benchflow-ai

221 mods across 3 repositories, 3.2k stars between them.

benchflow-ai/skillsbench

Skill Claude CodeCodex

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 carry-forward as packed decimal rather than a printable…

not rated 1.9k +15 3d ago A SkillSpector: pass 72 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

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 as digits followed by a letter (e.g. "0000000000123D" or…

not rated 1.9k +15 3d ago A SkillSpector: pass 90 tokens original Apache-2.0

gl-posting-codes

03

benchflow-ai/skillsbench

Skill Claude CodeCodex

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.

not rated 1.9k +15 3d ago A SkillSpector: pass 48 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

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

not rated 1.9k +15 3d ago A SkillSpector: pass 40 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

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 references a too-old posting is NOT a cancellation and…

not rated 1.9k +15 3d ago A SkillSpector: pass 112 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

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 effective rate is the product of every leg, resolved by walking…

not rated 1.9k +15 3d ago A SkillSpector: warn 113 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

Implement paper-defined attention variants by extracting mechanism invariants, mapping tensor shapes, preserving module interfaces, validating numerical behavior, and integrating the custom attention into an existing transformer stack.

not rated 1.9k +15 3d ago A SkillSpector: pass 41 tokens original Apache-2.0

modal-gpu

08

benchflow-ai/skillsbench

Skill Claude CodeCodex

Run Python code on cloud GPUs using Modal serverless platform. Use when you need A100/T4/A10G GPU access for training ML models. Covers Modal app setup, GPU selection, data downloading inside functions, and result handling.

not rated 1.9k +15 3d ago A SkillSpector: pass 51 tokens original Apache-2.0

pdf

09

benchflow-ai/skillsbench

Skill Claude CodeCodex needs its repo

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

not rated 1.9k +15 3d ago A SkillSpector: pass 29 tokens original Apache-2.0

pubchem-database

10

benchflow-ai/skillsbench

Skill Claude CodeCodex

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

not rated 1.9k +15 3d ago A 49 tokens copy · 86% Apache-2.0

rdkit

11

benchflow-ai/skillsbench

Skill Claude CodeCodex

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 around RDKit). Use rdkit for advanced control, custom…

not rated 1.9k +15 3d ago A SkillSpector: pass 80 tokens original Apache-2.0

gh-cli

12

benchflow-ai/skillsbench

Skill Claude CodeCodex

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.

not rated 1.9k +15 3d ago A SkillSpector: pass 50 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

Choose placements that preserve useful residual capacity. Use for bin packing, GPU sharing, accelerator placement, and multi-resource scheduling where stranded capacity hurts future fit.

not rated 1.9k +15 3d ago A SkillSpector: pass 36 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

Validate and repair proposed resource allocations by replaying them against temporary capacity. Use when actions consume several resource dimensions such as CPU, memory, GPUs, or accelerators.

not rated 1.9k +15 3d ago A SkillSpector: pass 39 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

Design deterministic online scheduling policies from current observations. Use when assigning arriving work to limited resources without seeing future requests.

not rated 1.9k +15 3d ago A SkillSpector: pass 27 tokens original Apache-2.0

mhc-algorithm

16

benchflow-ai/skillsbench

Skill Claude CodeCodex

Implement mHC (Manifold-Constrained Hyper-Connections) for stabilizing deep network training. Use when implementing residual connection improvements with doubly stochastic matrices via Sinkhorn-Knopp algorithm. Based on DeepSeek's 2025 paper (arXiv:2512.24880).

not rated 1.9k +15 3d ago A SkillSpector: pass 64 tokens original Apache-2.0

nanogpt-training

17

benchflow-ai/skillsbench

Skill Claude CodeCodex

Train GPT-2 scale models (124M parameters) efficiently on a single GPU. Covers GPT-124M architecture, tokenized dataset loading (e.g., HuggingFace Hub shards), modern optimizers (Muon, AdamW), mixed precision training, and training loop implementation.

not rated 1.9k +15 3d ago A SkillSpector: pass 61 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

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, acceptable-set, must-have-feature), classify the result (ok / risk /…

not rated 1.9k +15 3d ago A SkillSpector: pass 118 tokens original Apache-2.0

nda-clause-taxonomy

19

benchflow-ai/skillsbench

Skill Claude CodeCodex

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 provisions from any confidentiality / NDA / mutual NDA /…

not rated 1.9k +15 3d ago A SkillSpector: warn 73 tokens original Apache-2.0

xlsx-parsing

20

benchflow-ai/skillsbench

Skill Claude CodeCodex

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 a task input or reference document is an .xlsx file rather than…

not rated 1.9k +15 3d ago A SkillSpector: pass 83 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

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

not rated 1.9k +15 3d ago A SkillSpector: pass 31 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

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).

not rated 1.9k +15 3d ago A SkillSpector: pass 47 tokens original Apache-2.0

gpt-multimodal

23

benchflow-ai/skillsbench

Skill Claude CodeCodex

Analyze images and multi-frame sequences using OpenAI GPT series.

not rated 1.9k +15 3d ago A SkillSpector: pass 18 tokens original Apache-2.0

benchflow-ai/skillsbench

Skill Claude CodeCodex

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

not rated 1.9k +15 3d ago A SkillSpector: pass 18 tokens original Apache-2.0

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: