Use when completing tasks, implementing major features, or before merging to verify work meets requirements — from engineering/code-quality
Knowledge base from the FAA Requirements Engineering Management Handbook (DOT/FAA/AR-08/32). Use for writing requirements for real-time, embedded control systems — the…
Autonomous large codebase migration agent optimised for Claude Fable 5 (Mythos class). Scopes the migration, builds a dependency-ordered wave plan, executes incremental file…
Use when you need a deep, honest audit of a repository with a prioritized improvement plan — before a refactor, before onboarding a new contributor, or before committing to a…
Use when the user wants a GitHub issue validated by a Fable 5 subagent. Spins up a read-only subagent running on Fable 5 that executes the validate-issue procedure (claim tracing,…
A harness that makes Opus (or any Claude model) behave like Fable — it enforces seeing a task through to the end, with evidence and verification, as procedure.
How FabLL (faebryk.core.node) maps Python node/trait declarations into the TypeGraph + instance graph, including field/trait invariants and instantiation patterns.
Set up and configure FabrCore servers: AddFabrCoreServer, options, fabrcore.json LLM providers, REST APIs, WebSocket, system agents, Blueprint provisioning, storage, custom…
Review Microsoft Fabric analytics engineering artifacts — Fabric Data Warehouse T-SQL design and anti-patterns, dimensional modeling (star schema, fact and dimension tables,…
Use when authenticating to Microsoft Fabric APIs — getting 401 Unauthorized errors, choosing token audience/scope for Fabric REST, Power BI REST, OneLake, Warehouse/SQL, KQL,…
Use for the fabric-cicd Python library (`pip install fabric-cicd`, v1.3 Aug 2026, Python 3.9–3.13) — Microsoft's official code-first CI/CD library for Fabric workspaces:…
Use when configuring Microsoft Fabric Data Agents (GA March 2026) — conversational Q&A built on Azure OpenAI Assistant APIs over Lakehouse / Warehouse / KQL / Semantic Model /…
Review Microsoft Fabric data engineering artifacts — Lakehouse and OneLake design, medallion (bronze/silver/gold) architecture, Spark notebooks and Spark job definitions, Data…
Use for Microsoft Fabric Eventhouse / KQL Database. Covers connection (cluster URI via `kqlDatabases` REST, kusto.kusto.windows.net audience, az rest temp-file for `|` escaping),…
Use for Microsoft Fabric Eventstream — the streaming-ingestion item routing CDC / Event Hubs / Kafka / IoT / HTTP / MQTT events into Lakehouse, Eventhouse, Activator, or derived…
Use for Microsoft Fabric REST API patterns: listing and paginating workspaces/items with continuationToken/continuationUri, calling /v1/workspaces/{wsId}/items, handling…
Diagnose and resolve Microsoft Fabric REST API performance issues including HTTP 429 throttling, long running operation (LRO) timeouts, pagination bottlenecks, and slow API…
Diagnose and resolve Microsoft Fabric REST API errors including HTTP 401 Unauthorized, 403 Forbidden, 404 Not Found, 429 Throttling, and 5xx server errors.
Diagnose and resolve performance issues with Microsoft Fabric User Data Functions. Use when functions are slow, timing out, returning errors, consuming excessive capacity units,…
Use for T-SQL against Fabric Warehouse (NOT Fabric SQL Database — see fabric-database). Covers unsupported types (nvarchar/datetime/money/xml/tinyint/hierarchyid), unsupported…
Create and evolve Fabric IQ Ontology (preview) items from CLI — define entity types, properties (including timeseries), relationship types, and bind them to OneLake lakehouse…
Cognitive architecture for developers: hybrid RAG (vector + knowledge graph) that learns from your coding sessions and grows smarter over time.
Use when deciding whether a responsible-AI project belongs at ACM FAccT or should route to a pure-ML venue (NeurIPS/ICML/ICLR), an HCI venue (CHI/CSCW), a law/policy venue, or an…
Face alignment, landmark extraction, and quality gating. Use when debugging alignment issues, reviewing rejected faces, or tuning quality thresholds.
Build face recognition systems with InsightFace, ArcFace, enrollment pipelines, HDBSCAN clustering, and privacy-compliant architecture.
คู่มือและการสร้างสคริปต์สำหรับจัดการ Facebook Fanpage (โพสต์ออโต้, ดูดข้อมูล, ดึงคอมเมนต์) ผ่าน Python
Receive and verify Facebook (Meta Graph API) webhooks. Use when setting up Facebook webhook handlers, completing the GET verification handshake, debugging X-Hub-Signature-256…
Für Kaltstart und Routing: routet Rolle, Frist, Unterlagen und Fachschritt; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt.
Für Erstgespräch Mandatsannahme: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt.
Für Erstprüfung und Mandatsziel: routet Rolle, Frist, Unterlagen und Fachschritt; Ergebnis: Tatbestands- oder Anspruchsmatrix.
Für Kaltstart und Routing: routet Rolle, Frist, Unterlagen und Fachschritt; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt.
Use when developing, sharpening, or pressure-testing a strategy or strategic plan — for a business, product, startup, campaign, or personal plan; when asking "is this a real…
Verify technical accuracy of JavaScript concept pages by checking code examples, MDN/ECMAScript compliance, and external resources to prevent misinformation — from tc39/proposals
Perform 12-Factor App compliance analysis on any codebase. Use when evaluating application architecture, auditing SaaS applications, or reviewing cloud-native application — from…
Use when orchestrating an architecture lifecycle (specify/init → clarify → implement → analyze) to generate or maintain AD.md.
Apply factory function patterns to compose clients and services with proper separation of concerns. Use when creating functions that depend on external clients, wrapping resources…
Removes the cues that make prose read as AI-generated and forces a deliberate human voice, in English or Japanese.
Require a failing signal before bug fixes or behavior changes. Use when fixing a bug, adding behavior, changing edge cases, or reviewing AI code that lacks proof.
Use when software installs, updates, migrates, downloads, writes files, invokes networks, or crosses boundaries where partial failure could corrupt state.
Use when confronted with an unknown failure in CI or production to rapidly categorize the issue before deep debugging.
Automation & tooling specialist: browser automation, CI/CD, monorepo, performance testing, feature flags. 23 methodologies.
Code quality specialist: architecture patterns, refactoring, code review, development practices. 23 methodologies.
ML Engineer role: LLM APIs (OpenAI, Claude, Gemini), embeddings, RAG pipelines, fine-tuning, LangChain, LlamaIndex, vector databases (Pinecone, Chroma, Weaviate), prompt…
Automatically manages PostgreSQL backups with pgBackRest and Wasabi S3 storage when working with FairDB databases
Generating realistic test data with Faker libraries for names, addresses, emails, dates, and domain-specific data with reproducible seed control.
Complete fal.ai API reference system. PROACTIVELY activate for: (1) @fal-ai/client JavaScript setup, (2) fal_client Python setup, (3) fal.subscribe/run/stream methods, (4) Queue…
Complete fal.ai optimization system. PROACTIVELY activate for: (1) Queue vs run performance, (2) Parallel request batching, (3) Streaming for real-time UI, (4) WebSocket for…
Complete fal.ai serverless deployment system. PROACTIVELY activate for: (1) Creating fal.App class, (2) GPU machine selection (T4/A10G/A100/H100), (3) setup() for model loading,…
Lints, tests, simulates, and formats Fastly VCL code using the falco tool. Also serves as the authoritative VCL reference via the falco Go source, which implements Fastly's full…
For cross-version support: try/except imports, optional dependencies, graceful degradation across Python versions.
Configures Claude Code's fallbackModel chain, --safe-mode troubleshooting protocol, and /cd workspace hygiene for production-resilient autonomous coding sessions.
Reliable Python execution workflow when execute_code_sandbox or shell_agent fail
Two-step script execution workflow for debugging when shell_agent and execute_code_sandbox consistently fail
Codebase intelligence for JavaScript and TypeScript. Free static layer finds unused code (files, exports, types, dependencies), code duplication, circular dependencies, complexity…
Fires when a state-mutating task is about to be declared Done (success summary or completion verdict) — to catch silent success, the highest-frequency invisible agent failure…
Roll a template change out to every stateful-y package generated from python-package-copier, one agent per repo in parallel.
Expert landscape designer transforming yards through photo mapping, 3D visualization, seasonal planning, and deep plant knowledge.
Multi-perspective code review with breaking-change detection, a deterministic merge gate, and questions for the dev. Spawns 6 parallel reviewers.
Viết test case (TC) trên FARE từ spec đã có — mỗi AC của user_story / mỗi flow của use_case → n TC theo kỹ thuật ISTQB (positive / negative / boundary / equivalence_class /…
Chạy verify cho test cases trên FARE — ghi `verify_history` atomic qua `update_test_case(verify={...})`, cập nhật `verify_status` (passed/failed/blocked/skipped); đối chiếu task…