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.)

90Stars on the repository
168Mods indexed here, across every type
2d agoLast push, which is what freshness is scored on
Apache-2.0Licence, which decides whether bodies are shown

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Use when populating Excel workbooks for quantitative proteomics tasks - computing expression lookups, group statistics, and log2 fold-change values using Python and writing numeric results via openpyxl while preserving cell formatting. Handles two-sheet workbooks (Task + Data) with 2D protein×sample expression…

not rated 90 2d ago A 69 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Use when populating Excel workbooks for quantitative proteomics tasks - writing INDEX/MATCH lookups, AVERAGE/STDEV.S group statistics, and log2 fold-change formulas while preserving cell formatting via openpyxl 3.1.5.

not rated 90 2d ago A 60 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Builds the open Dicke model Hamiltonian and Lindblad collapse operators in the full 2^N tensor product Hilbert space, solves for the steady-state density matrix, and extracts the reduced cavity state via partial trace.

not rated 90 2d ago A 53 tokens original Apache-2.0

evo-wigner-csv-export

126

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Computes the Wigner function of a bosonic density matrix on a specified phase-space grid using QuTiP and exports the result as a CSV file.

not rated 90 2d ago A 39 tokens original Apache-2.0

evo-r2r-linearization

127

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Derives linearized state-space model (A, B matrices) for 6-section R2R system, computes steady-state operating points, discretizes, and computes LQR gain.

not rated 90 2d ago A 45 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Implements MPC controller with prediction matrices, QP formulation, simulation loop for R2R web handling. Generates controllerparams.json, controllog.json, and metrics.json.

not rated 90 2d ago A 43 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Identifies and fixes performance anti-patterns in Next.js API routes including artificial delays, N+1 sequential fetch patterns, missing caching headers, and unnecessary data processing.

not rated 90 2d ago A 41 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Identifies and fixes bundle size issues including wildcard/barrel imports, missing dynamic imports for heavy components, unnecessary use client directives, and useEffect-based data fetching.

not rated 90 2d ago A 41 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Identifies and fixes excessive React re-rendering issues including missing React.memo, unmemoized callbacks/computations, and context overloading.

not rated 90 2d ago A 36 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Utilities for exploring and extracting data from complex, multi-sheet Excel workbooks with irregular formatting. Provides functions to discover sheet structure, locate gold prices in IMF data, and extract country reserve data.

not rated 90 2d ago A 46 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Utilities for writing financial Excel formulas (log returns, rolling volatility, annualized volatility, XLOOKUP/INDEX+MATCH, RaR calculations) into openpyxl workbooks and triggering LibreOffice headless recalculation.

not rated 90 2d ago A 53 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

End-to-end demographic analysis pipeline that extracts population data from PDF, reads income data from Excel, merges datasets, computes range-based income quartiles, generates four openpyxl pivot table objects, and exports a five-sheet Excel workbook.

not rated 90 2d ago A 53 tokens original Apache-2.0

evo-sec13f-analyzer

135

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Toolkit for parsing SEC Form 13F-HR quarterly TSV datasets. Loads COVERPAGE/INFOTABLE/SUMMARYPAGE with safe dtypes (CUSIPs as zero-padded strings, VALUE as numeric dollars), fuzzy-matches fund manager names with RapidFuzz, retrieves fund AUM, deduplicates equity holdings (filtering options), compares holdings across…

not rated 90 2d ago A 110 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Loads seismic waveform data from .npz files and converts them into ObsPy Stream objects ready for SeisBench model inference. Handles channel identification, reordering to Z/N/E convention, float32 conversion, detrending, and resampling to 100 Hz.

not rated 90 2d ago A 60 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Creates Atheris-based coverage-guided fuzz drivers for Python libraries using FuzzedDataProvider for structured input generation. Includes templates and patterns for different library types (parsers, formatters, serializers, ML frameworks).

not rated 90 2d ago A 53 tokens original Apache-2.0

evo-fuzz-env-runner

138

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Sets up Python virtual environments using uv for each library, installs dependencies from project configuration files, and executes the fuzzer for a specified duration with proper log redirection.

not rated 90 2d ago A 41 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Detects Python libraries/packages in a directory by checking for pyproject.toml, setup.py, setup.cfg, or other standard Python project markers. Provides utilities to list library paths and analyze their structure, entry points, and key functions for testing.

not rated 90 2d ago A 56 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Builds demand-side investment shock model on NA sheet with bell-shaped spending, currency conversion, deflation, import adjustment, multiplier. Creates 3 scenarios.

not rated 90 2d ago A 42 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Computes the import content share of investment (theta) from GeoStat Supply and Use Tables using the proportionality assumption. Links SUT data to a SUT Calc sheet, calculates product-level import-to-supply ratios, and derives the aggregate import content share for GFCF. Use when estimating import leakage for…

not rated 90 2d ago A 77 tokens original Apache-2.0

evo-macro-weo-data

142

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Populates WEOData sheet with IMF WEO data for Georgia, extends GDP deflator and real GDP projections to 2043, and copies GeoStat SUT sheets into the workbook.

not rated 90 2d ago A 46 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Implements the SimPO (Simple Preference Optimization) loss function and handles environment setup, execution, and result saving for code reproduction tasks.

not rated 90 2d ago A 36 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Security audit skill for scanning dependency files (e.g., package-lock.json) using Trivy offline scanner to identify HIGH/CRITICAL vulnerabilities and produce CSV reports.

not rated 90 2d ago A 41 tokens original Apache-2.0

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