt automation, or wants to convert repetitive workflows into…

slashcommandcreator

Autonomous meta-skill for creating high-quality custom slash commands using 5-phase workflow with multi-agent validation and quality gates. Use when user requests new slash command, reusable prompt automation, or wants to convert repetitive workflows into…

buy-vs-build-framework

Strategic framework for evaluating build, buy, partner, or defer decisions with four-phase process, tiered TCO analysis, and integration with decision quality tools. Use for strategic build/buy/partner/defer with TCO. Do NOT use for "is there an existing…

memory-search

Tier 1 semantic memory search across Serena and Forgetful with progressive disclosure and token-budget warnings. The focused search operation split out of the memory router per ADR-063. Use when you say `search memory`, `what do we know about X`, or `recall…

codeql-scan

Execute CodeQL security scans with language detection, database caching, and SARIF output. Use when performing static security analysis on Python or GitHub Actions code.

quality-grades

Grade each product domain and architectural layer with A-F scoring and gap tracking. Produces markdown or JSON reports showing grades, file counts, gaps, and trends. Use when you ask "grade quality", "audit domain quality", "show quality gaps", "domain…

reviewer-findings

Verify a review finding before acting on it. Splits a finding into verdict, diagnosis, and prescribed fix, each needing its own evidence, so you verify before you fix and check the supporting claims rather than only the conclusion. Use when you say "address…