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Magnus HedemarkandGitHub
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* feat(bmad): add BMad control-plane protocol skill New standalone methodology skill that lets any agent run the BMad method (Breakthrough Method of Agile AI-Driven Development) as a harness-agnostic control-plane protocol: five-field intent contracts, direct/bounded/initiative classification, review-as-triage, failure routing by layer, and autonomy gating with machine-readable spec status. - SKILL.md protocol core with progressive disclosure + When not to use - README.md human-facing install guide - 9 references: protocol, classification, spec, lifecycle, project-context, review-and-failure-routing, autonomy, party-mode, adoption - 4 templates: SPEC, INTENT, STORY, REVIEW - scripts/check-spec.py + 16 tests (stdlib, deterministic spec validation) - evals/evals.json: 9 output-quality cases - Routing seams from bmad to adjacent skills and back from spec-driven-development, product-shaping, implementation-planning, neckbeard - Catalog updates: root README, skill-triggers, marketplace/plugin/llms.txt Closes #399 * fix(bmad): address droid-review findings - check-spec.py: skip headings inside fenced/indented code blocks so a spec cannot PASS on section text that only appears in a code sample - check-spec.py: catch UnicodeDecodeError on non-UTF-8 files and report FAIL instead of crashing - STORY.md template: add created key for resumability/traceability parity - SPEC.md template: split in-progress and in-review status bullets - add 2 regression tests (heading-in-fence, non-UTF-8) * fix(bmad): address droid-review round 2 - check-spec.py: read specs with utf-8-sig so a UTF-8 BOM cannot silently disable the frontmatter status check - check-spec.py: handle standard YAML inline comments after status values (status: draft # pending review) without a false FAIL - references/protocol.md: make lifecycle phrasing consistent with lifecycle.md — four phases plus a learning closeout - add 2 regression tests (BOM, inline comment) * fix(bmad): tolerate trailing whitespace on frontmatter delimiters A spec whose --- delimiter lines carry trailing spaces or tabs would silently disable the status check and let an invalid status PASS. Relax the delimiter pattern and add a regression test. * fix(bmad): ignore inline comments in quoted status values * fix(bmad): tolerate leading blank lines before frontmatter * fix(bmad): fail closed on unparseable frontmatter, matching fence markers Address droid-review round 5 and 6 findings as a single closed class: - Fail closed when a file opens with a --- delimiter that cannot be parsed, so no whitespace/frontmatter permutation can silently disable the status check (previously: unparseable frontmatter was treated as 'no status' warning, letting an invalid status PASS). - Track fence opener markers in collect_headings so a mismatched fence no longer closes a code block early (false-PASS on missing sections) and an unclosed fence no longer swallows real headings. - Accept empty well-formed frontmatter (---\n---) and closing delimiters without a trailing newline. - STORY.md template: parent-spec points at the sibling SPEC.md. - README: status vocabulary is not a strict linear chain; blocked is a resumable routing signal. Whitespace/frontmatter mutation sweep: 9 formatting variants x valid/invalid status all verdict correctly; malformed delimiters fail closed. 29 tests.
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36 KiB
Skill Trigger Index
Each skill's description field is the canonical routing contract. This convenience index maps common user phrases to the corresponding skill for quick lookup.
| User says... | Load skill |
|---|---|
| "API design", "design an API", "API contract", "OpenAPI", "AsyncAPI", "GraphQL schema", "REST API", "RPC API", "webhook design", "event schema", "streaming API", "API versioning", "API deprecation", "API migration", "API compatibility", "idempotency key", "pagination design", "API error taxonomy", "API landscape", "API inventory", "API governance", "API catalog", "API duplication", "API retirement", "API gateway topology", "ingress proxy", "service mesh", "north-south traffic", "east-west traffic" | api-design-and-evolution |
| "build a CLI", "make a CLI tool", "agent-friendly CLI", "add --json flag" | cli-builder |
| "CNCF Landscape", "CNCF project", "cloud-native technology shortlist", "compare CNCF projects", "what projects exist for", "technology candidate discovery" | cncf-landscape |
| "SDD", "spec-driven development", "specification driven", "software factory", "spec first", "spec as code", "SPEC.md template", "write a spec for AI", "AI code generation pipeline", "acceptance criteria", "quality gates", "phase gate review", "BDD for AI", "OpenAPI first", "executable specification" | spec-driven-development |
| "debug this", "root cause", "why is this broken", "fix this bug" | systematic-debugging |
| "Docker Compose", "docker compose", "compose.yaml", "multi-container", "healthcheck", "Compose Watch", "Compose profiles", "Compose networks", "Compose volumes", "Compose secrets", "Compose override" | docker-compose |
| "Woodpecker CI", "woodpecker", ".woodpecker.yml", ".woodpecker/", "Woodpecker agent", "Woodpecker pipeline", "Woodpecker secrets", "Woodpecker plugin", "Woodpecker backend", "Woodpecker build failure" | woodpecker-ci |
| "epub", "ebook", "EPUB file", "ebook format", "read epub", "write epub", "create ebook", "extract from epub", "epub to text", "edit epub", "repair epub", "convert epub2", "epub images", "batch epub", "ebook metadata" | epub |
| "ESP32", "ESP-IDF", "Arduino ESP32", "PlatformIO ESP32", "MicroPython ESP32", "CircuitPython ESP32", "ESPHome", "Zephyr ESP32", "Rust ESP32", "NuttX ESP32", "ESP32 firmware", "flash ESP32", "ESP32 GPIO", "ESP32 sensor", "ESP32 actuator", "ESP32 I2C", "ESP32 SPI", "ESP32 UART", "ESP32 OTA", "ESP32 brownout", "ESP32 bootloader" | esp32-development |
| "gutenberg", "public domain", "download a book", "classic literature", "free ebook", "gutenberg.org", "project gutenberg", "PG", "gutendex" | gutenberg |
| "William Gibson", "Gibson cyberpunk", "Sprawl", "Sprawl trilogy", "Neuromancer aesthetic", "Gibson-informed", "high-tech low-maintenance", "accreted future city", "cyberpunk worldbuilding", "cyberpunk city operations" | cyberpunk |
| "self-hosted runner", "github actions runner", "CI runner", "set up a runner", "runner registration", "runner won't register", "autoscaling runners", "runner security", "runner group", "ARC", "Actions Runner Controller", "runner scale set", "myoung34/github-runner", "ephemeral runner", "just-in-time runner", "runner container image", "runner custom image", "runner network", "runner troubleshooting", "runner monitoring" | github-runner |
| "Grafana", "Grafana dashboard", "Grafana panel", "Grafana variable", "Grafana data source", "Grafana alerting", "contact point", "notification policy", "mute timing", "Grafana provisioning", "dashboard as code", "Grafana API", "Grafana service account", "Grafana RBAC", "Grafana plugin", "Grafana troubleshooting", "duplicate dashboard UID" | grafana |
| "hugo theme", "hugo cms", "accessible theme", "wcag theme", "theme design", "theme accessibility", "theme UX", "design tokens", "css theme", "theme contrast", "responsive theme", "hugo template", "hugo pipes", "hugo module", "hugo shortcode", "render hook", "tailwindcss hugo", "hugo i18n", "hugo seo", "hugo output format", "hugo site", "hugo static site" | hugo-theme |
| "Jellyfin", "Jellyfin media server", "recently added movies", "recently added episodes", "media library", "JELLYFIN_API_KEY" | jellyfin-cli |
| "weather", "forecast", "temperature", "is it raining", "Tempest" | tempest-cli |
| "traefik", "reverse proxy", "load balancer", "API gateway", "Let's Encrypt", "ACME", "Docker routing", "traefik.yml", "entry point", "middleware", "TLS termination", "forward auth", "rate limit" | traefik |
| "reverse-engineer", "understand this codebase", "PRD from code", "architecture document", "architecture health", "coupling analysis", "modularity", "decomposition readiness", "data ownership map", "distributed workflow analysis", "reconciliation path" | software-architecture-analysis |
| "backend service", "service layer", "domain/application/infrastructure", "unit of work", "domain event implementation", "transactional outbox", "inbox deduplication", "idempotent handler", "event replay handler", "message consumer implementation", "service coexistence", "strangler handoff", "service adapter", "anti-corruption adapter", "dual path authority" | backend-engineering |
| "software architecture design", "greenfield architecture", "target architecture", "architecture tradeoff", "modular monolith", "service decomposition decision", "distributed workflow design", "architecture fitness function", "architecture drift", "architecture review" | software-architecture |
| "enterprise architecture", "enterprise capability map", "capability mapping", "value-stream architecture", "application portfolio", "information portfolio", "business technology alignment", "current-state architecture", "target-state enterprise architecture", "transition architecture", "enterprise architecture operating model", "cross-domain architecture decision rights", "enterprise architecture governance", "architecture stakeholder engagement" | enterprise-architecture |
| "data architecture", "data platform", "data strategy", "data mesh", "governance" | data-architect |
| "AI governance", "AI governance program", "responsible AI", "model risk", "AI risk tier", "AI risk tiering", "use-case risk tier", "governance operating model", "AI decision rights", "AI governance council", "AI risk framework", "NIST AI RMF", "ISO 42001", "AI lifecycle gate", "AI fairness review", "AI transparency", "explainability review", "LLM governance review", "agent safety review", "prompt injection governance", "AI regulatory compliance", "EU AI Act", "AI compliance plan", "GxP AI governance", "ALCOA+", "data integrity governance", "computerized system validation", "AI in regulated life sciences", "AI QMS interface", "governance maturity assessment", "AI board reporting", "board AI governance", "third-party AI due diligence", "model card" | ai-governance |
| "AI value realization", "AI ROI", "AI business case", "AI productivity claim", "AI savings claim", "AI adoption decision", "AI pilot review", "AI workflow economics", "AI cost and value", "AI operating economics", "scale an AI pilot", "retire an AI workflow", "worker impact of AI", "AI countermetrics", "AI total cost of ownership", "AI lifecycle value review" | ai-operating-economics |
| "de-spin", "is this spin", "propaganda", "misdirection", "true lies", "what is this leaving out", "misleading claim", "selective framing", "evidence theater", "separate what is true false complicated" | de-spin |
| "digital twin", "digital twins", "digital twin universe", "digital thread", "software process twin", "DevOps twin", "cyber-cyber twin", "twin architecture", "twin synchronization", "twin fidelity", "twin health", "twin drift", "predictive maintenance twin", "virtual commissioning", "agentic software factory", "dark factory" | digital-twin |
| "daily check-in", "day debrief", "conversational journaling", "grill me", "interview me about my life", "learn how I work", "what could an AI help me with", "personal AI boundaries", "proactive check-in", "daily life" | daily-life-discovery |
| "life coaching", "life coach", "coach me", "coach me through", "reflective challenge", "help me clarify what I want", "values conflict", "ambivalence", "user-led goal", "accountability without shame", "coaching progress review", "end coaching" | life-coach |
| "actuarial modeling", "insurance claims", "claim frequency", "claim severity", "pure premium", "loss modeling", "reserving", "claims triangle", "credibility", "bonus-malus", "solvency risk", "financial risk model", "tail risk", "heavy-tailed loss", "GLM for insurance", "model calibration", "forecast backtest" | actuarial-risk-modeling |
| "financial modeling", "unit economics", "CAC", "LTV", "CAC payback", "pricing strategy", "fundraising", "cap table", "term sheet", "ARR", "MRR", "churn", "NDR", "Rule of 40", "Magic Number" | financial-modeling |
| "statistical analysis", "experimental design", "A/B test", "hypothesis test", "power analysis", "causal inference", "regression", "Bayesian", "p-value", "effect size", "model selection", "machine learning methodology" | data-scientist |
| "brand identity", "brand guidelines", "style guide", "brand card", "brand strategy", "visual identity", "brand documentation", "color palette", "brand book" | brand-designer |
| "kanban", "WIP", "cycle time", "flow metrics", "Scrum to Kanban", "multi-portfolio", "throughput", "classes of service" | kanban-guru |
| "kubernetes", "k8s", "kubectl", "k3s", "RKE2", "MicroK8s", "k0s", "Talos", "OpenShift", "EKS", "AKS", "GKE", "Pod", "Deployment", "StatefulSet", "CRD", "RBAC", "NetworkPolicy", "Helm on Kubernetes", "cluster upgrade", "Kubernetes troubleshooting" | kubernetes |
| "langgraph", "multi-agent", "state machine", "graph-based workflow", "LangGraph", "supervisor pattern", "swarm pattern", "agent orchestration", "graph state", "subgraph", "agent routing", "tool-calling loop", "agent loop", "stateful agent", "durable execution", "human in the loop langgraph", "checkpointer", "langgraph persistence" | langgraph |
| "Linear", "Linear API", "Linear issue", "Linear project", "Linear cycle", "Linear comment", "Linear document" | linear |
| "LiteLLM", "litellm proxy", "AI gateway", "LLM gateway", "config.yaml model_list", "virtual keys", "master key", "budgets and spend tracking", "LLM load balancing", "fallbacks and cooldowns", "Presidio PII guardrail", "litellm-health", "ghcr.io/berriai/litellm" | litellm |
| "llama.cpp", "llama-cpp", "llama-cli", "llama-server", "llama-bench", "GGUF model", "GGUF quantization", "GPU layers", "KV cache", "Metal llama.cpp", "CUDA llama.cpp", "ROCm llama.cpp", "Vulkan llama.cpp", "llama.cpp OpenAI API", "llama.cpp chat template", "llama.cpp multi-GPU" | llama-cpp |
| "debate", "council", "multi-perspective", "structured debate", "get multiple perspectives", "expert panel", "decision landscape", "what would experts say", "what are we missing", "convergence", "false consensus", "agent-council", "pre-mortem" | agent-council |
| "skill format", "how do I make a skill", "agentskills.io" | agent-skills |
| "Fireflies", "Fireflies.ai", "meeting transcripts", "meeting notes", "audio upload", "webhook verification", "AskFred", "AI meeting analytics" | fireflies |
| "flaresolverr-cli", "FlareSolverr session", "request.get", "request.post", "return-only-cookies" | flaresolverr-cli |
| "Cloudflare challenge", "DDoS-GUARD", "browser-backed request" | flaresolverr |
| "Three.js", "three.js", "WebGL", "3D scene", "GLTF", "browser 3D" | three |
| "last.fm", "scrobble", "music discovery", "listening history", "similar artists", "lastfm", "weekly top artists", "genre charts" | lastfm |
| "MeshCore Companion", "meshcore-packet-capture", "MeshCore packet capture", "BLE radio capture", "serial radio capture", "MeshCore MQTT", "LetsMesh", "PACKETCAPTURE_", "meshcore-packet-capture Docker", "MeshCore NixOS" | meshcore-packet-capture |
| "migration engineering", "migration plan", "schema migration", "data migration", "API migration", "infrastructure migration", "service migration", "cross-system migration", "expand contract", "compatibility window", "dual-running", "backfill", "reconciliation", "cutover plan", "irreversible migration", "rollback plan", "roll-forward", "migration deprecation", "migration cleanup", "migration observability", "migration correctness evidence", "migration ownership" | migration-engineering |
| "multi-tenant SaaS", "multi-tenant architecture", "SaaS architecture", "tenant model", "tenant domain model", "control plane application plane", "control-plane", "application-plane", "pooled tenancy", "bridge tenancy", "silo tenancy", "hybrid tenancy", "tenant partitioning", "tenant onboarding", "tenant entitlements", "usage metering billing", "tenant lifecycle", "tenant restore", "noisy neighbor", "hot tenant" | multi-tenant-saas-architecture |
| "nous", "theia", "hermes brand", "brand identity", "style guide", "mascot", "anime style", "cyber-classical", "color palette reference" | nous-branding |
| "okf", "open knowledge format", "knowledge bundle", "LLM wiki", "agent knowledge", "Google knowledge format", "markdown knowledge", "vendor-neutral knowledge", "create an OKF bundle", "validate OKF", "concept document", "knowledge format" | open-knowledge-format |
| "raleigh", "open data", "city of raleigh", "raleigh data", "crime data", "food inspections", "building permits", "arcgis", "public data", "raleighnc" | raleigh |
| "color management", "ICC profile", "sRGB", "CIELAB", "color space", "gamut", "working space", "well-behaved profile", "ArgyllCMS", "xicclu", "color difference", "dE", "soft proof", "display referred", "scene referred" | color-management |
| "customer success", "success plan", "account health", "health scoring", "renewal risk", "churn risk", "expansion signal", "quarterly business review", "QBR", "executive business review", "voice of customer", "closed-loop feedback", "customer escalation", "account management", "account handoff", "customer communication", "escalation path", "health evidence", "risk record" | conditional-customer-success |
| "crowdsec", "CrowdSec", "IPS", "IDPS", "WAF", "intrusion prevention", "bouncer", "cscli", "appsec", "LAPI", "remediation component", "community blocklist", "fail2ban", "security engine" | crowdsec |
| "open source", "contributing", "how to contribute", "submit a PR", "file an issue", "CONTRIBUTING.md", "bug report template", "PR template" | opensource-contributions |
| "agent eval", "agent evaluation", "LLM eval", "LLM evals", "evaluation dataset", "grader calibration", "model judge", "trajectory review", "agent observability", "agent traces", "agent telemetry", "agent regression", "agent release gate", "privacy-aware telemetry", "prompt evaluation", "model testing" | agent-evals-and-observability |
| "agent production", "agent in production", "agent runtime control", "agent authority", "agent escalation", "agent fallback", "agent disablement", "agent rollout", "agent versioning", "agent cost budget", "agent tool health", "trace-to-eval", "production-to-eval feedback", "agent side-effect contract", "agent production contract" | agent-production-operations |
| "incident learning", "incident follow-up", "incident improvement", "postmortem follow-up", "incident closure", "incident evidence", "escaped from", "escaped requirement", "missing monitoring incident", "unsafe authority", "incident learning record", "causal evidence ledger", "follow-up work map", "verification and closure", "incident-to-improvement", "near-miss learning", "exercise finding follow-up", "incident finding to ticket", "verified closure incident" | incident-learning |
| "implementation plan", "implementation planning", "delivery plan", "execution plan", "work breakdown", "dependency mapping", "critical path", "rollout plan", "rollout strategy", "migration plan", "cross-team plan", "cross-repo plan", "staged rollout", "delivery coordination", "workstream planning" | implementation-planning |
| "pydanticai", "pydantic AI", "pydantic graph", "AI agent", "LLM agent", "agent framework", "function tool", "tool-using agent", "agent with tools", "agent with dependencies", "structured output", "streaming agent", "agent graph", "state machine graph", "GraphBuilder", "BaseNode", "multi-agent", "agent delegation", "TestModel", "FunctionModel", "capabilities" | pydanticai |
| "product discovery", "stakeholder interview", "requirements discovery", "user research", "customer interview", "requirements gathering", "discovery phase", "stakeholder mapping", "interview guide", "discovery conversation", "transcript to spec", "requirements conflict", "what would have to be true", "pre-mortem", "laddering", "assumption busting" | product-discovery |
| "product adoption", "user adoption", "activation rate", "time-to-value", "feature discovery", "onboarding plan", "adoption plan", "rollout plan", "cohort rollout", "sustained use", "adoption diagnostic", "adoption evidence", "behavior change product", "in-product education", "adoption segmentation", "pause expansion", "stop adoption", "internal tool adoption", "public service adoption", "enterprise rollout adoption" | product-adoption |
| "product analytics", "product measurement", "metric tree", "leading indicator", "lagging indicator", "countermetric", "tracking plan", "event taxonomy", "instrumentation QA", "analytics QA", "dashboard contract", "product outcome review", "measurement governance", "privacy-aware measurement", "unmeasurable North Star", "North Star measurement", "product funnel", "cohort analysis product", "retention measurement", "adoption measurement" | product-analytics-and-measurement |
| "product experiment", "experiment design", "A/B test design", "hypothesis test product", "feature experiment", "fake door test", "concierge test", "assumption test", "experiment brief", "experiment guardrail", "experiment readout", "ship decision", "no-ship decision", "experiment ethics", "prototype test experiment", "qualitative experiment", "stopping rule experiment", "method selection experiment", "underpowered experiment" | product-experimentation |
| "product lifecycle", "product life cycle", "lifecycle phase", "lifecycle routing", "product phase", "phase entry evidence", "phase handoff", "lifecycle evidence ledger", "product lifecycle bundle", "cross-phase routing", "product lifecycle management", "evaluate a new product idea", "product retirement decision", "continue pivot or retire", "product delivery handoff" | product-lifecycle |
| "product lifecycle learning", "lifecycle learning", "post-launch review", "outcome review", "feature health", "retirement decision", "feature retirement", "deprecation plan", "sunset plan", "assumption ledger", "retained learning", "launch-to-learning", "continue improve harvest pivot pause retire", "migration path retirement", "customer treatment sunset", "epistemic discipline", "expected vs observed" | product-lifecycle-learning |
| "product operations", "product governance", "product decision rights", "product council", "intake review", "portfolio review cadence", "launch review", "experiment review governance", "lifecycle review governance", "evidence standard product", "exception record", "escalation record", "product decision authority", "governance cadence", "product operating model", "lightweight product governance", "high-assurance product governance", "cross-functional product operating contract" | product-operations-and-governance |
| "product roadmap", "outcome roadmap", "Now/Next/Later", "strategic bet", "bet record", "portfolio roadmap", "roadmap review cadence", "continue/pause/kill criteria", "scenario planning roadmap", "dependency mapping portfolio", "portfolio capacity allocation", "roadmap stakeholder communication" | product-roadmapping-and-portfolio |
| "shape up", "shaping work", "appetite vs estimate", "set the appetite", "write a pitch", "pitch document", "breadboard sketch", "fat marker sketch", "circuit breaker project", "scope hammering", "hill chart", "uphill downhill scope", "walking skeleton slice", "one piece done integration", "bets not backlogs", "six-week cycle", "cool-down period", "unshaped idea", "grab-bag request", "rabbit hole de-risk", "agent build budget", "agent loop kill criteria", "non-converging review loop" | product-shaping |
| "BMad", "bmad method", "intent contract", "five-field contract", "Why Capabilities Constraints Non-goals Success signal", "work classification", "direct vs bounded vs initiative", "smallest safe path", "spec status", "ready-for-dev", "build auto", "autonomous build gate", "blocked routing signal", "review as triage", "failure routing", "defer unrelated findings", "human checkpoint", "accept rework investigate", "dark factory control plane", "bounded resumable agent work", "intent-to-delivery protocol" | bmad |
| "product UX", "product design", "interaction design", "information architecture", "task flow", "user flow", "state model", "recovery path", "interface contract", "UX handoff", "usability study plan" | product-design-and-ux |
| "production excellence", "production gate", "launch decision gate", "go no-go defer exception", "production acceptance", "cross-domain evidence", "production evidence packet", "operational handoff", "post-launch learning", "production gate review", "gate model", "escalation decision", "production exception", "cost SLO conflict", "readiness gate", "migration gate review", "recovery evidence gate" | production-excellence |
| "production readiness", "launch readiness", "ready to launch", "go no-go", "launch decision", "readiness review", "evidence packet", "launch evidence", "production evidence", "risk-scaled readiness", "readiness record", "launch review board", "missing evidence launch", "exception launch approval" | production-readiness |
| "prioritize", "RICE", "MoSCoW", "opportunity solution tree", "decision log", "write a spec", "product spec", "PRD", "stakeholder communication", "executive brief", "feature prioritization", "backlog ranking", "release scope", "build vs buy", "product decision" | product-methodology |
| "privacy engineering", "privacy requirements", "data lifecycle", "data-lifecycle record", "retention policy engineering", "deletion verification", "data residency", "consent engineering", "privacy acceptance criteria", "privacy change review", "data-flow map privacy", "PII lifecycle", "tenant isolation privacy", "privacy-by-design engineering", "agent trace privacy", "telemetry privacy", "data minimization engineering", "purpose limitation engineering" | privacy-engineering |
| "workflow", "figure out my workflow", "analyze my process", "what do I actually do", "catalog my workflow", "formalize my process", "workflow architect", "onboard me to my own process" | workflow-architect |
| "write a book", "writing", "novel", "fiction", "nonfiction", "writer's block", "creative block", "writing prompts", "story outline", "character development", "worldbuilding", "edit my draft", "revise my manuscript", "query letter", "book proposal", "synopsis", "find an agent", "publisher", "book deal", "get published" | writers-helper |
| "default alive", "default dead", "runway", "burn rate", "burn multiple", "financial projection", "startup finances", "cash on hand", "breakeven", "how long until", "profitability" | yc-default-alive-calculator |
| "growth rate", "weekly growth", "monthly growth", "startup growth", "compound growth", "traction", "are we growing", "growth benchmark", "how fast should we grow", "YC growth", "product-market fit", "acceleration", "growth trajectory" | yc-weekly-growth-compass |
| "artifact-pyramids", "artifact pyramids" | artifact-pyramids |
| "chief of staff", "CoS", "executive office", "gatekeeping", "triage", "decision memo", "executive briefing", "board materials", "force multiplication", "leader effectiveness", "organizational sensing", "organizational radar", "team health", "institutional memory", "leadership transition", "calendar triage", "meeting audit", "strategic time", "attention allocation" | chief-of-staff-methodology |
| "site-reliability-engineering", "site reliability engineering" | site-reliability-engineering |
| "research and vault", "research-to-notes", "research to durable note", "research extraction and vault", "research-to-note pipeline" | research-and-vault |
| "research-methodology", "research methodology" | research-methodology |
| "release plan", "release engineering", "release train", "rollback plan", "version bump", "changelog", "DORA metrics", "progressive delivery", "canary release", "feature flag cleanup", "release readiness", "SemVer", "emergency release", "hotfix" | release-engineering |
| "remote system administration", "remote administration", "remote SSH", "SSH administration", "Ansible administration", "Paramiko automation", "remote Linux", "remote FreeBSD", "remote NetBSD", "remote OpenBSD", "remote macOS", "remote service", "remote firewall", "remote package update", "fleet administration", "fleet rollout", "remote launchctl", "remote rcctl", "remote systemctl" | remote-systems-administration |
| "resilience", "recovery", "graceful degradation", "disaster recovery", "DR plan", "game day", "restore test", "failover drill", "RTO", "RPO", "recovery plan", "resilience plan", "data integrity after restore", "recovery exercise", "follow-up work ledger", "recovery communication", "dependency loss", "circuit breaker resilience", "degradation path", "feature shedding" | resilience-and-recovery |
| "restic", "restic backup", "restic repository", "restic restore", "restic prune", "restic forget", "restic check", "restic snapshots", "encrypted backup", "backup retention", "restore drill", "backup integrity", "repository lock", "S3 backup", "SFTP backup" | restic |
| "technical-documentation", "technical documentation" | technical-documentation |
| "secure software engineering", "build securely", "secure by design", "security requirements", "security acceptance criteria", "threat model this design", "secure code review", "secure defaults", "authorization design", "multi-tenant isolation", "tenant trust boundary", "control-plane security", "application-plane security", "tenant identity propagation", "support impersonation security", "tenant backup security", "tenant export security", "tenant deletion security", "noisy neighbor security", "resource exhaustion tenant", "release evidence", "SBOM", "software supply chain", "AI security", "LLM security", "prompt injection", "tool authorization", "RAG security" | secure-software-engineering |
| "security-audit-methodology", "security audit methodology" | security-audit-methodology |
| "mermaid-diagrams", "mermaid diagrams", "diagram narrative", "diagram hierarchy", "diagram legend", "diagram accessibility fallback", "Mermaid communication review" | mermaid-diagrams |
| "adr-authoring", "adr authoring", "architecture decision record", "fitness function", "decision confirmation" | adr-authoring |
| "c4-diagramming", "c4 diagramming", "C4 communication review", "C4 audience", "C4 read order", "C4 abstraction consistency" | c4-diagramming |
| "capacity engineering", "cost engineering", "capacity model", "capacity planning", "unit cost", "cost per request", "cost per user", "budget threshold", "spending alert", "spending cap", "rate limit enforcement", "quota management", "load test plan", "soak test plan", "capacity projection", "growth forecast capacity", "peak sizing", "degraded capacity", "SLO cost tradeoff", "cost attribution", "cost anomaly review", "cost-aware architecture", "cost-performance tradeoff", "tenant capacity", "tenant demand distribution", "hot tenant capacity", "partition skew capacity", "pooled headroom", "siloed headroom", "tenant fairness evidence", "tenant variable cost" | capacity-and-cost-engineering |
| "technology-radar", "technology radar", "technology portfolio governance", "proportional technology governance", "technology advice process", "federated technology decision", "technology standards exception", "technology standards" | technology-radar |
| "strategy", "strategic planning", "OKRs", "strategic narrative", "Five Forces", "Blue Ocean", "competitive positioning", "moat", "Ansoff", "Three Horizons", "market entry", "capital allocation", "M&A evaluation", "BCG Matrix", "portfolio management" | strategy-frameworks |
| "Supabase", "Supabase CLI", "supabase start", "supabase migration", "Supabase Auth", "Supabase RLS", "Supabase Storage", "Supabase Realtime", "Edge Functions", "self-host Supabase", "self-hosted Supabase", "Supabase Docker", "Supabase backup", "Supabase restore", "Supabase upgrade" | supabase |
| "Vercel Eve", "eve agent", "eve dev", "eve build", "eve start", "Eve self-hosting", "durable Eve session", "Eve sandbox", "Eve Workflow", "Eve subagent", "Eve agent skills", "Eve deployment", "Eve reverse proxy" | vercel-eve |
| "smallest safe intervention", "evidence ledger", "change contract", "prove it worked", "verify at the boundary", "delivery discipline", "SDLC workflow", "did this actually work", "audit trail", "stop and escalate", "neckbeard" | neckbeard |
| "verification-methodology", "verification methodology" | verification-methodology |
| "accessibility", "a11y", "WCAG", "ARIA", "accessible name", "screen reader", "keyboard navigation", "focus management", "focus trap", "dialog", "modal", "combobox", "listbox", "accessible form", "form validation", "error recovery", "accessible authentication", "color contrast", "reduced motion", "target size", "accessibility testing" | web-accessibility |
| "AEO", "Answer Engine Optimization", "GEO", "LLMO", "AI search visibility", "AI citations", "citation tracking", "llms.txt", "answer-first content" | aeo |
| "seo-audit", "seo audit" | seo-audit |
| "test strategy", "regression testing", "CI failure triage", "test automation", "quality gates", "risk-based testing", "exploratory testing", "SDET", "agentic evals", "acceptance criteria testability", "QA career levels", "test design techniques", "P×I scoring", "SBTM charter", "flaky test quarantine", "mutation-guided test hardening", "surviving mutants", "mutation review evidence", "weak assertions revealed by mutation analysis", "diff-aware mutation testing" | qa-methodology |
| "Terraform", "OpenTofu", "terraform plan", "terraform apply", "terraform state", "terraform modules", "terraform backend", "drift detection", "infrastructure drift", "terraform upgrade", "terraform refactor", "tfops" | terraform |
| "Prometheus", "prometheus.yml", "scrape config", "PromQL", "promtool", "OpenTelemetry Collector", "OTLP", "Loki", "LogQL", "telemetry stack", "Loki retention", "prometheus rules", "telemetry-check" | telemetry |
| "PostgreSQL", "postgres", "psql", "pg_stat_activity", "vacuum", "bloat", "WAL archiving", "point-in-time recovery", "postgres replication", "postgres failover", "postgres upgrade", "pgdiag", "PostgreSQL configuration" | postgres |
| "Playwright", "E2E test", "end-to-end test", "headless browser", "browser automation", "Playwright config", "selectors", "network mocking", "pwrun" | playwright |
| "vLLM", "LLM serving", "inference server", "continuous batching", "tensor parallelism", "OpenAI-compatible API", "vLLM deployment", "GPU inference", "LLM benchmarking" | vllm |
| "PDF", "Word document", "docx", "Excel", "xlsx", "PowerPoint", "pptx", "generate a report", "convert to PDF", "office document", "document validation", "generate a deck" | documents |
| "travel guide", "travel dossier", "personalized itinerary", "trip brief", "travel field guide", "travel companion web page", "travel PDF", "shareable itinerary" | travel-guide |
| "mobile app", "iOS app", "Android app", "Flutter", "React Native", "App Store submission", "Play Store", "code signing", "Xcode", "emulator", "push notifications", "offline sync", "mobile testing" | mobile-development |
| "Slack", "Slack channel", "Slack message", "Slack search", "Slack thread", "post to Slack", "slack-cli", "Slack Web API" | slack |
| "Notion", "Notion page", "Notion database", "Notion search", "notion-cli", "Notion API", "query Notion", "edit Notion" | notion |
| "SendGrid", "transactional email", "send email", "email deliverability", "bounced email", "spam report", "email webhook", "email-cli", "event webhook signature" | |
| "HubSpot", "CRM", "contact lookup", "deal pipeline", "pipeline view", "move a deal", "crm-cli", "HubSpot contact" | crm |
| "Stripe", "account balance", "payment intent", "subscription", "cancel subscription", "stripe-cli", "Stripe payments", "payment status" | stripe |
| "mental health", "DSM", "DSM-5", "DSM-5-TR", "psychiatric symptoms", "symptoms could be", "diagnostic criteria", "mental health condition", "neurocognitive condition", "neurological condition", "differential diagnosis", "explain a diagnosis", "questions for my clinician", "questions for my therapist", "delirium vs dementia", "ADHD vs anxiety" | dsm5 |
| "promise-theory", "promise theory", "promises" | promise-theory |
| "semantic spacetime", "semantic drift", "shared meaning", "world model divergence", "semantic ground", "temporal blindness", "gamma(3,4)" | semantic-spacetime |