Scientific-paper search, metadata enrichment, PDF download, and BibTeX library management for the SciTeX ecosystem.
Research accelerator portfolio companies using Firecrawl and Tavily MCPs. Generates structured CSV and markdown reports with systematic impact scoring.
Query the ExoPriors Scry API -- SQL-over-HTTPS search across 229M+ entities spanning forums, papers, social media, government records, and prediction markets.
The disciplined debug/fix loop the generic agent runs when a sd-verify / sd-test run FAILS (/foundry:sd-debug, software-delivery debug step, step 9).
Diagnose a bug hypothesis-first, reproduce-as-a-test-first — before writing any fix. Triggers on "bug", "broken", "not working", "error", "exception", "investigate", "why is X".
Use Zotero MCP to let research agents search papers, retrieve metadata, inspect annotations, and analyze citation context from a Zotero library.
General and specialized search engines — Google dorking, code search, academic research, and passive Google dork automation.
Research-before-coding workflow. Search for existing tools, libraries, and patterns before writing custom code. Invokes the researcher agent.
Prior art search for invention|patent claim. Patent + non-patent (academic, products, OSS), defensive pubs, standard-essential patents.
Search for prior art relevant to a specific invention or patent claim. Covers patent literature, non-patent literature (academic papers, products, open source), defensive — from…
Search for prior art relevant to a specific invention or patent claim. Covers patent literature, non-patent literature (academic papers, products, open source), defensive — from…
Evidence group skill. Synthesizes published industry reports, benchmarks, regulatory filings, academic research, and analogous-domain case studies to substitute or augment direct…
Generate comprehensive R tutorials for specialized applications (health economics, qualitative research, signal processing, environmental epidemiology, cellular automata) with…
Pre-submission self-review for the user's own manuscripts, applying a reviewer perspective. Systematic check across 10 categories with research-type branching.
Use semantic consistency auditor for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Create, update, refactor, explain, or review Semantic Kernel solutions using shared guidance plus language-specific references for .NET and Python.
Use when searching academic papers, looking up citations, finding authors, or getting paper recommendations using the Semantic Scholar API.
Performs keyword research using SEMrush API v3 with domain analytics, keyword difficulty scoring, and SERP feature detection.
Access research-grade sensor data using SensorKit. Use when reading ambient light levels, accelerometer data, rotation rates, device usage patterns, keyboard metrics, or media…
Multi-step reasoning engine for complex analysis and systematic problem solving. Use when: (1) Complex debugging scenarios with multiple layers, (2) Architectural analysis and…
Apply structured, reflective problem-solving for complex tasks requiring multi-step analysis, revision capability, and hypothesis verification.
[AI & Tools] Apply structured, reflective problem-solving for complex tasks requiring multi-step analysis, revision capability, and hypothesis verification.
헤르만 바빙크(Herman Bavinck, 1854-1921)의 신학을 토대로 설교 주제를 개발하고 깊이 있는 메시지를 형성하도록 돕는 코칭 스킬. 바빙크의 마그눔 오푸스 『개혁교의학(Reformed Dogmatics, 4권, Baker Academic 2003-2008 / 원작 Gereformeerde…
Builds structured research datasets by querying SerpAPI Google Search, Google Scholar, and Google News endpoints.
Automates academic research using the SerpAPI Google Scholar endpoint. Extracts citation graphs, h-index data, and co-author networks for literature reviews.
Use when defending the research design of a Social Forces (SF) manuscript — causal identification for quantitative work, formal demographic design, case selection and process…
Use when an agent should remember to ask Shellbrain for targeted recall at task start, subproblem changes, repeated failures, hypothesis changes, or closeout.
Use when Codex should get up to speed in any repo with the installed shellbrain CLI, or when work shifts to a new surface, repeated failure suggests prior memory may help, a…
Turn the operator's one-line product hypothesis into the 8 ship-day blocks from `workflows/ship-a-product-in-a-day.md` — night-before frame, domain + repo, skeleton, forms +…
Lint and repair citation sidecars in a research corpus — structural integrity (missing Outgoing/Incoming sections, missing frontmatter ref/title/type, doubled-append duplicate…
Use when running the final pre-upload audit of an ACM SIGCOMM submission — the abstract-registration-then-paper sequence on the SIGCOMM HotCRP site, the AoE deadline clock, the 12…
Use when readying a SIGMOD research-track submission for a PACMMOD round, covering the abstract-plus-COI pre-deadline, Microsoft CMT mechanics, the 12-page ACM-template limit,…
Use when implementing a Signal Lab PRD slice end-to-end through a phased, resumable pipeline. Delegates work to subagents, keeps context in execution files, and optimizes for…
Conduct evidence-controlled research by defining the question, scope, freshness, source quality, factual versus inferential claims, contradictions, citations/provenance,…
Evolutionary optimize-by-metric loop — mutate a target, evaluate against fixed criteria, KEEP if the score improves (commit) or REVERT if it doesn't (git checkout), repeat,…
Generates complete FAERS pharmacovigilance study designs for one-drug whole-profile safety mapping using signal detection, subgroup analysis, onset/seriousness characteri — from…
Generates complete conventional single-gene oncology research designs from a user-provided cancer context, target gene, and validation direction.
Continuously tests and improves Claude Code skills using A/B experimentation and Auto Research ML loop.
Evaluates agent skills against Anthropic's best practices. Use when asked to review, evaluate, assess, or audit a skill for quality.
Research libraries, APIs, and patterns using searchGitHub and Exa tools. Finds real-world implementations and saves structured reports to docs/research/.
Diagnose and optimize Agent Skills (SKILL.md) with real session data and research-backed static analysis. Works with Claude Code, Codex, and any Agent Skills-compatible agent.
Research Python/Z3 patterns and APIs for semantic theory development. Invoke for Python-language research tasks.
Requires durable citations when authoring or researching Agent Skills—maintain references/sources.md per skill, link external research, and record provenance in PRs.
Structures research progress into focused and actionable slides for lab meetings or project reviews without inventing missing content.
Import reading notes from Instapaper exports into the slipbox. Use when user pastes an Instapaper highlight export with article title and notes.
Use when revising prose for a Sociological Methods & Research (SMR) manuscript — methods-paper introduction arc, ASA citation style, the ≤150-word non-parenthetical abstract, and…
Use when auditing an ACM SoCC (Symposium on Cloud Computing) research-paper submission for HotCRP readiness, covering the two-round abstract+paper deadlines, the acmart/sigconf…
Core methods for empirical social science research including surveys and expe...
6 social science skills. Trigger: survey research, social networks, psychology, behavioral studies. Design: quantitative and qualitative methods for social science research.
Use for social science academic paper drafting, outlining, diagnosis, review, and revision. Trigger for topic diagnosis, research question refinement, literature review planning,…
Use when a task needs the judgment of a Social Science Research Assistant — checking inter-rater reliability on qualitative coding before it scales, drafting or amending an IRB…
Use when auditing a SOSP submission for HotCRP readiness, covering the abstract-registration and full-paper deadlines, the 12-page technical-content limit with references…
Use when evaluating the trustworthiness of external websites, research data, or cited literature to audit and select Tier 1/Tier 2 academic sources.
Evaluate source quality, build annotated bibliographies, and maintain curated reference collections. Covers the CRAAP test, source classification, citation management, and…
Produces a structured pre-interview research brief on a potential source, covering their professional background, public positions, known biases, potential conflicts of interest,…
Search and cite primary sources from Source Library. Use when asked what historical authors wrote, to find quotes from old texts, investigate alchemical or philosophical works, or…
Verification-first methodology for the Special Court for Sierra Leone and its Residual Special Court. Citations are verified against rscsl.org and legal-tools.org.
Use when a task needs the judgment of a Special Education Teacher, Kindergarten — writing a first formal IEP that bridges IFSP goals into academic-readiness targets, recommending…
Use when a task needs the judgment of a Special Education Teacher, Preschool — distinguishing a genuine developmental delay from normal variation in a 3-5 year old, writing an…
Use when a task needs the judgment of a Special Education Teacher, Secondary School — writing a legally sufficient transition IEP with measurable postsecondary goals, deciding a…