Create evaluation drafts for existing skills using actual conversations and user corrections. Produce criteria and repeatable test cases, distinguish evidence from specification assumptions, and prepare an anonymized draft for human review.
- Turn user corrections into repeatable test cases
- Compare promised behavior with actual usage
- Draft an evaluation from conversation history
garrytan/gbrain☆ 31KUpdated Oct 20, 2026
Check Screenpipe's process, API, screen capture, and audio transcription status. Inspect logs, storage, resource usage, and processing metrics to identify problems, then report the findings with relevant errors and suggested fixes.
- Check whether Screenpipe is running
- Investigate missing screen captures
- Diagnose missing audio transcriptions
screenpipe/screenpipe☆ 22KUpdated Oct 20, 2026
Audit citations in a LaTeX paper against online sources. Verify that references exist, bibliographic details are accurate, and each cited work supports the surrounding claim, then produce reports with findings and proposed corrections.
- Checking references before paper submission
- Verifying authors, publication years, and venues
- Checking whether cited papers support manuscript claims
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Review Agent-Native Research Artifacts, structured research packages for agents, across six dimensions of research quality. Produce a JSON report with scores, strengths, severity-ranked findings, practical improvements, and an overall acceptance or rejection recommendation.
- Reviewing an ARA before publication
- Checking whether evidence supports research claims
- Assessing experimental methods and research records
Orchestra-Research/AI-Research-SKILLs☆ 13.8KUpdated Oct 11, 2026
Support academic work from refining a research question to literature reviews, manuscript drafting, citation checks, and revision. Select workflows for the current stage, including study selection against eligibility criteria, peer review, and experiment planning.
- Narrow a broad topic into a research question
- Prepare a literature review or systematic review
- Draft a paper outline or abstract and check citations
Imbad0202/academic-research-skills-codex☆ 13.2KUpdated Oct 16, 2026
Check project progress, summarize recent work and remaining tasks, and move to the next GSD workflow step. It also supports automatic step chaining and routes plain-language requests to suitable GSD commands.
- Reviewing project progress and remaining work
- Advancing automatically to the next workflow step
- Finding the right GSD command for a request
open-gsd/gsd-core☆ 10.7KUpdated Oct 20, 2026
Review Renovate pull requests that update GitHub Actions. Verify pinned commits against upstream version tags, inspect release notes for breaking changes, and check existing workflow settings before giving a clear recommendation on whether to merge.
- Reviewing GitHub Actions updates proposed by Renovate
- Verifying pinned commits against upstream version tags
- Checking breaking changes and workflow compatibility
backnotprop/plannotator☆ 9.5KUpdated Oct 20, 2026
Delegate file creation to shell_agent when direct generation tools fail. Specify the required format and content, then locate generated files by extension or modification time, copy them to the working directory, and check their integrity.
- Recover from failures in direct file generation
- Delegate PowerPoint creation with specific requirements
- Generate a PDF report containing charts and tables
HKUDS/OpenSpace☆ 7.8KUpdated Aug 13, 2026
Check generated PDFs with PyPDF2 before reporting completion. A Python script verifies that each file can be opened and has the expected page count, helping identify outputs that need regeneration.
- Checking a generated one-page summary
- Verifying page counts across multiple PDFs
- Checking PDFs before reporting completion
HKUDS/OpenSpace☆ 7.8KUpdated Aug 13, 2026
Check generated PDFs with Python and PyPDF2 before delivery. Verify expected page counts, detect unreadable or zero-page files, and collect results across multiple documents, with optional file size checks for unusually small outputs.
- Checking PDFs against required page counts
- Detecting unreadable or zero-page PDFs
- Verifying several generated PDFs together
HKUDS/OpenSpace☆ 7.8KUpdated Aug 13, 2026
Check generated PDFs with PyPDF2, a Python library for reading PDF files. Verify that files exist, contain data, open successfully, and match expected page counts, then use failures to guide regeneration and another verification pass.
- Checking PDFs after generation
- Verifying exact page count requirements
- Validating multiple related PDF outputs
HKUDS/OpenSpace☆ 7.8KUpdated Aug 13, 2026
Assess API business workflows for flaws that automated scanners can miss. The skill examines skipped steps, simultaneous transactions, authentication tokens, GraphQL, and webhooks, helping testers document weaknesses and their financial or operational impact during authorized assessments.
- Reviewing order and payment workflow integrity
- Testing concurrent coupon redemption or transfers
- Assessing JWT validation and GraphQL controls
SnailSploit/Claude-Red☆ 7.6KUpdated Oct 13, 2026
Tests whether an AI agent accepts unverified plugins, tools, models, or updates. It checks risks introduced through external dependencies, including unsafe installation sources and missing version controls, and reports confirmed findings with conversation evidence.
- Checking acceptance of plugins and tools from unknown sources
- Reviewing dependency version pinning and integrity checks
- Testing validation of user-supplied tool manifests
Tencent/AI-Infra-Guard☆ 6.9KUpdated Oct 20, 2026
Guides LoopX benchmark experiments through benchmark-toolkit, covering run management, comparisons under matched conditions, and analysis of agent action histories. It helps explain outcomes and efficiency while tracking source versions, score validity, and evidence boundaries.
- Planning and managing benchmark runs
- Comparing baselines and treatments under matched conditions
- Diagnosing outcomes and efficiency from agent action histories
loopx-project/loopx☆ 6.4KUpdated Oct 20, 2026
Review local skills for description quality, organization, writing style, and file structure. Get weighted scores, letter grades, and concrete improvement plans, or compare multiple skills to decide which issues to fix first.
- Reviewing a skill before sharing it
- Prioritizing fixes for an existing skill
- Checking required fields and referenced files
Galaxy-Dawn/claude-scholar☆ 5.9KUpdated Oct 19, 2026
Review local skills for description quality, organization, writing style, and file structure. Get weighted scores, letter grades, and concrete improvement plans, or compare multiple skills to decide which issues to fix first.
- Reviewing a skill before sharing it
- Prioritizing fixes for an existing skill
- Checking required fields and referenced files
brycewang-stanford/Auto-Empirical-Research-Skills☆ 4.7KUpdated Oct 19, 2026
Audit a research replication package with ten checks covering R syntax, file references, output freshness, dependencies, data sources, and documentation. Receive a pass/fail report with specific issues and suggested fixes for preparing the package for submission.
- Check a replication package before submission
- Find missing inputs and outdated outputs
- Review dependency and data source documentation
brycewang-stanford/Auto-Empirical-Research-Skills☆ 4.7KUpdated Oct 19, 2026
Compare original and rewritten academic text to check that citations, statistics, and core claims remain intact. Receive a report covering writing quality, scholarly tone, and whether the changes should be approved, reviewed, or rejected.
- Check citations after rewriting academic text
- Compare statistical values before and after editing
- Review changes to claims and conclusions
brycewang-stanford/Auto-Empirical-Research-Skills☆ 4.7KUpdated Oct 19, 2026
Check a paper's numerical claims against saved analysis outputs before submission. Receive a report identifying verified figures, unsupported claims, missing files, unreferenced outputs, and citation keys absent from the bibliography, without changing the manuscript.
- Check manuscript numbers before submission
- Verify table and figure references against output files
- Find analysis outputs not referenced in the paper
brycewang-stanford/Auto-Empirical-Research-Skills☆ 4.7KUpdated Oct 19, 2026
Build and check research replication packages so a project's results can be reproduced. Routes checks to a dedicated agent that examines seeds, versions, file paths, workflow integrity, data documentation, execution environments, and matching outputs.
- Preparing a research replication package
- Checking seeds, versions, and file paths
- Verifying reproduced outputs against expected results
brycewang-stanford/Auto-Empirical-Research-Skills☆ 4.7KUpdated Oct 19, 2026
Prepare survey and administrative datasets for analysis with Python, R, or Stata. Generate cleaning code to handle missing values, duplicates, outliers, and derived variables, with documented transformations and integrity checks that support reproducible research.
- Clean missing values, duplicates, and outliers in survey data
- Merge multiple data sources for analysis
- Prepare panel datasets that track units over time
brycewang-stanford/Auto-Empirical-Research-Skills☆ 4.7KUpdated Oct 19, 2026
Evaluate scientific manuscripts and grant proposals for sound methods, statistics, reproducibility, ethics, and clear reporting. Produce a structured review that separates major concerns from minor issues and gives authors specific, constructive suggestions for revision.
- Preparing a structured review of a scientific manuscript
- Evaluating methods and statistics in a grant proposal
- Checking reproducibility and reporting guidelines
brycewang-stanford/Auto-Empirical-Research-Skills☆ 4.7KUpdated Oct 19, 2026
Inspect files with Apache Tika to identify their actual format, embedded content, revision traces, and risk indicators. Save extracted evidence and file hashes while distinguishing recorded claims from observed structure, without asserting authorship or validating signatures.
- Triaging suspicious files and misleading extensions
- Reviewing recorded authors, dates, and creating applications
- Comparing earlier PDF revisions with the final version
apache/tika☆ 4.1KUpdated Oct 20, 2026
Update pnpm locally and align package.json with GitHub Actions settings. Check the published package and CI installation paths first, then record package integrity and pin the setup action to a specific commit.
- Updating pnpm across local development and CI
- Checking installation paths before an upgrade
- Refreshing GitHub Actions commit pins
openai/openai-agents-js☆ 3.9KUpdated Oct 20, 2026