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

evo-build-diagnosis

49

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Analyzes a Python repository to identify the root causes of build failures, including syntax errors, import errors, test failures, and build configuration issues. Use when diagnosing why a Python project fails to build or pass tests. Scans repository files for syntax errors via ast.parse/compile, parses pytest output…

not rated 88 yesterday A 97 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Generates git-compatible unified diff patches from original and modified file contents, writes them to numbered patch files, and applies them to the repository using git apply or GNU patch. Use when you need to create code patches, apply fixes to source files, or automate code modifications via diff/patch workflow.

not rated 88 yesterday A 68 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Diagnoses and fixes Python repository build failures. Analyzes source code for import errors, syntax errors, missing dependencies, and configuration issues. Generates standard unified diff patches and applies them.

not rated 88 yesterday A 0 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Executes Maven builds, captures output, and parses error logs to identify root causes of build failures. Handles compilation errors, dependency resolution failures, POM configuration issues, and JDK version incompatibilities.

not rated 88 yesterday A 49 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Generates GNU-compatible unified diff patches for proposed code or POM fixes, writes them to numbered patch files, and applies them to the repository.

not rated 88 yesterday A 37 tokens original Apache-2.0

evo-druid-cve-patch

54

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Patches Apache Druid 0.20.0 for CVE-2021-25646 - a JavaScript injection vulnerability where empty-string keys in JSON payloads can override server-side JavaScriptConfig to enable arbitrary code exe...

not rated 88 yesterday A 56 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Identifies and patches CVE-2025-32433 in Erlang/OTP SSH server source code by inserting an authentication-state check in sshconnection.erl that rejects connection protocol messages (IDs >= 80) received before authentication is complete.

not rated 88 yesterday B 60 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Implement Flink jobs for Google Cluster Data analysis, specifically session-based analysis of task events. Handles parsing Google Cluster Data v2 CSV formats, session window computation on task SUBMIT events, and job completion filtering. Use for any task involving Flink + Google cluster trace data processing.

not rated 88 yesterday A 63 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Detects flooding events at USGS streamgages by fetching instantaneous (15-min) gage height data, computing daily maximums, and comparing against NWS flood stage thresholds from the official NWS All Gauges Report. Outputs a CSV of stations with flood days.

not rated 88 yesterday A 60 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Detects flooding events at USGS streamgages by comparing daily streamflow against historical 90th percentile thresholds using the dataretrieval package. Use when analyzing flood occurrences over a date range for a list of USGS station IDs.

not rated 88 yesterday A 55 tokens original Apache-2.0

evo-gh-data-fetcher

59

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Fetches pull request and issue data from a GitHub repository using the GitHub REST API via curl/subprocess. Handles JSON output parsing, pagination, date range filtering, and error handling. Use when you need to retrieve structured PR or issue data from GitHub for analysis.

not rated 88 yesterday A 62 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Computes community pulse metrics from raw PR and issue data and writes a structured report.json file. Calculates PR counts by state, average time-to-merge, top contributor, bug issue counts, and resolved bugs. Use when you need to generate GitHub repository health metrics reports.

not rated 88 yesterday A 61 tokens original Apache-2.0

evo-glm-simulation

61

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Run the General Lake Model (GLM v3) for Lake Mendota — edit glm3.nml, execute the GLM binary, parse NetCDF output (depth = zsurface - zlayer), match to field observations, compute RMSE, and iteratively calibrate Kw, swfactor, windfactor, coefmixhyp to achieve RMSE < 2°C.

not rated 88 yesterday A 83 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Orchestrates mass parameter grid search across approximants for GW matched filtering, tracks best SNR per approximant, handles errors gracefully, manages memory, and writes final CSV output.

not rated 88 yesterday A 44 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Core utility for reading GWF frame files, conditioning gravitational wave detector data (highpass filtering, resampling, cropping, PSD estimation), generating waveform templates, and performing matched filtering to extract peak SNR values using PyCBC.

not rated 88 yesterday A 54 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

End-to-end DC Optimal Power Flow with spinning reserve co-optimization. Parses MATPOWER JSON network data, builds DC power flow model with bus voltage angles, formulates and solves the DCOPF+reserve QP/LP via cvxpy (CLARABEL solver), computes line loading and operating margins, and produces a structured report.json.

not rated 88 yesterday A 77 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

PID controller tuning, discrete-time PID with anti-windup, closed-loop simulation, and control performance metrics. Uses SIMC tuning rules for first-order systems.

not rated 88 yesterday A 40 tokens original Apache-2.0

evo-thermal-sysid

66

OpenLAIR/OpenSkill

Skill Claude CodeCodex

System identification utilities for first-order thermal systems. Runs open-loop step tests on HVAC simulator, collects calibration data, fits first-order exponential model, outputs estimated parameters (K, tau) with fit quality metrics.

not rated 88 yesterday A 49 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Implements fraud detection pipeline with fuzzy vendor matching via rapidfuzz, priority-ordered fraud checks, and JSON report generation.

not rated 88 yesterday A 34 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Extracts text from each page of a PDF invoice file using pdfplumber and parses structured fields (vendor name, IBAN, PO number, invoice amount) using regex.

not rated 88 yesterday A 43 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Loads and normalizes vendor master data from Excel and purchase order data from CSV into Python dictionaries for lookup operations.

not rated 88 yesterday A 28 tokens original Apache-2.0

evo-jax-compute

70

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Implements all five JAX computation tasks - row-wise mean reduction, element-wise squaring, logistic loss gradient via jax.grad, RNN forward pass via jax.lax.scan, and JIT-compiled 2-layer MLP forward pass.

not rated 88 yesterday A 58 tokens original Apache-2.0

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Complete utility for JAX numerical computation tasks - handles I/O (problem.json, .npy/.npz), and implements all five JAX computations (row-wise mean, element-wise square, logistic loss gradient, RNN scan, JIT MLP) with robust error handling and domain-aware edge case coverage.

not rated 88 yesterday A 73 tokens original Apache-2.0

evo-jax-io

72

OpenLAIR/OpenSkill

Skill Claude CodeCodex

Handles loading problem.json, reading .npy/.npz input files into JAX arrays, and saving JAX array results back to .npy files with proper numpy conversion.

not rated 88 yesterday A 43 tokens original Apache-2.0

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