Research an existing codebase, pull requests, issues, commits, and documentation before planning or implementing a feature request.
[METHODOLOGY] Feature pre-filter (codebase exploration, feasibility check, GO/NO-GO verdict) — runs before user-spec to prevent wasted effort.
Use this whenever a user wants to add a new feature or explitly states to research a feature/API or building a plan for a new feature.
Counts RNA-seq reads overlapping GTF gene features. Takes sorted STAR BAMs plus GTF; outputs a per-gene tab-delimited matrix across samples.
Use when evaluating Fetch.ai, Agentverse, or uAgents for CeliacBot agent discovery, publication, or ASI network experiments.
Fetch comprehensive GitHub user data including profile, repositories, contributions, pull requests, issues, and statistics.
Token-efficient library API documentation fetcher using Context7 MCP with 77% token savings. Fetches code examples, API references, and usage patterns for published libraries…
Use when the user asks to download, fetch, or parse an academic paper into readable markdown, or references a paper by short-name/code-dir that isn't yet under ./papers/.
Use when you have experimental retention times measured on a source chromatographic
HealthClaw Guardrails (healthclaw.io) — FHIR agent guardrails for clinical data access via MCP. Supports FHIR R4 US Core v9 (stable) and FHIR R6 ballot3 (experimental).
One repeatable pass that turns an outward field idea into grounded backlog WITHOUT guessing whether fak already has it — the dogfood-witnessed capability-import loop.
Use when converting intermediate JSONized experimental metadata (extracted from tagged tabular data) to a target repository format (e.
Field observation, data collection, and research methods for geographic inquiry. Covers site selection and sampling strategies, field observation techniques (landscape reading,…
List all components in Figma file with variants, usage statistics, and categorization. 列出 Figma 文件所有組件：含變體、使用統計、自動分類。 Use when: taking component inventory, finding component IDs,…
Established figure and table patterns for ML / computational biology papers. Loaded by writing-brainstormer to ground figure suggestions in conventional patterns rather than…
Reads a paper figure by figure before re-integrating the full narrative, so the user can identify the core findings quickly and check whether each visual actually supports the…
Use figure reference checker for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Readability and rendering audit for figures and tables in academic manuscripts. Computes effective font/marker sizes at display scale from generation scripts, checks label…
Generate research figures — structural SVG (architecture / pipeline / concept) or data matplotlib plots — plus curate a reference-figure library.
Provides detailed file statistics including lines, size, and modification time when user asks for file info or stats
Analyze files and get detailed metadata including size, line counts, modification times, and content statistics.
Batch-generate per-author ICMJE Conflict of Interest Disclosure Forms (`coi_disclosure.docx`) for manuscript submission.
Fill institutional Word form templates (.doc/.docx) for IRB protocols, ethics applications, grant proposals, and other structured research documents while preserving the original…
Financial analysis, modeling, FP&A, investment research, and tax strategy. Use when the user asks about three-statement models, DCF valuation, variance analysis, budgeting,…
Privacy-first UX research ethnographer for OpenClaw with a personal-finance lens. Auto-invoked to observe and log structured behavioral events (no inference).
Conduct enterprise-grade financial research with multi-source synthesis, regulatory compliance tracking, and verified market analysis.
Use when targeting 《金融监管研究》(Financial Regulation Research — 原中国银监会 2012 年创办、不收任何费用的金融监管专业学术月刊) or deciding whether a Chinese finance manuscript fits this regulation-focused venue.
Research gap finder for longitudinal cohort databases. Profiles cohort strengths, matches PI expertise, scans literature saturation, and outputs ranked topic proposals with gap…
Use whenever the user wants to find, shortlist, vet, or enrich US management consultancies — strategy, operations, executive coaching, leadership development,…
Automatically find references for academic paper Markdown files. Reads full paper text, identifies each knowledge point requiring citation (epidemiological data, mechanism…
Find jobs, review or build your resume, research companies, and get customized resumes for each application.
Use when when you have deposited or archived biosynfoni fingerprint vectors (such as from Zenodo 10.5281/zenodo.14822624) and need to ingest them into a Python workflow to compute…
100% free, self-hosted equity research toolkit for Claude Code with native Hong Kong stock support. Provides 24 analysis skills across 4 command families (/p...
Comprehensive Firebase development guidance covering project setup, feature development, debugging, and validation. Auto-detects intent and routes to specialized sub-skills.
Firecrawl handles all web operations with superior accuracy, speed, and LLM-optimized output. Replaces all built-in and third-party web, browsing, scraping, research, new — from…
Firecrawl handles all web operations with superior accuracy, speed, and LLM-optimized output. Replaces all built-in and third-party web, browsing, scraping, research, new — from…
Captures clean site content through Firecrawl endpoints like `/v1/scrape`, `/v1/map`, and `/v1/crawl`, with Markdown output for downstream agents.
Programmatic Firecrawl usage, self-hosted operations, academic paper routing, recursive deep research, and raw corpus persistence.
Use Firecrawl to search, scrape, crawl, and interact with the web through an API built for AI agents.
Delegate research/analysis tasks to FirePass (Kimi K2.6 Turbo via Fireworks AI). The researcher has a read-only tool loop — it can read files, search with…
Ultimate system design superbrain — Research-Plan-Implement protocol, INVARIANTS contracts, sprint decomposition.
Deep research superbrain — multi-source investigation, codebase mapping, library evaluation, structured findings
Use when the user wants to create any technical diagram - architecture, data flow, flowchart, sequence, agent/memory, or concept map - and export as SVG+PNG.
Market research and competitive intelligence pack. Competitive analysis, market sizing, financial benchmarking, web research, report generation, and competitive monitoring.
First-time Triptych setup — creates user config, recommends settings, gives a quick tour. Also handles stage-2 goal elicitation on every new session (seed research state, prime…
Use when an agent needs to navigate the FirstResponderHomePrograms website UI to find statewide verified programs, under-review signals, free deeper-opportunity teasers, or paid…
Fit cognitive drift-diffusion models (Ratcliff DDM) to reaction time and accuracy data with parameter estimation (drift rate, boundary separation, non-decision time), model…
Audit and fix missing or malformed PART sections in a ResearchMate TypeScript file. The PART sectioning system is mandatory in every file.
Workflow for porting an existing Triton kernel in `fla/ops/**` to Gluon (`triton.experimental.gluon`) to gain explicit control over tensor layouts, shared memory, async data…
Ricerca giurisprudenziale rapida per ottenere un quadro di orientamento iniziale su un tema giuridico.
EXPERIMENTAL — manage a fleet of concurrent Claude sessions on parallel branches or worktrees. Landing queue with test gate, fleet status view, pre-land scrub, one-shot revert.
Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations including Navier-Stokes equations (2D/3D), shallow water — from…
Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations including Navier-Stokes equations (2D/3D), shallow water — from…
Comprehensive guide for implementing animations in Flutter. Use when adding motion and visual effects to Flutter apps: implicit animations (AnimatedContainer, AnimatedOpacity,…
Implements Riverpod (v3.3.x) compile-safe state management for Flutter apps. Use when implementing @riverpod code generation providers, handling AsyncValue loading/error/data…
Family Medicine Residency Excel-based scheduling. Use when working with academic year block schedule spreadsheets to assign faculty half-days (C, GME, DFM) and resident half-days,…
[FREEMIUM — free tier with API key] Use the fmp-mcp-server SEC filing, insider trading, and institutional ownership tools for regulatory compliance analysis, insider activity…
Apply Focus.AI brand guidelines to documents, presentations, websites, and other materials. Supports two sub-brands - Focus.AI Client (services, proposals, client work) and…
Use when the user wants to run a synthetic focus group — test messaging, pricing, or positioning on AI-simulated audience segments grounded in real CRM data before spending on…
Use when external library, framework, API, or architecture research must be isolated from implementation context