OpenLAIR/OpenSkill

Open-World Self-Evolution for LLM Agents — agents that build both their skills and their own verification signals from scratch, with no target-task supervision. (Code coming soon.)

88Stars on the repository
168Mods indexed here, across every type
yesterdayLast push, which is what freshness is scored on
Apache-2.0Licence, which decides whether bodies are shown

OpenLAIR/OpenSkill

Skill Claude CodeCodex

For consecutive sampled frame pairs, computes sparse optical flow, estimates camera egomotion via partial affine transform, and detects dynamic objects via homography-based motion compensation and frame differencing.

not rated 88 yesterday A 45 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Serializes egomotion labels to JSON with frame-interval keys and binary masks to NPZ in CSR sparse format using only NumPy.

not rated 88 yesterday A 34 tokens original Apache-2.0

evo-video-sampling

27

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Extracts frames from an MP4 video file at a specified target FPS using sequential reading. Returns sampled grayscale frames and their original frame indices.

not rated 88 yesterday A 34 tokens original Apache-2.0

evo-seismic-data-io

28

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Loads MiniSEED waveform data and CSV station metadata, groups traces by station for 3-component processing, and provides station coordinate lookups.

not rated 88 yesterday A 36 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Associates phase picks from multiple stations into earthquake events using temporal clustering (DBSCAN) and travel-time validation with a uniform velocity model, then outputs event catalog as CSV.

not rated 88 yesterday A 42 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Runs SeisBench deep learning models (PhaseNet/EQTransformer) on grouped station waveforms to produce P and S phase picks with timestamps and probabilities.

not rated 88 yesterday A 39 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Load and process PB2002 tectonic plate boundaries and polygons with antimeridian-safe coordinate normalization (0-360 longitude shift) using Shapely 2.0 transform and GeoPandas 1.0 APIs.

not rated 88 yesterday A 55 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Parse USGS earthquake GeoJSON, spatially filter earthquakes within a tectonic plate, compute projected distances to plate boundaries using EPSG:3832, and output the furthest earthquake as formatted JSON.

not rated 88 yesterday A 48 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Deflates nominal series to real values using CPI, applies log transformation and Hodrick-Prescott filter to extract cyclical components, and computes Pearson correlation between two cyclical series.

not rated 88 yesterday A 44 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Parses ERP .xls tables and CPI .xlsx files, handles multi-row headers, extracts annual totals, computes partial-year averages from quarterly data, and produces clean annual series indexed by integer year.

not rated 88 yesterday A 47 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Parses Matpower-style network.json files into Python data structures suitable for ACOPF formulation.

not rated 88 yesterday A 26 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Extracts ACOPF solution values, computes derived quantities, and produces structured report.json.

not rated 88 yesterday A 25 tokens original Apache-2.0

evo-acopf-solver

37

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Builds and solves AC Optimal Power Flow using Pyomo+IPOPT with polar coordinate formulation.

not rated 88 yesterday A 26 tokens original Apache-2.0

evo-dcopf-solver

38

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Solves DC-OPF with spinning reserve co-optimization using PuLP/CBC. Extracts LMPs from dual variables, reserve MCP, binding lines.

not rated 88 yesterday A 41 tokens original Apache-2.0

evo-market-report

39

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Compares base and counterfactual DC-OPF results, computes impact analysis, and exports report.json.

not rated 88 yesterday A 27 tokens original Apache-2.0

evo-matpower-parser

40

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Parses MATPOWER JSON files into structured Python data with bus mapping, network matrix construction (A, Bbranch, Bbus, PTDF), branch modification, and generator cost parsing.

not rated 88 yesterday A 44 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Provides utility functions to discover files recursively in a directory and extract text content from diverse enterprise document formats including DOCX, XLSX, PPTX, PDF, and plain text files. Handles dependency installation, merged cells in Excel, presenter notes in PowerPoint, headers/footers in Word documents, and…

not rated 88 yesterday A 70 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Orchestrates the end-to-end question-answering pipeline for enterprise Slack data. Parses malformed question.txt files, searches extracted document text for answers (employee IDs, URLs, team member names), tracks token consumption, and writes the final answer.json output.

not rated 88 yesterday A 59 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Provides utilities for finding and manipulating embedded Excel OLE objects within PPTX files, reading text boxes for context, modifying Excel cell values while preserving formulas, and saving the updated PPTX. Use when you need to extract embedded Excel spreadsheets from PowerPoint presentations, update exchange rates…

not rated 88 yesterday A 103 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Load TESS text-format light curves and prepare them for transit detection by applying quality flag filtering, NaN removal, outlier rejection, normalization, and Savitzky-Golay flattening to remove stellar variability.

not rated 88 yesterday A 52 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Run BLS and/or Transit Least Squares (TLS) periodograms on a cleaned, flattened light curve to identify the exoplanet orbital period, and write the result to a properly formatted output file.

not rated 88 yesterday A 48 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Scores dice games and compares paired matches between players. Loads Excel dice roll data, computes scores using 6 scoring categories (highandoften, summation, highsandlows, onlytwonumbers, allthenumbers, orderedsubsetoffour), finds optimal game scores by pairing different categories across 2 turns, then pairs…

not rated 88 yesterday A 84 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Extracts text from PDF files using pypdf 5.x. Use when you need to read PDF documents to understand background context, column definitions, and scoring rules for data analysis tasks.

not rated 88 yesterday A 46 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Find top-k similar chemicals from a PDF molecule pool using Morgan fingerprints with Tanimoto similarity. Converts chemical names to SMILES via PubChemPy, computes Morgan fingerprints (radius=2, chirality=True), and ranks by Tanimoto similarity with alphabetical tie-breaking.

not rated 88 yesterday A 0 tokens original Apache-2.0

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