Agent QA Authoring
vostride/agent-qa
A skill your agent uses when creating, editing, validating, or running agent-qa tests, suites, or hooks.
Verify an MCP server before release by exercising a real protocol session, comparing runtime capabilities with source and documentation, testing failure paths, and recording reproducible evidence.
$ npx skills add github/awesome-copilot --skill mcp-release-qa -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install github/awesome-copilot mcp-release-qa --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/github/awesome-copilot.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/mcp-release-qa .claude/skills/mcp-release-qa && 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 "mcp-release-qa" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/mcp-release-qa into .claude/skills/mcp-release-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-release-qa", 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/github/awesome-copilot/tree/main/skills/mcp-release-qaType 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 github/awesome-copilot --skill mcp-release-qa -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install github/awesome-copilot mcp-release-qa --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/mcp-release-qa .agents/skills/mcp-release-qa && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "mcp-release-qa" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/mcp-release-qa into .agents/skills/mcp-release-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-release-qa", 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 github/awesome-copilot --skill mcp-release-qa -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install github/awesome-copilot mcp-release-qa --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/mcp-release-qa .cursor/skills/mcp-release-qa && 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 "mcp-release-qa" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/mcp-release-qa into .cursor/skills/mcp-release-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-release-qa", 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/github/awesome-copilot.git --path skills/mcp-release-qa--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 github/awesome-copilot --skill mcp-release-qa -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install github/awesome-copilot mcp-release-qa --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/mcp-release-qa .gemini/skills/mcp-release-qa && 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 "mcp-release-qa" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/mcp-release-qa into .gemini/skills/mcp-release-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-release-qa", 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 github/awesome-copilot mcp-release-qaInstalls 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 github/awesome-copilot --skill mcp-release-qa -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/mcp-release-qa .github/skills/mcp-release-qa && 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 "mcp-release-qa" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/mcp-release-qa into .github/skills/mcp-release-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-release-qa", 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 github/awesome-copilot --skill mcp-release-qa -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install github/awesome-copilot mcp-release-qa --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/mcp-release-qa .opencode/skills/mcp-release-qa && 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 "mcp-release-qa" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/mcp-release-qa into .opencode/skills/mcp-release-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mcp-release-qa", 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.
mcp-release-qaVerify an MCP server before release by exercising a real protocol session, comparing runtime capabilities with source and documentation, testing failure paths, and recording reproducible evidence.
MCP Release QA is an agent skill from github/awesome-copilot, published by the product's own GitHub organization. Verify an MCP server before release by exercising a real protocol session, comparing runtime capabilities with source and documentation, testing failure paths, and recording reproducible evidence. Use when shipping or reviewing an MCP server, tool, resource, prompt, catalog, or install path.
Its SKILL.md is about 1.8k 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 Agent Workflows, covering MCP servers. It works with Model Context Protocol. The repository describes itself as: Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot. The licence is MIT.
8 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 727ff2e. 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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
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.
MCP Release QA loads about 1.8k tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 833 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 github/awesome-copilot at commit 727ff2e, republished under its MIT licence (© github). 833 words, ~1,796 tokens.
.claude/skills/mcp-release-qa/SKILL.md (or your agent's skills folder).Test the server that users will run. A schema review or a passing unit test is not runtime evidence.
This skill complements security review. It focuses on protocol behavior, published-contract drift, transport correctness, and reproducible release evidence.
initialize, notifications/initialized, discovery, and invocation in
the same session. A new process is a new STDIO session.Identify:
Prefer repository-native commands. Inspect package.json, pyproject.toml,
Makefile, CI workflows, and contributor instructions before inventing a test
harness.
Build the candidate and start the documented entry point with test-safe configuration. Capture:
For STDIO, stdout is protocol-only. Logs, banners, and stack traces belong on stderr. For HTTP transports, record the status, relevant MCP headers, and session identifier handling without printing credentials.
If the server cannot start from its documented instructions, report that as a release failure and preserve the startup error verbatim.
Run this sequence through a real MCP client or the repository's integration harness:
initialize with a protocol version the server claims to support.notifications/initialized.ping.tools/listresources/listresources/templates/listprompts/listDo not send post-initialization requests through separate one-shot processes. That accidentally tests several incomplete sessions instead of one valid session.
Build four inventories from current evidence:
| Surface | Evidence |
|---|---|
| Source | Registered tool, resource, template, and prompt definitions |
| Runtime | Results from the live discovery methods |
| Generated metadata | Catalogs, manifests, or generated indexes |
| Documentation | README, reference pages, and install output |
Compare by stable identifier. Report:
Regenerate derived files with the repository's own build command, then fail if the working tree still contains unexplained generated changes.
For every discovered item, verify the runtime definition against its source:
inputSchema defines types, required fields, enums, and bounds where needed.outputSchema when one is published.prompts/get returns usable messages for valid arguments.At minimum, probe:
Verify that each response has the correct request ID, a useful error message, and no successful side effect. For STDIO, also confirm every stdout line is a complete protocol message and a healthy session leaves stderr clean unless the server explicitly documents diagnostic output.
When the project publishes an install command:
An install string that was only inspected is unverified.
Use this format:
# MCP Release QA
Candidate: [commit]
Transport: [STDIO | Streamable HTTP | SSE]
Verdict: PASS | PASS WITH CAVEATS | FAIL
## Commands and results
- `[exact command]` — [exit status and result]
## Session transcript
- initialize: [result]
- discovery: [result]
- representative calls: [result]
- negative paths: [result]
## Parity
| Identifier | Source | Runtime | Metadata | Docs | Result |
|---|---|---|---|---|---|
## Findings
| Severity | Evidence | Impact | Narrowest fix |
|---|---|---|---|
## Missing evidence
- [check that could not run and why]Use FAIL for a server that cannot start, complete a valid session, keep the
transport parseable, or safely reject invalid input. Use PASS WITH CAVEATS
only for bounded documentation or metadata drift that does not misrepresent a
dangerous capability. Otherwise use PASS.
© github, 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/mcp-release-qa of github/awesome-copilot.
Open the folder on GitHubat commit 727ff2e
MCP Release QA 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 |
|---|---|---|---|---|---|---|
| MCP Release QA this skillgithub/awesome-copilot | 40k | — | ~1.8k | Automated safety check: Pass | MIT | |
| Agent QA Authoringvostride/agent-qa | 902 | — | ~569 | Automated safety check: Pass | Custom licence | |
| Agent QA Result Triagevostride/agent-qa | 902 | — | ~394 | Automated safety check: Pass | Custom licence | |
| Lightpandalightpanda-io/agent-skill | 101 | — | ~6k | Automated safety check: Pass | Apache-2.0 | |
| Opik Comparecomet-ml/opik-mcp | 219 | — | ~2.6k | Automated safety check: Notes | Apache-2.0 | |
| Agent QA Debug Fixvostride/agent-qa | 902 | — | ~398 | Automated safety check: Pass | Custom licence |
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Works with
Categories
Verify an MCP server before release by exercising a real protocol session, comparing runtime capabilities with source and documentation, testing failure paths, and recording reproducible evidence. MCP Release QA is an agent skill from github/awesome-copilot, published by the product's own GitHub organization. Verify an MCP server before release by exercising a real protocol session, comparing runtime capabilities with source and documentation, testing failure paths, and recording reproducible evidence.
MCP Release QA fits situations like: reviewing an MCP server; tasks that involve MCP servers.
Run `npx skills add github/awesome-copilot --skill mcp-release-qa -a claude-code`. Or copy the skill folder (skills/mcp-release-qa in github/awesome-copilot) into .claude/skills/mcp-release-qa in your project. Claude Code loads it when a task matches its description.
Run `npx skills add github/awesome-copilot --skill mcp-release-qa -a codex`. Or copy the skill folder (skills/mcp-release-qa in github/awesome-copilot) into .agents/skills/mcp-release-qa 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 github/awesome-copilot --skill mcp-release-qa -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mcp-release-qa, .gemini/skills/mcp-release-qa, .github/skills/mcp-release-qa and .opencode/skills/mcp-release-qa in your project.
SKILL.md names no scripts, command-line tools or credentials: MCP Release QA is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. 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.
MCP Release QA is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.2k 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 MCP Release QA: Agent QA Authoring (vostride/agent-qa, 902 stars), Agent QA Result Triage (vostride/agent-qa, 902 stars), Lightpanda (lightpanda-io/agent-skill, 101 stars) and Opik Compare (comet-ml/opik-mcp, 219 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
github (a GitHub organization, an official publisher) maintains it in github/awesome-copilot, which has 39,748 GitHub stars. The repository holds 417 skills in this directory. The repository was last updated on October 7, 2026.
Source: github/awesome-copilot on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.