Evaluation skills

271 tagged Evaluation, measured the same way as everything else here.

Browse within: LLM 205datasets 106gpt 103agent 68benchmark 63cli 43harness 42benchmarking 38leaderboard 38agentic-ai 36awesome-list 34ai-coding 33cyanheads 33evals 33

connect-agent

01

langwatch/langwatch

Skill Claude CodeCodex

Connect the codebase's AI agent to LangWatch agent simulations, so test suites run against the real agent process. Adds a small connect function beside the service startup that calls the agent already in the codebase, which opens an outbound connection and registers the agent with its environment and its run…

not rated 5.0k +30 changed 4d ago A SkillSpector: pass 102 tokens original Apache-2.0

truera/trulens

Skill Claude CodeCodex

Configure feedback functions and selectors for TruLens evaluations.

not rated 3.6k +7 today A SkillSpector: pass 17 tokens original MIT

evalscope

03

modelscope/evalscope

Skill Claude CodeCodex

LLM evaluation & inference performance testing via the evalscope CLI. Translates natural language requests into evalscope commands for: (1) Model accuracy evaluation — runs registered benchmarks against local checkpoints or API endpoints (OpenAI-compatible, Anthropic, LiteLLM); (2) Performance stress testing — TTFT…

not rated 3.6k +35 changed 1mo ago A SkillSpector: warn 195 tokens original Apache-2.0

yao-meta-skill

04

yaojingang/yao-meta-skill

Skill Claude CodeCodex

A workflow for creating, improving, or evaluating reusable coding-agent skills from repeatable procedures, prompts, scripts, or standard operating instructions.

not rated 2.7k +12 2mo ago A 76 tokens original MIT

claude-authenticity

05

agentscope-ai/OpenJudge

Skill Claude CodeCodex

Detect whether an API endpoint is backed by genuine Claude (not a wrapper, proxy, or impersonator) using 9 weighted rule-based checks that mirror the claude-verify project. Also extracts injected system prompts from providers that override Claude's identity. Fully self-contained — copy the code below and run, no extra…

not rated 879 +7 1mo ago A SkillSpector: pass 121 tokens original Apache-2.0

ceo-setup

06

suyoumo/ClawProBench

Skill Claude CodeCodex

One-time onboarding for the executive/manager commitment workflow — delegation-heavy, meeting prep, decision capture, morning and evening digests. Creates a commitments project and installs two dashboard widgets. After successful setup this skill is excluded from selection until the marker file is deleted.

not rated 827 +3 1mo ago A SkillSpector: warn 60 tokens original Apache-2.0

NVIDIA/SkillEvaluator

Skill Claude CodeCodex ✓ vendor

Use when converting an existing benchmark, rubric, verifier, task YAML/JSON, or domain check into SkillEvaluator BYOG/BYOT custom evaluation.

not rated 572 +17 today A SkillSpector: pass 35 tokens original Apache-2.0

benchmark-radar

08

ktwu01/benchmark-radar

Skill Codex

Find, inspect, and check AI benchmark records with the Benchmark Radar CLI. Use when a request needs benchmark discovery, details, recent Radar evidence, or local data health; do not assume why the user needs the results.

not rated 294 +5 changed 8d ago A SkillSpector: pass 48 tokens original MIT

hegelion

09

Hmbown/Hegelion

Skill Claude CodeCodex

Dialectical reasoning and autocoding via Hegelion MCP tools.

not rated 173 7mo ago A 17 tokens original MIT

protein-qc

10

adaptyvbio/protein-design-skills

Skill Claude CodeCodex

Quality control metrics and filtering thresholds for protein design. Use this skill when: (1) Evaluating design quality for binding, expression, or structure, (2) Setting filtering thresholds for pLDDT, ipTM, PAE, (3) Checking sequence liabilities (cysteines, deamidation, polybasic clusters), (4) Creating multi-stage…

not rated 168 +4 4mo ago A SkillSpector: warn 140 tokens original MIT

auto-improve

11

crimeacs/auto-improve

Skill Claude Code

GAN-style iterative improvement loop for any text artifact. Mutates a file, grades each change against a rubric with a SEPARATE model, keeps only verified wins (pairwise-judged), reverts the rest. The git history is the improvement log. Use when the user wants to autonomously improve the quality of a document, email…

not rated 136 +1 2mo ago A 87 tokens original MIT

write-scenarios

12

future-agi/agent-learning-kit

Skill Claude CodeCodex

Writes the scenarios an AI agent is tested with, each a whole task made hard in one real way and proved against the world before it is kept. Use whenever scenarios, test cases or a suite are wanted for an agent whose contract and world have already been built, and before every scenario is submitted.

not rated 128 changed yesterday A 65 tokens

layerlens

14

LayerLens/stratix-python

Skill Claude CodeCodex

Evaluate AI outputs with LayerLens. Upload traces, create judges, run evaluations, and retrieve quality scores -- all from within OpenClaw.

not rated 100 14d ago A SkillSpector: pass 31 tokens original Apache-2.0

agenta

15

diegosouzapw/awesome-omni-skill

Skill Claude CodeCodex

LLM prompt management and evaluation platform. Version prompts, run A/B tests, evaluate with metrics, and deploy with confidence using Agenta's self-hosted solution.

not rated 64 +2 7mo ago A 36 tokens

langium

17

eclipse-langium/langium-ai

Skill Claude Code

A comprehensive skill to understanding how Langium-based projects work — from grammar definition through code generation, runtime parsing, linking, validation, and LSP integration.

not rated 30 17d ago A SkillSpector: pass 33 tokens original MIT

protein-design-qc

18

zongtingwei/Bioclaw_Skills_Hub

Skill Claude CodeCodex

Protein design quality control, filtering thresholds, and ranking guidance. Use this skill when: (1) Evaluating design quality for binding, expression, or structure, (2) Setting filtering thresholds for pLDDT, ipTM, PAE, (3) Checking sequence liabilities (cysteines, deamidation, polybasic clusters), (4) Creating…

not rated 27 6mo ago A 143 tokens original MIT

run-aeon-benchmark

19

AEON-7/Aeon-Bench-Pod

Skill Claude CodeCodex

Use when asked to run, benchmark, evaluate, or score an LLM with AEON Bench. You run the AEON Bench Pod on the user's machine, point it at a model, run the benchmark, and submit the signed result to the public leaderboard at aeon-bench.com. All work happens on the pod. The mothership only shows the board and accepts…

not rated 26 11d ago A 83 tokens original MIT

zom-representation

20

Accelerated-Innovation/governed-ai-delivery

Skill Claude Code

Zero-One-Many Representation Evolution — use this skill whenever working with existing code that needs to change, grow, or be refactored. Triggers include: "refactor this", "add a new X to this", "this is getting messy", "how should I represent this", "there's a lot of duplication here", or any time numbered…

not rated 20 5d ago A 137 tokens

test-skill

21

joeynyc/skillscore

Skill Claude CodeCodex

Fetches current weather data for any city using OpenWeatherMap API.

not rated 17 5mo ago A 0 tokens original MIT

skill-evaluator

22

lanyasheng/skill-evaluator

Skill Claude CodeCodex

A tool for evaluating and improving other coding-agent skills through benchmarks, adversarial tests, and repeated improvement cycles.

not rated 12 6mo ago A 31 tokens

eval-surfer

23

di37/EvalSurfer

Skill Claude Code

Drive AI application evaluations using the EvalSurfer skill-first workflow. Use when creating AI eval rubrics, reviewing RAG outputs, checking agent tool use, assessing safety, or calculating operational metrics like latency, TTFT, inter-token latency, throughput (tokens per second), P99 tail latency, cost, cost per…

not rated 11 3mo ago A 81 tokens original MIT

michael-polanyi

24

August1314/Michael-Polanyi

Skill Codex

A writing guide for giving practical advice when the situation is unclear, trade-offs matter, or information is incomplete.

not rated 9 5mo ago A 87 tokens original MIT

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