charlie-morrison

Analyze Kustomize configurations for best practices, overlay consistency, patch correctness, and deployment safety across environments.

Audit Rust code for unsafe block usage — verify safety invariants, check FFI boundaries, review raw pointer operations, validate Send/Sync implementations, a...

Manage Linear issues, projects, and cycles with AI-powered triage, prioritization, and workflow automation via the Linear API.

End-to-end Shopify direct-to-consumer brand-launch coach. Use when a founder asks for product/niche validation, store-build (theme, IA, PLP/PDP), conversion-...

Track and compare ML experiments across MLflow, Weights & Biases, or local logs. Organizes runs, compares metrics, identifies best models, detects training a...

Coach a newly-hired or recently-promoted Chief Marketing Officer (CMO), VP of Marketing, Head of Marketing, or fractional CMO through their first 90 days and...

Pre-release checklist for shipping software — verify tests pass, changelog updated, version bumped, no debug code, dependencies clean, docs current, no secre...

Check database migrations for safety — detect data loss risks, locking operations, backward compatibility issues, and deployment ordering problems across SQL...

Coach for designing, running, and optimizing high-converting webinar funnels (live, evergreen, on-demand) used by course creators, B2B SaaS, agencies, and in...

Analyze application logs to produce actionable error digests with pattern detection, severity classification, trend analysis, and remediation recommendations...

Design Cloudflare Workers solutions end-to-end — pick the right runtime tier (Workers vs Pages vs Durable Objects vs Workers AI), the right storage (KV vs D1...

Build, validate, and interpret cohort retention analyses for SaaS / subscription / e-commerce / consumer products. Covers cohort definition (signup cohort vs...

Coach a licensed mental-health clinician (LCSW, LMFT, LPC/LPCC, PsyD, PhD, LMHC, LICSW, LCPC) through launching, scaling, or pivoting a private psychotherapy...

Coach a board director, lead investor, co-founder, or HR leader through the difficult process of firing or transitioning a founder-CEO — distinct from firing...

Coach for content creators (YouTubers, podcasters, newsletter writers, streamers, indie authors, course creators, social-media operators) experiencing or rec...

Reduce Sentry alert fatigue by surgically tuning issue grouping, fingerprint rules, severity mapping, sample rates, before-send filters, sourcemap pipelines,...

End-to-end LinkedIn creator monetization coach. Use when a creator asks for content strategy on LinkedIn (post hooks, formats, cadence), audience growth (fol...

Set up and analyze shadow traffic testing to compare new service versions against production without user impact

Coach a YouTube creator focused on long-form content (8-30+ min videos) — distinct from Shorts and from livestreaming. Covers the 2026 algorithm reality (CTR...

End-to-end coach for employees and candidates negotiating compensation packages at private/public tech companies. Covers offer evaluation (RSUs, ISOs, NSOs,...

Coach a CEO, CMO, head-of-comms, or general counsel through a corporate crisis communications event — security breach, data leak, product outage, executive m...

End-to-end coach for dropshipping operators (general store / niche store / one-product / branded private-label) using Shopify, AliExpress / CJDropshipping /...

Analyze database replication topology, detect lag, and recommend replication strategy based on CAP tradeoffs

Plan and execute dark launches with feature flags, performance monitoring, and gradual exposure rollouts

Generate, validate, and tighten Content Security Policy (CSP) headers for web applications. Analyze existing pages to discover resource origins, build least-...

Plan Kubernetes cluster upgrades with API deprecation checks, addon compatibility verification, and rollback-safe runbooks

Audit GitHub/GitLab branch protection rules across repositories. Check required reviews, status checks, force push restrictions, admin bypass, and CODEOWNERS...

Detect and resolve backpressure issues in data pipelines, message queues, and streaming systems. Identify bottleneck stages, measure queue depths and process...

Design chaos engineering experiments to test system resilience. Generate failure injection scenarios, define steady-state hypotheses, blast radius controls,...

Forecast infrastructure capacity needs using historical metrics, growth projections, and cost modeling. Identify bottlenecks before they cause outages and ri...

Prioritize vulnerabilities beyond CVSS scores using EPSS (Exploit Prediction Scoring), CISA KEV, asset criticality, reachability analysis, and exploit maturi...

Coach a dentist or dental specialist (general, pediatric, ortho, perio, endo, oral surgery, prostho) through launching a private practice — startup (de novo)...

Analyze canary deployments by comparing metrics between canary and baseline. Provide data-driven promotion/rollback recommendations based on error rates, lat...

Validate API contracts between services using consumer-driven contract testing. Generate and verify Pact contracts, OpenAPI compliance tests, and schema comp...

Detect drift between Infrastructure-as-Code definitions (Terraform, Pulumi, CloudFormation, CDK) and actual deployed state. Identify untracked resources, man...

Validate Stylelint config files for errors, deprecated rules, config structure, plugins, extends, and overrides, outputting text or JSON results.

End-to-end coach for authors producing an audiobook — deciding self-narration vs hiring a narrator, choosing distribution path (ACX exclusive / non-exclusive...

Coach a newly-hired Head of Revenue Operations (RevOps), VP RevOps, or Director of RevOps through their first 90 days — a role that consolidates Sales Ops, M...

Manage environment promotions (dev → staging → prod) — compare configs between environments, detect drift, generate promotion plans, validate prerequisites,...

Generate Software Bill of Materials (SBOM) in CycloneDX or SPDX format — inventory all dependencies, licenses, vulnerabilities, and supply chain metadata. Re...

Audit React, Vue, or Svelte component libraries — find unused components, inconsistent props, missing documentation, accessibility issues, missing tests, and...

Determine which tests need to run for a given code change — trace file dependencies, map source-to-test relationships, identify untested changes, and priorit...

Analyze the blast radius of upgrading, removing, or replacing a dependency — trace imports, find affected files, check test coverage of impacted code, detect...

Score a repository's health across 8 dimensions — code quality, testing, documentation, CI/CD, security, dependencies, community, and maintainability. Produc...

Auto-discover and catalog all services in a codebase or organization — scan Dockerfiles, docker-compose, Kubernetes manifests, package.json, systemd units, P...

Scan codebases for technical debt — TODO/FIXME comments, deprecated APIs, complexity hotspots, outdated patterns, missing tests, large files — then prioritiz...

Validate and lint Biome (biome.json) configuration files for structure, rule conflicts, deprecated options, and best practices. 22 rules across structure, li...

Generate and maintain API changelogs from OpenAPI/Swagger specs — track endpoints added, removed, deprecated, or modified between versions. Detect breaking c...

Coach founders on launching B2B marketplaces, addressing archetype selection, cold-start strategies, pricing models, unit economics, regulatory compliance, a...

Debug prompts that produce unexpected AI outputs — diagnose failure modes, identify ambiguity and conflicting instructions, test variations, compare model re...

Coach for engineers transitioning into fractional/part-time CTO work — positioning (not "consultant", not "advisor"), pricing models (monthly retainer $5K-$2...

Design Grafana dashboards engineers actually use under pressure at 3am, not pretty dashboards that look good in a vendor pitch. Covers USE / RED / Four Golde...

Conduct structured self-evaluations after tasks to analyze efficiency, accuracy, approach quality, and extract patterns for improved future performance.

Iteratively improve AI prompts by analyzing, rewriting, comparing, and refining them using structured patterns for clarity, structure, and format compliance.

Generate structured changelogs from git history using conventional commits, with support for multiple formats, AI-enhanced descriptions, and customizable ran...

Plan and execute Kickstarter and Indiegogo crowdfunding launches end-to-end. Covers pre-launch list building, page copy, video script, reward tier design, fu...

Multi-ecosystem dependency audit — find outdated, vulnerable, unused, and license-incompatible packages across npm, pip, cargo, go, and composer. Use when as...

Slack messaging — send messages, manage channels, upload files, add reactions, and automate team notifications via CLI and API.

AI-powered codebase analysis — generate architecture docs, onboarding guides, and key-flow walkthroughs for any project. Use when joining a new codebase, onb...

Sentry error tracking — list, triage, and resolve issues; manage releases and source maps via CLI and REST API.

Generate polished release notes and changelogs from git history. Analyzes commits between tags/refs, categorizes changes (features, fixes, breaking changes,...

Validate .browserslistrc files and browserslist config in package.json for syntax errors, deprecated browsers, redundant queries, and best practices. Use whe...

Anonymize sensitive data in databases, files, and APIs for testing and compliance. Detect PII (names, emails, SSNs, addresses, phone numbers), apply anonymiz...

Plan and track cryptographic key rotations for API keys, encryption keys, signing keys, and service credentials. Inventory all keys, assess rotation urgency,...

End-to-end coach for founders applying to startup accelerators (Y Combinator / Techstars / 500 Global / Antler / a16z Crypto Speedrun / Plug and Play / Mass...

Detect, diagnose, and fix flaky tests. Identify tests with non-deterministic outcomes by analyzing CI history, test timing, shared state, race conditions, an...

Convert manual incident runbooks into automated, executable playbooks. Parse existing runbooks, generate scripts for each step, add health checks, rollback p...

Detect N+1 query problems in application code and ORM usage. Analyze database query patterns, find loops that generate excessive queries, and recommend fixes...

Guide incident response with structured communication, timeline tracking, severity assessment, stakeholder updates, and post-incident review — a virtual inci...

Validate JSON-exported Tailwind CSS configuration files for structural issues, content path problems, theme misconfiguration, and best practices. Use when au...

Validate ESLint v9+ flat config files (JSON-exported) for structural correctness, language options, rules configuration, plugin hygiene, file patterns, and b...

Coach a prospective franchisee through evaluating a franchise opportunity end-to-end — reading the FDD (Franchise Disclosure Document) Items 1-23 with red-fl...

Lint and validate GitLab CI/CD pipeline YAML files (.gitlab-ci.yml) for syntax errors, security issues, deprecated patterns, and best practices. Use when ask...

Lint and validate Helm charts for structure, security, dependencies, and best practices. Use when asked to lint, validate, check, or audit Helm charts, verif...

Validate, lint, diff, and inspect TOML configuration files. Use when asked to check TOML syntax, compare TOML configs, show TOML structure, validate pyprojec...

Lint, validate, and audit nginx configuration files for syntax errors, security issues, and performance problems.

Lint Makefiles for common issues — tabs, .PHONY, unused vars, portability, and best practices.

Generate, validate, lint, and explain Apache .htaccess files. Use when asked to create htaccess rules, redirect URLs, set security headers, enable caching, c...

Lint and validate GitHub Actions workflow YAML files for common mistakes, security issues, deprecated actions, and best practices. Use when asked to lint, va...

Validate, explain, lint, and calculate next run times for cron expressions. Use when asked to check cron syntax, explain a crontab entry, find next scheduled...

Validate CHANGELOG.md files against the Keep a Changelog format (keepachangelog.com). Checks version ordering, date formats, section types, link references,...

Validate Vite configuration files (JSON-exported) for structural correctness, build settings, server security, resolve/CSS hygiene, plugin deprecations, and...

Validate JSON-exported webpack configuration files for structural issues, deprecated loaders/plugins, optimization gaps, and best practices. Use when auditin...

Validate .env files against schemas, compare environments (dev vs prod), detect common mistakes (trailing spaces, placeholders, invalid ports, missing protoc...

Calculate SLO/SLA error budgets, allowed downtime, burn rates, and uptime metrics. Use when asked about SLO targets, error budgets, uptime calculations, nine...

Parse, validate, compare, sort, bump, and filter semantic versions (semver). Use when asked to check version compatibility, bump version numbers, sort releas...

Validate, lint, and sort Python requirements.txt files for best practices and CI.

Query JSON data using JSONPath expressions. Use when asked to extract, filter, search, or navigate JSON data. Supports recursive descent, wildcards, array sl...

Design PagerDuty escalation policies, schedules, services, response plays, and incident workflows that handle real on-call traffic without burning out the ro...

Validate Python project pyproject.toml files against PEP 517/621 rules for project metadata, build system, and tool configurations with detailed reports.

Validate .editorconfig syntax and check source files for EditorConfig compliance.

Lint, validate, and audit .dockerignore files for syntax issues, security risks, missing patterns, and optimization opportunities. Use when asked to lint, va...

Coach newly-hired or promoted COOs through their first 90 days and key strategic decisions, focusing on role clarity, CEO-COO alignment, and effective scope...

Coach a newly-hired or recently-promoted Chief Financial Officer (CFO), VP Finance, Head of Finance, or fractional CFO through their first 90 days and ongoin...

Coach a newly-hired or recently-promoted GTM (Go-to-Market) Engineer, RevOps Engineer, Marketing Engineer, or Sales Engineer-of-systems through their first 9...

Coach a founder, CEO, board chair, or in-house People/Talent leader through running a structured executive search — for C-suite (CEO succession, CFO, CTO, CR...

Architecture Decision Record generator — analyze codebases and document technical decisions with context, alternatives, and consequences. Use when asked to d...

Coach a newly-hired Chief of Staff (CoS) through their first 90 days — a role that is high-leverage but role-ambiguous, where success is determined more by s...

Plan, run, and debrief a structured pre-release bug bash session. Defines scope (areas, devices, user roles), invites the right participant mix (eng/PM/desig...

Strategist for independent consultants and boutique agencies pricing their services. Use when someone asks how to set or raise rates, switch from hourly to v...

Audit Helm charts for security, best practices, template correctness, and production readiness — check values, templates, hooks, dependencies, and RBAC.

Scaffold production-ready Kubernetes operators — generate CRDs, controllers, RBAC, webhooks, and Dockerfiles with best practices for Go or Python operators.

End-to-end coach for launching a product on Product Hunt — picking the launch date, optimizing the listing (tagline, description, gallery, first comment, vid...

Track, analyze, and optimize AI API costs across OpenAI, Anthropic, OpenRouter, Google, and other LLM providers. Parses billing data, usage logs, or API resp...

End-to-end Amazon FBA private-label coach. Use when a seller asks for product research validation, listing audit, PPC strategy, account health diagnosis, bra...

Coach a startup CEO, CFO, COO, or chief-of-staff through preparing for and running a board meeting — from first-time founder boards through Series-D-stage fo...

Design and optimize caching strategies for applications. Analyze data access patterns, recommend cache layers (browser, CDN, application, database), configur...

Validate Rollup config files (rollup.config.js/mjs/ts) for output format conflicts, plugin ordering issues, deprecated options, and best practices. Use when...

Coach founders on cap table design, vesting, ESOP, financing terms, and cap table hygiene to maximize equity value and avoid costly errors from incorporation...

Coach a CEO, COO, CFO, Head of Strategy, Head of Operations, or VP-level functional leader through designing or rebuilding a KPI tree (also known as North St...

Analyze Redis Sentinel and Cluster configurations for high availability, performance, and memory efficiency. Checks sentinel topology, cluster slot distribut...

Coach a newly-hired or recently-promoted Head of Data, VP of Data, Director of Data, or Data Platform Lead through their first 90 days and ongoing strategic...

Coach a B2B SaaS CEO, CRO, CFO, or VP Sales through redesigning the sales compensation plan — when the current plan is misaligned with strategy, encouraging...

Coach a B2B SaaS founder, CRO, or head-of-partnerships through building a real channel-and-partnerships motion — distinct from one-off integration deals or a...

Coach a B2B SaaS founder, CEO, CRO, or product leader through redefining their Ideal Customer Profile (ICP) — when the existing definition is too broad, too...

Coach a B2B founder, CEO, CRO, CCO, or product leader through designing, recruiting, and running a Customer Advisory Board (CAB) — a 6-12 person body of seni...

Coach a B2B SaaS team through diagnosing and fixing broken Net Revenue Retention (NRR) — when NRR is dropping below 100%, churn is accelerating, expansion is...

Coach a startup founder or early employee through a secondary sale — selling existing common or preferred stock to a new investor, existing investor, the com...

Scan web endpoints for CORS misconfigurations. Detect origin reflection, wildcard policies, null origin acceptance, credential leaks, subdomain trust, HTTP o...

Validate git commit messages against Conventional Commits spec and configurable rules. Use when linting commit messages, enforcing commit conventions, checki...

Analyze project metrics: lines of code, language distribution, function complexity, code-to-comment ratio, test coverage indicators, dependency counts, large...

Find and remove dead code in JavaScript/TypeScript projects. Detects unused exports, unreferenced files, orphaned components, unused dependencies, and dead f...

Scan project dependencies for license compatibility issues, GPL contamination, and compliance violations. Supports npm, pip, Go, Rust, and Ruby ecosystems. U...

Scan projects and codebases for exposed secrets, API keys, tokens, passwords, and sensitive credentials. Detects hardcoded secrets in source code, config fil...

Generate professional client-facing reports from raw data, metrics, and KPIs. Supports analytics summaries, project status reports, monthly/weekly performanc...

Monitor websites for uptime, SSL certificate expiry, response time, HTTP errors, and content changes. Generate health reports and send alerts when issues are...

Generate structured, blame-free incident postmortem reports from logs, timeline data, and incident metadata. Produces root cause analysis, impact assessment,...

End-to-end coach for indie devs / small teams launching mobile apps on iOS App Store + Google Play (and emerging app stores). Covers idea + ASO niche validat...

Coach for someone running multiple side hustles in parallel (newsletter + digital product + freelance + affiliate + creator monetization + small SaaS) and tr...

End-to-end coach for freelance / contract / independent software developers (full-stack / backend / frontend / mobile / DevOps / data / ML / staff-eng-as-a-s...

Validate Rust Cargo.toml manifests for dependency issues, missing metadata, feature conflicts, workspace config, and crates.io publishing readiness. Use when...

Coach a founder through reading and negotiating a venture term sheet — every economic and control term, line by line. Covers valuation (pre-money / post-mone...

Coach an agency / consulting / services owner pivoting (or trying to pivot) to a productized SaaS / product business — diagnose if pivot is even right (most...

Coach a founder on engineering warm introductions to specific VCs / partners — building a target list (15-30 firms, ranked by stage / sector / partner-fit, n...

Coach a B2B SaaS / PLG company on building or fixing customer onboarding — defining the activation event (the leading indicator of long-term retention), meas...

Coach a SaaS founder preparing to be acquired (sell-side) — when to start prep (12-24 months out), getting the data room right (financial / customer / contra...

Coach a founder for the live VC / investor pitch meeting itself (not the deck — different skill). Covers pre-meeting research (partner background, recent inv...

Lint docker-compose.yml files for security, best practices, and port conflicts.

Validate SWC config files (.swcrc, package.json#swc) for parser settings, transform conflicts, module type issues, and best practices. Use when validating SW...

Coach freelancers on crafting targeted Upwork (and similar platforms) proposals that improve bid-to-interview ratios, optimize pricing, and select worthwhile...

Analyze Kubernetes cluster spending, detect wasted resources, and suggest right-sizing. / 分析K8s集群成本，发现资源浪费并给出垂直伸缩建议。

End-to-end coach for founders searching for a cofounder, evaluating a potential cofounder, structuring equity / vesting / responsibilities, and surviving ear...

End-to-end coach for ghostwriters running a paid writing-for-others business — across long-form (books, executive memoir, business books), social media (Link...

End-to-end coach for first-time / early-stage founders raising a pre-seed or seed round outside an accelerator (angels, F&F, syndicates / SPVs, AngelList rol...

End-to-end coach for solo developers / small teams shipping browser extensions (Chrome / Edge / Firefox / Safari) as standalone monetized products or as wedg...

End-to-end coach for B2B enterprise / mid-market sales (founders doing founder-led sales, AEs/SDRs at startups, sales managers / VPs scaling teams, and B2B-p...

End-to-end coach for first-time / serial restaurant operators launching independent restaurants, ghost kitchens, food halls, fast-casual concepts, food truck...

End-to-end coach for founders / PMs / engineers shipping an AI-first product (LLM-powered SaaS, AI agent, copilot, RAG-based vertical app, voice agent, multi...

End-to-end coach for e-commerce founders / operators evaluating or executing a platform migration (WooCommerce / Magento / BigCommerce / Wix / Squarespace /...

End-to-end YouTube Shorts creator monetization coach. Use when a creator asks for niche/format selection, hook+retention engineering, posting cadence, Shorts...

End-to-end marketing-agency owner coach (digital marketing, paid media, SEO, content, branding, full-service). Use when an owner asks for niche/positioning,...

Verify deployments are healthy after release — check endpoints, compare response schemas, validate metrics, run smoke tests, verify database migrations, and...

Analyze dead letter queue (DLQ) messages to identify failure patterns, root causes, and remediation strategies. Supports AWS SQS, RabbitMQ, Kafka, Azure Serv...

Audit a payment stack for PCI DSS v4.0 / v4.0.1 readiness — determine cardholder data environment (CDE) scope from data flows (storage, processing, transmiss...

Deploy and operate Node, Python, Go, Rust, Elixir, and Docker apps on Fly.io with production-grade fly.toml authoring, Machines API orchestration, region sel...

Design Datadog monitors that catch real production issues without paging on noise. Covers SLO-based monitoring with multi-window multi-burn-rate alerts, the...

Guide creators from TikTok startup to 10k+ followers, optimizing niche, hooks, posting, growth plateaus, monetization, and cross-platform strategy.

Optimize TypeORM entities for performance, query efficiency, migration safety, and relationship design — analyze decorators, indexes, eager loading, and conn...

Coach a B2B SaaS company on building expansion revenue (the "land and expand" engine) — designing the expansion motion (seat-based, usage-based, feature-tier...

Summarize long conversations, chat histories, and discussion threads into structured summaries with key decisions, action items, and topics — optimized for m...

End-to-end SaaS / micro-SaaS indie hacker coach (bootstrapped solo founder, build-in-public, $1K-$50K MRR brackets). Use when an indie hacker asks for idea v...

End-to-end affiliate marketer coach (content sites, niche review sites, comparison sites, deal sites, coupon sites, YouTube + TikTok affiliate, newsletter af...

End-to-end online-course creator coach (Udemy, Teachable, Kajabi, Thinkific, Podia, self-hosted). Use when a creator asks for niche/topic validation, curricu...

End-to-end Amazon KDP (Kindle Direct Publishing) self-publishing coach. Use when an author asks for niche/keyword research, manuscript prep (front-matter, To...

End-to-end Etsy private-label / handmade / digital-product seller coach. Use when a seller asks for niche validation, listing SEO, ads strategy, account-qual...

Analyze error messages and logs to identify root causes of crashes, build failures, or runtime errors and suggest actionable fixes with code examples.

Analyze AWS CDK applications for best practices, security, cost optimization, and deployment safety — covers construct patterns, IAM policies, and CloudForma...

End-to-end 1:1 / group coaching business launch & scale coach — for life coaches, business coaches, executive coaches, fitness coaches, money coaches, dating...

Track SLO error budgets across services. Calculate remaining budget from SLI metrics, alert on budget burn rate, recommend development vs reliability investm...

Validate and lint Prettier configuration files (.prettierrc, .prettierrc.json, .prettierrc.yaml, .prettierrc.toml, package.json#prettier) for structure, inva...

Validate Babel config files (babel.config.json, .babelrc, .babelrc.json, package.json#babel) for deprecated presets, plugin conflicts, ordering issues, and b...

Lint Terraform modules and configurations (.tf files) for structure, naming, security, and best practices. 24 rules across structure, naming, security, and b...

Lint Protocol Buffer (.proto) files for style, naming conventions, breaking changes, and best practices. Supports proto2 and proto3 syntax with 24 rules acro...

Generate XML sitemaps by crawling a website or scanning local files. Auto-discovers pages via link extraction. Supports local HTML/MD file scanning with last...

Repurpose long-form content (blog posts, articles, newsletters, YouTube transcripts) into platform-optimized social media posts, Twitter/X threads, LinkedIn...

Validate and lint PHP Composer composer.json files for structure, dependencies, autoload, and best practices. Use when asked to lint, validate, check, or aud...

Validate and lint Maven pom.xml files for structure, dependencies, plugins, and best practices. Use when asked to lint, validate, check, or audit pom.xml fil...

Optimize Tailwind CSS usage — detect unused classes, identify opportunities for @apply extraction, audit responsive design, and reduce bundle size.

Compare two OpenAPI 3.x or Swagger 2.0 specs and generate a changelog of breaking and non-breaking changes. Detect removed endpoints, new required parameters...

Audit and clean up Git repositories. Find stale/merged branches, large files in history, orphaned tags, repo bloat, and generate cleanup scripts. Use when as...

Generate operational runbooks from project files. Scans Dockerfiles, docker-compose.yml, systemd units, Makefiles, package.json, and config files to produce...

Analyze HTTP security headers for any URL. Check for HSTS, CSP, X-Frame-Options, X-Content-Type-Options, Referrer-Policy, Permissions-Policy, CORS, and more....

End-to-end podcast monetization & growth coach. Use when a podcaster asks for sponsorship strategy (host-read, programmatic, dynamic-insertion), CPM pricing,...

Plan complex codebase migrations — framework upgrades, language transitions, architecture refactors. Analyze dependencies, estimate effort, map migration pat...

Generate mock API servers from OpenAPI 3.x and Swagger 2.0 specs. Use when creating mock/stub APIs for frontend development, testing, demos, or CI. Generates...

Auto-generate pull request descriptions from git diffs and commit history. Parses conventional commits, categorizes changes (features, fixes, refactoring), a...

Define, measure, and enforce web performance budgets — bundle sizes, asset counts, image weights, third-party scripts. Fails CI when budgets are exceeded. Tr...

Automated pull request review providing detailed feedback on correctness, security, performance, maintainability, testing, and best practices.

Validate CSV, JSON, and JSONL data files for quality issues. Detects missing values, duplicates, type inconsistencies, statistical outliers, format violation...

Generate structured, blame-free incident postmortem reports from logs, timeline data, and incident metadata. Produces root cause analysis, impact assessment,...

Validate and lint tsconfig.json files for common mistakes, conflicting compiler options, strictness gaps, and best practices. Use when asked to lint, validat...

Build, audit, and operate Article 15 (right of access) and Article 20 (data portability) data export pipelines for GDPR, plus the equivalent CCPA/CPRA "right...

Analyze CI/CD pipelines (GitHub Actions, GitLab CI, CircleCI) and suggest optimizations — caching strategies, parallelization, step elimination, Docker layer...

Analyze monorepo structure — detect workspace tools (npm/yarn/pnpm/lerna/nx/turbo/cargo/go), map inter-package dependencies, find unused packages, detect ver...

Coach newsletter writers on niche, voice, structure, growth, monetization, pricing, and migration to build and scale Substack and similar platforms effectively.

Turn a raw git log, PR title list, or changelog dump into customer-facing release notes that read like a human wrote them. Detects categories (new feature /...

Audit a SaaS pricing page and return a scorecard, specific rewrites, and an A/B test priority queue. Diagnoses tier psychology (3-tier vs 4-tier, where the a...

Detect and redact personally identifiable information (PII) in application logs to comply with GDPR, CCPA, HIPAA, and PCI DSS. Knows the realistic 2026 PII s...

Review terraform plan output for risk before apply. Detects destructive changes (force replace and destroy on stateful resources), drift from real state, mis...

Audit feature flag debt across LaunchDarkly, Unleash, Flagsmith, GrowthBook, Split, and home-grown flag systems. Detects stale flags (older than 90 days, ful...

Create, maintain, and execute detailed incident response runbooks to guide triage, communication, and post-incident reviews for production outages.

Validate jest.config.ts/js/json and Jest configuration in package.json for deprecated options, transform conflicts, and best practices. Use when validating J...

Validate .pre-commit-config.yaml files for structure, repository entries, hook definitions, local hooks, and best practices. 23 rules across 5 categories.

Coach B2B senders to write, sequence, and deliver cold emails that boost opens and replies without hurting domain reputation or hitting spam.

Enforce cloud resource tagging policies for cost allocation, compliance, and governance across AWS/GCP/Azure

Validate vitest.config.ts/js and vitest workspace configurations for syntax, deprecated options, plugin conflicts, and best practices. Use when validating Vi...

Generate, validate, and lint systemd unit files (.service, .timer, .socket, .mount) with hardening and best practices.

Lint .sql migration files for common mistakes — missing IF EXISTS guards, UPDATE/DELETE without WHERE, non-idempotent CREATE, missing transaction wrappers, r...

Lint and validate package.json files for common mistakes, missing fields, security issues, and best practices. Use when asked to lint, validate, audit, or ch...

Validate PostCSS config files (.postcssrc, postcss.config.js, package.json#postcss) for plugin ordering, deprecated plugins, Tailwind integration, and best p...

Coach someone through creating, launching, and selling an online course — niche validation, curriculum design, lesson structure, recording workflow, platform...

Coach Fiverr sellers (and Etsy/Creative Market gig-style platforms) on gig titles, descriptions, packaging, pricing, gig images/video, search ranking (Fiverr...

Validate nodemon config files (nodemon.json, .nodemonrc, package.json#nodemonConfig) for watch settings, ignore patterns, exec conflicts, and best practices....

Evaluate LLM outputs systematically — run test suites, score responses for accuracy/relevance/safety, compare models, and detect regressions in AI applications.

Optimize RAG pipeline chunking strategy — analyze documents, recommend chunk sizes, splitting methods, overlap settings, and metadata enrichment for maximum...

Decode, validate, and debug JSON Web Tokens. Inspect headers, payloads, signatures, expiration, claims, and key mismatches. Diagnose common JWT issues in aut...

Design autoscaling policies based on traffic patterns, cost constraints, and performance SLOs

Audit TLS/SSL configuration of servers and applications. Check protocol versions, cipher suites, certificate chain validity, HSTS headers, and compliance wit...

Coach for B2B SaaS founders on pricing — choosing the value metric (per-seat, per-API-call, per-MAU, per-revenue-processed, per-asset-monitored, per-feature-...

Run mutation testing to measure real test suite effectiveness. Inject code mutations (flip conditions, remove calls, change returns), run tests against mutan...

Manage TLS/SSL certificate lifecycle — discovery, monitoring, renewal planning, and rotation. Track certificates across services, alert before expiry, automa...

Detect configuration drift across environments (dev, staging, production). Compare config files, environment variables, feature flags, and secrets across dep...

Measure cyclomatic complexity, cognitive complexity, and structural metrics for Python, JavaScript/TypeScript, and Go code. Use when analyzing code quality,...

Analyze application logs to produce actionable error digests with pattern detection, severity classification, trend analysis, and remediation recommendations...

Generate structured, blame-free incident postmortem reports from logs, timeline data, and incident metadata. Produces root cause analysis, impact assessment,...

Audit DVC (Data Version Control) pipelines for reproducibility, storage efficiency, and tracking correctness. Checks dvc.yaml, dvc.lock, .dvc files, remote s...

Validate devcontainer.json files for syntax, structure, features, ports, lifecycle scripts, customizations, and security best practices in VS Code Dev Contai...

Coach an author through writing, launching, and selling a book — fiction or non-fiction, self-published or trad-pubbed, debut or backlist relaunch. Covers co...

Detect and flag hallucinations in LLM outputs by cross-referencing claims against source documents, code, and verifiable data. Essential for RAG pipelines an...