Deploy Release Test
vercel/next.js
Validate a commit-specific Next.js preview package and manually trigger the entire Next.js deployment test suite through the teste2edeployrelease.yml GitHub Actions workflow.
Patient safety evaluation harness for healthcare application deployments.
$ npx skills add affaan-m/ECC --skill healthcare-eval-harness -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install affaan-m/ECC healthcare-eval-harness --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/healthcare-eval-harness .claude/skills/healthcare-eval-harness && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "healthcare-eval-harness" agent skill from https://github.com/affaan-m/ECC/tree/main/skills/healthcare-eval-harness into .claude/skills/healthcare-eval-harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-eval-harness", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/affaan-m/ECC/tree/main/skills/healthcare-eval-harnessType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add affaan-m/ECC --skill healthcare-eval-harness -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install affaan-m/ECC healthcare-eval-harness --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/healthcare-eval-harness .agents/skills/healthcare-eval-harness && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "healthcare-eval-harness" agent skill from https://github.com/affaan-m/ECC/tree/main/skills/healthcare-eval-harness into .agents/skills/healthcare-eval-harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-eval-harness", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add affaan-m/ECC --skill healthcare-eval-harness -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install affaan-m/ECC healthcare-eval-harness --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/healthcare-eval-harness .cursor/skills/healthcare-eval-harness && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "healthcare-eval-harness" agent skill from https://github.com/affaan-m/ECC/tree/main/skills/healthcare-eval-harness into .cursor/skills/healthcare-eval-harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-eval-harness", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/affaan-m/ECC.git --path skills/healthcare-eval-harness--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add affaan-m/ECC --skill healthcare-eval-harness -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install affaan-m/ECC healthcare-eval-harness --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/healthcare-eval-harness .gemini/skills/healthcare-eval-harness && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "healthcare-eval-harness" agent skill from https://github.com/affaan-m/ECC/tree/main/skills/healthcare-eval-harness into .gemini/skills/healthcare-eval-harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-eval-harness", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install affaan-m/ECC healthcare-eval-harnessInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add affaan-m/ECC --skill healthcare-eval-harness -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/healthcare-eval-harness .github/skills/healthcare-eval-harness && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "healthcare-eval-harness" agent skill from https://github.com/affaan-m/ECC/tree/main/skills/healthcare-eval-harness into .github/skills/healthcare-eval-harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-eval-harness", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add affaan-m/ECC --skill healthcare-eval-harness -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install affaan-m/ECC healthcare-eval-harness --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/healthcare-eval-harness .opencode/skills/healthcare-eval-harness && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "healthcare-eval-harness" agent skill from https://github.com/affaan-m/ECC/tree/main/skills/healthcare-eval-harness into .opencode/skills/healthcare-eval-harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-eval-harness", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
healthcare-eval-harnessPatient safety evaluation harness for healthcare application deployments.
Healthcare Eval Harness is an agent skill from affaan-m/ECC. Patient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical workflow integrity, and integration compliance. Blocks deployments on safety failures. Use when a healthcare deployment must be gated on patient-safety tests for CDSS accuracy, PHI exposure, and workflow integrity.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in DevOps & Cloud, covering LLM evaluation, Clinical and healthcare research and Deployment. The repository describes itself as: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. The licence is MIT.
Read from SKILL.md and the folder at commit 2d515e4. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
npxjqFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npx, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Healthcare Eval Harness loads about 2k tokens when it runs. Until then it costs about 94 tokens; SKILL.md has 398 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from affaan-m/ECC at commit 2d515e4, republished under its MIT licence (© affaan-m). 398 words, ~1,957 tokens.
.claude/skills/healthcare-eval-harness/SKILL.md (or your agent's skills folder).Automated verification system for healthcare application deployments. A single CRITICAL failure blocks deployment. Patient safety is non-negotiable.
Note: Examples use Jest as the reference test runner. Adapt commands for your framework (Vitest, pytest, PHPUnit, etc.) — the test categories and pass thresholds are framework-agnostic.
The eval harness runs five test categories in order. The first three (CDSS Accuracy, PHI Exposure, Data Integrity) are CRITICAL gates requiring 100% pass rate — a single failure blocks deployment. The remaining two (Clinical Workflow, Integration) are HIGH gates requiring 95%+ pass rate.
Each category maps to a Jest test path pattern. The CI pipeline runs CRITICAL gates with --bail (stop on first failure) and enforces coverage thresholds with --coverage --coverageThreshold.
1. CDSS Accuracy (CRITICAL — 100% required)
Tests all clinical decision support logic: drug interaction pairs (both directions), dose validation rules, clinical scoring vs published specs, no false negatives, no silent failures.
npx jest --testPathPattern='tests/cdss' --bail --ci --coverage2. PHI Exposure (CRITICAL — 100% required)
Tests for protected health information leaks: API error responses, console output, URL parameters, browser storage, cross-facility isolation, unauthenticated access, service role key absence.
npx jest --testPathPattern='tests/security/phi' --bail --ci3. Data Integrity (CRITICAL — 100% required)
Tests clinical data safety: locked encounters, audit trail entries, cascade delete protection, concurrent edit handling, no orphaned records.
npx jest --testPathPattern='tests/data-integrity' --bail --ci4. Clinical Workflow (HIGH — 95%+ required)
Tests end-to-end flows: encounter lifecycle, template rendering, medication sets, drug/diagnosis search, prescription PDF, red flag alerts.
tmp_json=$(mktemp)
npx jest --testPathPattern='tests/clinical' --ci --json --outputFile="$tmp_json" || true
total=$(jq '.numTotalTests // 0' "$tmp_json")
passed=$(jq '.numPassedTests // 0' "$tmp_json")
if [ "$total" -eq 0 ]; then
echo "No clinical tests found" >&2
exit 1
fi
rate=$(echo "scale=2; $passed * 100 / $total" | bc)
echo "Clinical pass rate: ${rate}% ($passed/$total)"5. Integration Compliance (HIGH — 95%+ required)
Tests external systems: HL7 message parsing (v2.x), FHIR validation, lab result mapping, malformed message handling.
tmp_json=$(mktemp)
npx jest --testPathPattern='tests/integration' --ci --json --outputFile="$tmp_json" || true
total=$(jq '.numTotalTests // 0' "$tmp_json")
passed=$(jq '.numPassedTests // 0' "$tmp_json")
if [ "$total" -eq 0 ]; then
echo "No integration tests found" >&2
exit 1
fi
rate=$(echo "scale=2; $passed * 100 / $total" | bc)
echo "Integration pass rate: ${rate}% ($passed/$total)"| Category | Threshold | On Failure |
|---|---|---|
| CDSS Accuracy | 100% | BLOCK deployment |
| PHI Exposure | 100% | BLOCK deployment |
| Data Integrity | 100% | BLOCK deployment |
| Clinical Workflow | 95%+ | WARN, allow with review |
| Integration | 95%+ | WARN, allow with review |
name: Healthcare Safety Gate
on: [push, pull_request]
jobs:
safety-gate:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-node@v4
with:
node-version: '20'
- run: npm ci
# CRITICAL gates — 100% required, bail on first failure
- name: CDSS Accuracy
run: npx jest --testPathPattern='tests/cdss' --bail --ci --coverage --coverageThreshold='{"global":{"branches":80,"functions":80,"lines":80}}'
- name: PHI Exposure Check
run: npx jest --testPathPattern='tests/security/phi' --bail --ci
- name: Data Integrity
run: npx jest --testPathPattern='tests/data-integrity' --bail --ci
# HIGH gates — 95%+ required, custom threshold check
# HIGH gates — 95%+ required
- name: Clinical Workflows
run: |
TMP_JSON=$(mktemp)
npx jest --testPathPattern='tests/clinical' --ci --json --outputFile="$TMP_JSON" || true
TOTAL=$(jq '.numTotalTests // 0' "$TMP_JSON")
PASSED=$(jq '.numPassedTests // 0' "$TMP_JSON")
if [ "$TOTAL" -eq 0 ]; then
echo "::error::No clinical tests found"; exit 1
fi
RATE=$(echo "scale=2; $PASSED * 100 / $TOTAL" | bc)
echo "Pass rate: ${RATE}% ($PASSED/$TOTAL)"
if (( $(echo "$RATE < 95" | bc -l) )); then
echo "::warning::Clinical pass rate ${RATE}% below 95%"
fi
- name: Integration Compliance
run: |
TMP_JSON=$(mktemp)
npx jest --testPathPattern='tests/integration' --ci --json --outputFile="$TMP_JSON" || true
TOTAL=$(jq '.numTotalTests // 0' "$TMP_JSON")
PASSED=$(jq '.numPassedTests // 0' "$TMP_JSON")
if [ "$TOTAL" -eq 0 ]; then
echo "::error::No integration tests found"; exit 1
fi
RATE=$(echo "scale=2; $PASSED * 100 / $TOTAL" | bc)
echo "Pass rate: ${RATE}% ($PASSED/$TOTAL)"
if (( $(echo "$RATE < 95" | bc -l) )); then
echo "::warning::Integration pass rate ${RATE}% below 95%"
fi--no-bail on CRITICAL test suites--coverage on CDSS suitesnpx jest --testPathPattern='tests/cdss' --bail --ci --coverage && \
npx jest --testPathPattern='tests/security/phi' --bail --ci && \
npx jest --testPathPattern='tests/data-integrity' --bail --citmp_json=$(mktemp)
npx jest --testPathPattern='tests/clinical' --ci --json --outputFile="$tmp_json" || true
jq '{
passed: (.numPassedTests // 0),
total: (.numTotalTests // 0),
rate: (if (.numTotalTests // 0) == 0 then 0 else ((.numPassedTests // 0) / (.numTotalTests // 1) * 100) end)
}' "$tmp_json"
# Expected: { "passed": 21, "total": 22, "rate": 95.45 }## Healthcare Eval: 2026-03-27 [commit abc1234]
### Patient Safety: PASS
| Category | Tests | Pass | Fail | Status |
|----------|-------|------|------|--------|
| CDSS Accuracy | 39 | 39 | 0 | PASS |
| PHI Exposure | 8 | 8 | 0 | PASS |
| Data Integrity | 12 | 12 | 0 | PASS |
| Clinical Workflow | 22 | 21 | 1 | 95.5% PASS |
| Integration | 6 | 6 | 0 | PASS |
### Coverage: 84% (target: 80%+)
### Verdict: SAFE TO DEPLOY© affaan-m, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/healthcare-eval-harness of affaan-m/ECC.
Open the folder on GitHubat commit 2d515e4
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in affaan-m/ECC, which our catalogue first saw on October 7, 2026.
Healthcare Eval Harness next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Healthcare Eval Harness this skillaffaan-m/ECC | 277k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| Deploy Release Testvercel/next.js | 143k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Ak Dev New Secret Provideryaalalabs/agent-kernel | 192 | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| SageMaker Production Defaultshuggingface/skills | 11k | 1 repos | ~6.9k | Automated safety check: Pass | Apache-2.0 | |
| Quality FlywheelGoogleCloudPlatform/vertex-ai-samples | 792 | — | ~2k | Automated safety check: Pass | Apache-2.0 | |
| Azure AI Agent App DeploymentAzure-Samples/get-started-with-ai-agents | 374 | — | ~4.7k | Automated safety check: Notes | MIT |
vercel/next.js
Validate a commit-specific Next.js preview package and manually trigger the entire Next.js deployment test suite through the teste2edeployrelease.yml GitHub Actions workflow.
yaalalabs/agent-kernel
Step-by-step guide for adding a new built-in secret provider to Agent Kernel's secret-resolution capability (beyond env and awsssm).
huggingface/skills
Deploys SageMaker endpoints with autoscaling, CloudWatch alarms and tags on by default, using scripts for real-time, scale-to-zero and async setups.
GoogleCloudPlatform/vertex-ai-samples
Evaluate and improve GenAI models and agents using the Google GenAI Evaluation SDK.
Azure-Samples/get-started-with-ai-agents
Creates an azd environment, checks RBAC and model quota, provisions an AI agent app on Azure with azd up and health-checks the deployed app.
Margin-Lab/evals
Converts test suites from external eval frameworks into the Margin Eval suite format.
affaan-m/ECC
Audits your installed Claude skills and commands for quality, with a quick mode for recently changed skills and a full mode that evaluates all of them through subagents.
affaan-m/ECC
Ingests, indexes, searches, edits and monitors video, audio and live streams through the VideoDB Python SDK, returning stream links, clips and timestamps.
affaan-m/ECC
Route broad documentation-governance requests to existing ECC skills and run an opt-in, read-only audit of mapped documentation roles, links, ADR indexes, and evidence references.
affaan-m/ECC
Scans installed skills for principles that recur across them and proposes rule-file changes: append, revise, add a section, create a file or leave as covered.
affaan-m/ECC
Builds DRAFT counterparty agreements from one markdown template and a small JSON spec per party, with clauses picked by the party's role.
affaan-m/ECC
Set an ECC-specific frontend design direction for production UI work.
Patient safety evaluation harness for healthcare application deployments. Healthcare Eval Harness is an agent skill from affaan-m/ECC. Patient safety evaluation harness for healthcare application deployments.
Healthcare Eval Harness fits situations like: A healthcare deployment must be gated on patient-safety tests for CDSS accuracy; workflow integrity.
Run `npx skills add affaan-m/ECC --skill healthcare-eval-harness -a claude-code`. Or copy the skill folder (skills/healthcare-eval-harness in affaan-m/ECC) into .claude/skills/healthcare-eval-harness in your project. Claude Code loads it when a task matches its description.
Run `npx skills add affaan-m/ECC --skill healthcare-eval-harness -a codex`. Or copy the skill folder (skills/healthcare-eval-harness in affaan-m/ECC) into .agents/skills/healthcare-eval-harness in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add affaan-m/ECC --skill healthcare-eval-harness -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/healthcare-eval-harness, .gemini/skills/healthcare-eval-harness, .github/skills/healthcare-eval-harness and .opencode/skills/healthcare-eval-harness in your project.
Going by SKILL.md and its folder, Healthcare Eval Harness needs the command-line tools its instructions call (npx and jq). Our summary lists: Node.js.
SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Healthcare Eval Harness is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2k tokens (SKILL.md is roughly 7.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Healthcare Eval Harness: Deploy Release Test (vercel/next.js, 143k stars), Ak Dev New Secret Provider (yaalalabs/agent-kernel, 192 stars), SageMaker Production Defaults (huggingface/skills, 11k stars) and Quality Flywheel (GoogleCloudPlatform/vertex-ai-samples, 792 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
affaan-m (a GitHub user) maintains it in affaan-m/ECC, which has 276,673 GitHub stars. The repository holds 683 skills in this directory. The repository was last updated on October 11, 2026.
Source: affaan-m/ECC on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.