The Digital Futurist logoSkills and Prompt Registry
type public-role-directoryrole ai-engineercategory ai-ml/applied-aicurator Thomas Cherickalupdated 2026-11-15

ai-engineer: Public Skills (20)

Sorted by GitHub stars of the source repo, highest first.

# Skill Owner Repo Stars License What it does
1 agent-eval affaan-m affaan-m/ECC 302,998 MIT Head-to-head comparison of coding agents (Claude Code, Aider, Codex, etc.) on custom tasks with pass rate, cost, time, and consistency...
2 agent-self-evaluation affaan-m affaan-m/ECC 302,998 MIT Use after completing any non-trivial task. The agent self-rates its output on 5 axes — accuracy, completeness, clarity, actionability,...
3 eval-harness affaan-m affaan-m/ECC 302,998 MIT Eval-driven development (EDD) framework for AI coding sessions — define capability and regression evals before coding, grade with...
4 healthcare-eval-harness affaan-m affaan-m/ECC 302,998 MIT Patient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical...
5 scientific-thinking-scholar-evaluation affaan-m affaan-m/ECC 302,998 MIT Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and...
6 claude-api anthropics anthropics/skills 194,585 null - Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting,...
7 skill-creator anthropics anthropics/skills 194,585 null Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch,...
8 scholar-evaluation K-Dense-AI K-Dense-AI/scientific-agent-skills 57,202 MIT Provides qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes research-assessment rubrics...
9 advanced-evaluation sickn33 sickn33/agentic-awesome-skills 49,710 MIT Design LLM-as-judge rubrics, direct scores and pairwise comparisons. Use for judge models, evals, position bias and calibration against...
10 agent-evals sickn33 sickn33/agentic-awesome-skills 49,710 MIT Build automated evaluation suites for AI agents using golden datasets, rubrics, and regression gates. Use when shipping agent features,...
11 agent-evaluation sickn33 sickn33/agentic-awesome-skills 49,710 MIT Evaluate agent behavior with versioned cases and explicit verifiers. Use when comparing agent or prompt changes, reproducing failures, or...
12 agent-evaluation-reporting sickn33 sickn33/agentic-awesome-skills 49,710 MIT Use when summarizing agent evaluations where autonomous, assisted, failed, timed-out, or invalid outcomes must remain distinct and...
13 agent-observability sickn33 sickn33/agentic-awesome-skills 49,710 MIT Instrument AI agents with tracing, token metrics, latency, and cost visibility. Use for reliability and debugging.
14 eval-harness-first wshobson wshobson/agents 42,512 MIT Build the evaluation harness that gates every fine-tuning run — golden sets, per-failure-mode graders, judge calibration, and base-model...
15 evaluation-methodology wshobson wshobson/agents 42,512 MIT PluginEval quality methodology, covering dimensions, rubrics, and scoring formulas. Use this skill when understanding how plugin quality is...
16 eval-genius davila7 davila7/claude-code-templates 33,617 MIT - Decide whether an AI/LLM/agent/retrieval system needs an eval, where it fits in the dev process, which one to run, and how to read the...
17 evaluation-bigcode-evaluation-harness davila7 davila7/claude-code-templates 33,617 MIT Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code...
18 evaluation-lm-evaluation-harness davila7 davila7/claude-code-templates 33,617 MIT Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality,...
19 evaluation-nemo-evaluator davila7 davila7/claude-code-templates 33,617 MIT Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when...
20 prompt-engineering-dspy davila7 davila7/claude-code-templates 33,617 MIT Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy -...