Jam MCP server
2026년 11월 13일 커밋Lets an AI agent use screen recordings, console logs, and network requests as context to fix bugs, write tests, and create tickets.
다른 이름 jamdotdev/skills, skills
- 스타
- 11
- Tools
- —
- 다운로드, 30일
- —
- 최신 버전
- 1.36.3
- 마지막 커밋
- 2026년 11월 13일
- 라이선스
- MIT
Jam MCP란?
Jam은(는) MCP server입니다. Lets an AI agent use screen recordings, console logs, and network requests as context to fix bugs, write tests, and create tickets.
프로젝트 README에서 생성된 요약
Jam MCP server 정보
Jam provides an interface for AI agents to interact with visual and technical debugging data. By using Jam links, which combine screen recordings, console logs, and network requests, developers can give agents the context needed to resolve issues. The server works with various clients including Claude Code, Cursor, GitHub Copilot, and Gemini CLI through the skills.sh framework.
Users can deploy these capabilities locally or in cloud environments using the Jam CLI and a personal access token. The system includes specialized tools like jam-fix for root cause analysis, jam-to-e2e for generating automated tests, and jam-to-ticket for filing issues in Linear, GitHub, or Jira. It also enables agents to create their own evidence by recording successful fixes via jam-proof, providing a visual way to verify code changes during pull requests.
활용 사례
- 1Automated bug fixingAn agent can analyze a recording to find the root cause of an error and suggest code changes.
- 2Generating end-to-end testsYou can instruct an agent to write a test based on a recorded bug to prevent regressions.
- 3Creating project ticketsThe agent can automatically file bug reports in project management tools like Jira or GitHub Issues.
- 4Verifying successful changesAn agent can record a new video to prove that a fix actually works.
프로젝트의 README를 바탕으로 작성되었습니다. 모든 활용 사례는 해당 내용의 인용문과 대조하여 확인합니다.
Jam MCP 설치 방법
형식 확인: 2026년 11월 10일Claude Code에 Jam MCP 설치
$ claude mcp add --transport http skills https://mcp.jam.dev/mcpCursor에 Jam MCP 설치
~/.cursor/mcp.json
{
"mcpServers": {
"skills": {
"url": "https://mcp.jam.dev/mcp"
}
}
}VS Code에 Jam MCP 설치
.vscode/mcp.json
{
"servers": {
"skills": {
"type": "http",
"url": "https://mcp.jam.dev/mcp"
}
}
}Codex에 Jam MCP 설치
~/.codex/config.toml
[mcp_servers.skills] url = "https://mcp.jam.dev/mcp"
Gemini CLI에 Jam MCP 설치
~/.gemini/settings.json
{
"mcpServers": {
"skills": {
"httpUrl": "https://mcp.jam.dev/mcp"
}
}
}자동 검사
2026년 11월 14일에 실행됨전체 보고서 →아직 인증되지 않았습니다. 서버는 80점 이상의 점수, 심각한 결함 없음, 그리고 검사에 충분한 데이터를 갖추어야 합니다. 검사 방식
- 소스 저장소 연결 및 접근 가능jamdotdev/skills is public and reachablegithub.com/jamdotdev/skills ↗통과
- 패키지가 이 저장소를 소스로 지정검사되지 않음
- 빌드 출처(Sigstore 증명)검사되지 않음
- 오픈 소스 라이선스 (OSI)MITspdx.org/licenses/MIT.html ↗통과
- 최근 1년 내 커밋 또는 릴리스Last commit or release 2026-11-13github.com/jamdotdev/skills ↗통과
- OpenSSF Scorecard검사되지 않음
- 패키지 이름이 인기 패키지와 유사하지 않음검사되지 않음
- 패키지와 의존성에 심각한 보안 권고 없음검사되지 않음
- 모델에 대한 숨겨진 지침 없음0 tool descriptions and the README read; no override phrases, credential paths or hidden characters통과
- 파괴적인 도구에 라벨 표시됨검사되지 않음
- 원격 endpoint가 MCP 핸드셰이크에 응답HTTPS endpoint answered 401 (sign-in required)통과
README
GitHub에서 보기npx skills add jamdotdev/skills
Then paste a Jam link and say what you want:
- "fix this https://jam.dev/c/…"
- "do what I said in this jam"
- "make a ticket for this jam"
- "record a jam showing it works"
A Jam is a screen recording or screenshot with the console logs, network requests and user actions attached, on one link. You'd record one for a bug report, a feedback walkthrough or a demo. These skills let your agent read a Jam, and record its own when it's done, so you check the result by watching it.
Works with Claude Code, Cursor, Codex, GitHub Copilot, Gemini CLI, OpenCode and every agent skills.sh supports. Add --skill jam-fix to install one skill.
Skills
You don't need to remember these names. Paste a Jam link, say what you want, and your agent picks the skill.
Give your agent a Jam
- jam: "Take a look at this jam." For a link with no instructions. It reads the Jam and picks the skill below that fits.
- jam-fix: "Fix this jam." Finds the root cause from the errors, failed requests and steps in the recording, and shows the evidence. It changes code only when you ask.
- jam-to-tasks: "Do what I said in this jam." Turns your feedback into a numbered to-do list, each item tied to the moment you said it, then works through it.
- jam-to-e2e: "Write a test for this jam." Writes an end-to-end test with your project's own test setup. A Jam of a bug becomes a test that fails until the fix lands.
- jam-to-ticket: "Make a ticket for this jam." Files it in Linear, GitHub Issues or Jira with the steps, a frame from the recording and the errors, unless a ticket already exists.
- video-to-jam: "Split this recording by bug." Turns an MP4, a Loom download or a long call into one Jam per issue.
Get a Jam back
- jam-proof: "Record a jam showing it works." Records the change working and gives you a Jam link for the pull request.
- jam-annotate: "Mark what's broken and share it." Draws boxes, arrows and notes on a screenshot, blurs anything private, and shares it as a Jam.
- jam-proof-table: "Give me the jams for each fix." After a batch of work, one table: each claim, whether it works, and the Jam that shows it.
Set up Jam
- jam-setup: "Set up jam." Installs the Jam CLI, signs you in, connects Jam MCP, installs these skills and runs
jam doctor, in that order. It asks once whether to set up this project or every project on your machine.
Make a video
These need no Jam account. With the Jam CLI, a video can become a Jam link to comment on.
- record-demo: "Record a demo of this feature." Plays the flow in a browser at human pace and renders a narrated 1440p video, with the camera moving only where the script says.
- add-voiceover: "Add a voiceover to this video." Writes a script for the ear, voices it line by line and lays each line on the moment it describes, with a subtitle file.
- record-terminal-proof: "Record proof that the migration ran." Records the commands and renders a GIF that plays inline on the pull request.
Requirements
- A free Jam account, for every skill except the three video skills.
- The Jam CLI. Say "set up jam" and
jam-setupwalks you through it. A skill signs in when it needs to.jam,jam-fixandjam-to-e2ecan read a Jam through Jam MCP instead, the Model Context Protocol (MCP) server the plugin connects. - For
video-to-jam: ffmpeg and a local transcriber such as Whisper. - For
record-demo: agent-browser 0.38.1 or later, ffmpeg and Node 22 or later, with no npm packages. Its narration comes fromadd-voiceover. - For
add-voiceover: ffmpeg and Node 22 or later, with no npm packages. An ElevenLabs key or the free Kokoro model (Python 3 and uv) gives a natural voice; without either, it uses the macOS voice. - For
record-terminal-proof: asciinema 3 and agg. On Windows, use WSL. - In CI or a cloud agent: a personal access token in
JAM_TOKEN. - For
jam-proof: recording a web page needs only Chrome. Recording a window or the whole screen needs macOS or Linux (X11).
Install as a plugin
The plugin installs every skill, connects Jam MCP and updates itself. Use the plugin or npx skills add, not both, or the agent sees every skill twice.
/plugin marketplace add jamdotdev/skills
/plugin install jam@jam-plugins
Skills load as /jam:jam-fix, /jam:jam-proof, and so on. To test a checkout, run claude --plugin-dir /path/to/skills.
Open Customize in the sidebar, search for Jam, and click Install.
To test a checkout, link it into the local plugin folder and run Developer: Reload Window:
ln -s /path/to/skills ~/.cursor/plugins/local/jam
codex plugin marketplace add jamdotdev/skills
codex plugin add jam@jam-plugins
Start a new session, complete the OAuth prompt, and run /mcp to check the connection. To test a checkout, pass its path to marketplace add.
copilot plugin marketplace add jamdotdev/skills
copilot plugin install jam@jam-plugins
gemini extensions install https://github.com/jamdotdev/skills
Run /mcp auth Jam once to sign in. To test a checkout, run gemini extensions link /path/to/skills.
Sign-in, tokens, what Jam MCP can do, and permissions: docs/plugin.md.
Contribute
Bug in a skill, or a skill you want? Open an issue. Pull requests are welcome, and CONTRIBUTING.md is short.
Jam MCP 질문
Jam MCP를 Claude Code에 추가하려면 어떻게 하나요?
터미널에서 claude mcp add --transport http skills https://mcp.jam.dev/mcp를 실행합니다. 모든 프로젝트에서 사용할 수 있게 하려면 --scope user를 추가합니다.
Jam MCP를 Cursor에 추가하려면 어떻게 하나요?
~/.cursor/mcp.json를 열고 mcpServers 아래에 서버를 추가합니다. 위 설치 섹션에 표시된 Cursor 구성을 사용합니다.
What is a Jam?
A Jam is a screen recording or screenshot that includes attached console logs, network requests, and user actions in a single link.