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

Preprocesses receipt images and extracts text using Tesseract OCR with optimal settings for receipt layouts.

not rated 90 2d ago A 29 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Parses OCR text from receipts to extract dates and total amounts using keyword-priority matching and regex, writes results to Excel.

not rated 90 2d ago A 34 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Utility functions for cleaning raw clinical lab CSV data - handling decimal comma formats, scientific notation normalization, missing value detection, and numeric coercion of mixed-type columns.

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

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Domain-specific clinical lab unit detection and conversion module with conversion factor registry, physiological range boundaries, and boundary-based auto-detection logic to convert SI units to US conventional units.

not rated 90 2d ago A 44 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Loads, merges, and preprocesses lake water temperature and environmental driver CSV datasets. Provides category mapping for Heat/Flow/Wind/Human factor groups.

not rated 90 2d ago A 38 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Trains Random Forest to determine feature importances of environmental predictors on water temperature, maps features to categories (Heat/Flow/Wind/Human), and identifies the dominant driving factor category.

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

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Performs Mann-Kendall trend detection on lake water temperature time series using pymannkendall. Outputs slope (Sen's slope) and p-value to trendresult.csv.

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

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Extracts display math formulas from marker-pdf Markdown output, strips equation numbers/tags/trailing punctuation, and organizes them for output.

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

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Validates extracted LaTeX formulas for syntax correctness and produces fixed versions of problematic formulas. Focuses on typos/syntax errors only.

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

evo-pdf-to-markdown

82

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Converts academic PDF to Markdown using marker-pdf v1.3.3, preserving LaTeX math delimiters in $$ format.

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

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Provides utilities and guidance for constructing Lean 4 proofs involving recursive sequences and geometric sum inequalities. Covers reading existing Lean template files, crafting induction-based proofs with closed-form intermediate lemmas, and using math2001 textbook tactics (simpleinduction, numbers, addarith, extra…

not rated 90 2d ago A 104 tokens original Apache-2.0

evo-defect-pipeline

84

OpenLAIR/OpenSkill

Skill Claude CodeCodex

End-to-end pipeline that reads test center log CSVs and product codebook files, orchestrates text normalization and fuzzy matching, and produces structured solution.json output.

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

evo-fuzzy-match

85

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Fuzzy string matching and confidence calibration for mapping normalized text segments against codebook entries. Implements SequenceMatcher, Levenshtein, Jaccard, cosine similarity, ensemble scoring, and UNKNOWN thresholding.

not rated 90 2d ago A 47 tokens original Apache-2.0

evo-text-normalize

86

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Preprocesses and normalizes noisy multilingual (Chinese-English mixed) industrial text. Handles full-width to half-width conversion, Unicode NFKC normalization, lowercasing, whitespace cleanup, punctuation normalization, abbreviation expansion, and splitting compound reasons.

not rated 90 2d ago A 54 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Extracts reflow soldering process parameters from the PDF handbook including preheat range, ramp rate limits, TAL window, peak temp requirements, and conveyor speed formulas.

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

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Formats and serializes computed analysis results into exact JSON structures for q01-q05 output files with numpy/pandas type coercion, rounding, and sorting.

not rated 90 2d ago A 38 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Processes thermocouple CSV data, MES logs, and test defect data to compute preheat ramp rates, TAL, peak temperatures, conveyor speed compliance, and best-run selection per board family.

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

evo-fjsp-data-io

90

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Parses FJSP instance, downtime, policy, baseline files and exports solutions to JSON/CSV.

not rated 90 2d ago A 29 tokens original Apache-2.0

evo-fjsp-scheduler

91

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Core FJSP scheduling engine with downtime-aware scheduling, greedy dispatching, repair, and SA optimization.

not rated 90 2d ago A 28 tokens original Apache-2.0

evo-fjsp-validator

92

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Validates FJSP schedules for completeness, precedence, machine overlaps, downtime overlaps, eligibility.

not rated 90 2d ago A 25 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Counts occurrences of template objects (coins, enemies, turtles) in grayscale keyframe images using OpenCV matchTemplate with TMCCOEFFNORMED and Non-Maximum Suppression, then aggregates results into a CSV file.

not rated 90 2d ago A 52 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Extracts keyframes from an MP4 video at uniform temporal intervals using OpenCV VideoCapture, saves them with sequential naming (keyframes001.png, keyframes002.png, etc.), and converts them in-place from BGR to grayscale.

not rated 90 2d ago A 58 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Core clustering and evaluation utilities for Mars cloud annotations. Custom weighted Euclidean DBSCAN clustering, centroid computation, greedy bipartite matching, and per-image F1/delta scoring.

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

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Parallel grid search over DBSCAN hyperparameters for Mars cloud clustering. Aggregates per-image F1 and delta scores with proper averaging semantics.

not rated 90 2d ago A 34 tokens original Apache-2.0

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