benchflow-ai/skillsbench

skillsbench

SkillsBench contribution workflow. Use when: (1) Creating benchmark tasks, (2) Understanding repo structure, (3) Preparing PRs for task submission.

لغة النص الأصلي: الإنجليزية

task-creator

SkillsBench task authoring — walk a contributor from idea to submission-ready task following CONTRIBUTING.md and the task-implementation rubric. Use when the user wants to create a new SkillsBench task, scaffold a task from an existing workflow (notebook,…

لغة النص الأصلي: الإنجليزية

task-review

SkillsBench task PR review — classifies the task track (standard / research / multimodal), runs static policy checks against the track-specific rubric, benchmarks the task across oracle plus Claude and Codex (with and without skills), audits trajectories for…

لغة النص الأصلي: الإنجليزية

contract-playbook-review

Methodology for clause-by-clause review of a contract against a structured deviation policy ("playbook"). Covers how to walk a playbook, locate the matching provision in the contract, apply rule types (max-value, must-be-present, must-be-absent,…

لغة النص الأصلي: الإنجليزية

nda-clause-taxonomy

Reference for the standard clauses found in commercial non-disclosure agreements (mutual and one-way) — what each clause does, the surface forms it appears in, and how to recognise it in unfamiliar drafting. Use when reviewing, comparing, or extracting…

لغة النص الأصلي: الإنجليزية

xlsx-parsing

Read Microsoft Excel (.xlsx) files robustly with `openpyxl` (or `pandas`). Covers multi-sheet workbooks, header rows, empty cells, merged cells, comma-separated list cells, and converting a sheet to a list-of-dicts the rest of your code can consume. Use when…

لغة النص الأصلي: الإنجليزية

hierarchical-taxonomy-clustering

Build unified multi-level category taxonomy from hierarchical product category paths from any e-commerce companies using embedding-based recursive clustering with intelligent category naming via weighted word frequency analysis.

لغة النص الأصلي: الإنجليزية

d3-visualization

Build deterministic, verifiable data visualizations with D3.js (v6). Generate standalone HTML/SVG (and optional PNG) from local data files without external network dependencies. Use when tasks require charts, plots, axes/scales, legends, tooltips, or…

لغة النص الأصلي: الإنجليزية

dialogue-graph

A library for building, validating, visualizing, and serializing dialogue graphs. Use this when parsing scripts or creating branching narrative structures.

لغة النص الأصلي: الإنجليزية

senior-java

World-class Java and Spring Boot development skill for enterprise applications, microservices, and cloud-native systems. Expertise in Spring Framework, Spring Boot 3.x, Spring Cloud, JPA/Hibernate, and reactive programming with WebFlux. Includes project…

لغة النص الأصلي: الإنجليزية

senior-data-engineer

World-class data engineering skill for building scalable data pipelines, ETL/ELT systems, real-time streaming, and data infrastructure. Expertise in Python, SQL, Spark, Airflow, dbt, Kafka, Flink, Kinesis, and modern data stack. Includes data modeling,…

لغة النص الأصلي: الإنجليزية

reflow-machine-maintenance-guidance

This skill should be considered when you need to answer reflow machine maintenance questions or provide detailed guidance based on thermocouple data, MES data or defect data and reflow technical handbooks. This skill covers how to obtain important concepts,…

لغة النص الأصلي: الإنجليزية

ffmpeg-keyframe-extraction

Extract key frames (I-frames) from video files using FFmpeg command line tool. Use this skill when the user needs to pull out keyframes, thumbnails, or important frames from MP4, MKV, AVI, or other video formats for analysis, previews, or processing.

لغة النص الأصلي: الإنجليزية

image-editing

Comprehensive command-line tools for modifying and manipulating images, such as resize, blur, crop, flip, and many more.

لغة النص الأصلي: الإنجليزية

object-counter

Count occurrences of an object in the image using computer vision algorithm.

لغة النص الأصلي: الإنجليزية

ffmpeg-audio-processing

Extract, normalize, mix, and process audio tracks - audio manipulation and analysis

لغة النص الأصلي: الإنجليزية

ffmpeg-format-conversion

Convert media files between formats - video containers, audio formats, and codec transcoding

لغة النص الأصلي: الإنجليزية

ffmpeg-media-info

Analyze media file properties - duration, resolution, bitrate, codecs, and stream information

لغة النص الأصلي: الإنجليزية

ffmpeg-video-editing

Cut, trim, concatenate, and split video files - basic video editing operations

لغة النص الأصلي: الإنجليزية

ffmpeg-video-filters

Apply video filters - scale, crop, watermark, speed, blur, and visual effects

لغة النص الأصلي: الإنجليزية

text-to-speech

Practical mastering steps for TTS audio: cleanup, loudness normalization, alignment, and delivery specs.

لغة النص الأصلي: الإنجليزية

data-reconciliation

Recover missing spreadsheet values from row and column totals, percentage shares, year-over-year changes, CAGR relationships, and cross-sheet constraints.

لغة النص الأصلي: الإنجليزية

comp3-packed-decimal

Reference for COBOL COMP-3 (packed decimal / BCD) numeric storage -- layout on disk, declaring it in the FD, and pitfalls when carrying the decoded value through working storage and into later arithmetic. Useful when an input record holds a balance, rate, or…

لغة النص الأصلي: الإنجليزية

ebcdic-overpunch-decoding

Reference for the EBCDIC "overpunch" / zoned-decimal sign convention where the units position of a numeric field is replaced with a letter that encodes both a digit and a sign. Useful when reading mainframe-style fixed-length tapes whose amount fields appear…

لغة النص الأصلي: الإنجليزية

gl-posting-codes

Background on general-ledger batch posting codes (HD/DR/CR/RV plus signed "other" rows). Reference only -- follow the task instruction for the exact rules, which may differ per account type.

لغة النص الأصلي: الإنجليزية

gnucobol-mainframe-batch

GnuCOBOL toolchain pointers for mainframe-style batch programs (LINE/RECORD SEQUENTIAL files, PIC clauses, cobc build flags).

لغة النص الأصلي: الإنجليزية

paired-reversal-cancellation

Reference for paired-reversal handling on GL batch tapes: an RV row whose ref-trace points at an earlier row cancels BOTH legs (the RV and the row it references) — but ONLY when the two value-dates fall within the shop's reversal settlement window; an RV that…

لغة النص الأصلي: الإنجليزية

triangulated-fx-rates

Reference for multi-hop / triangulated currency conversion on batch rate tapes. When a rate row carries an explicit "via" currency, the row's rate is only one leg of the conversion, and the via currency may ITSELF be quoted through another via — so the…

لغة النص الأصلي: الإنجليزية

gemini-count-in-video

Analyze and count objects in videos using Google Gemini API (object counting, pedestrian detection, vehicle tracking, and surveillance video analysis).

لغة النص الأصلي: الإنجليزية

gemini-video-understanding

Analyze videos with Google Gemini API (summaries, Q&A, transcription with timestamps + visual context, scene/timeline detection, video clipping, FPS control, multi-video comparison, and YouTube URL analysis).

لغة النص الأصلي: الإنجليزية

gpt-multimodal

Analyze images and multi-frame sequences using OpenAI GPT series

لغة النص الأصلي: الإنجليزية

video-frame-extraction

Extract frames from video files and save them as images using OpenCV

لغة النص الأصلي: الإنجليزية

ffmpeg-video-editing

Video editing with ffmpeg including cutting, trimming, concatenating segments, and re-encoding. Use when working with video files (.mp4, .mkv, .avi) for: removing segments, joining clips, extracting portions, or any video manipulation task.

لغة النص الأصلي: الإنجليزية

filler-word-processing

Process filler word annotations to generate video edit lists. Use when working with timestamp annotations for removing speech disfluencies (um, uh, like, you know) from audio/video content.

لغة النص الأصلي: الإنجليزية

whisper-transcription

Transcribe audio/video to text with word-level timestamps using OpenAI Whisper. Use when you need speech-to-text with accurate timing information for each word.

لغة النص الأصلي: الإنجليزية

speech-to-text

Transcribe video to timestamped text using Whisper tiny model (pre-installed).

لغة النص الأصلي: الإنجليزية

pdf

PDF manipulation toolkit. Extract text/tables, create PDFs, merge/split, fill forms, for programmatic document processing and analysis.

لغة النص الأصلي: الإنجليزية

pubchem-database

Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.

لغة النص الأصلي: الإنجليزية

rdkit

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper…

لغة النص الأصلي: الإنجليزية

gh-cli

The gh CLI is GitHub's official command line tool for interacting with GitHub repositories, issues, pull requests, and more. When needs to interact with GitHub repositories, issues, pull requests, and more, use this skill.

لغة النص الأصلي: الإنجليزية