Jam MCP server
Commit 13 Nov 2026Memungkinkan AI agent menggunakan rekaman layar, console logs, dan network requests sebagai konteks untuk memperbaiki bug, menulis test, dan membuat ticket.
Juga dikenal sebagai jamdotdev/skills, skills
- Stars
- 11
- Tools
- —
- Unduhan, 30 hari
- —
- Versi terbaru
- 1.36.3
- Commit terakhir
- 13 Nov 2026
- Lisensi
- MIT
Apa itu Jam MCP?
Jam adalah MCP server. Memungkinkan AI agent menggunakan rekaman layar, console logs, dan network requests sebagai konteks untuk memperbaiki bug, menulis test, dan membuat ticket.
Ringkasan dibuat dari README proyek
Tentang Jam MCP server
Jam menyediakan interface bagi AI agent untuk berinteraksi dengan data debugging visual dan teknis. Dengan menggunakan link Jam yang menggabungkan rekaman layar, console logs, dan network requests, developer dapat memberikan konteks yang dibutuhkan agent untuk menyelesaikan masalah. MCP server ini bekerja dengan berbagai client termasuk Claude Code, Cursor, GitHub Copilot, dan Gemini CLI melalui framework skills.sh.
User dapat men-deploy kapabilitas ini secara lokal atau di lingkungan cloud menggunakan Jam CLI dan personal access token. Sistem ini mencakup tool khusus seperti jam-fix untuk root cause analysis, jam-to-e2e untuk membuat automated tests, dan jam-to-ticket untuk membuat issue di Linear, GitHub, atau Jira. Sistem ini juga memungkinkan agent untuk membuat bukti mereka sendiri dengan merekam perbaikan yang berhasil via jam-proof, memberikan cara visual untuk memverifikasi perubahan kode selama pull request.
Apa yang bisa Anda lakukan dengannya
- 1Automated bug fixingAgent dapat menganalisis rekaman untuk menemukan root cause dari sebuah error dan menyarankan perubahan kode.
- 2Generating end-to-end testsAnda dapat menginstruksikan agent untuk menulis test berdasarkan bug yang terekam guna mencegah regresi.
- 3Creating project ticketsAgent dapat secara otomatis membuat laporan bug di tool manajemen proyek seperti Jira atau GitHub Issues.
- 4Verifying successful changesAgent dapat merekam video baru untuk membuktikan bahwa sebuah perbaikan benar-benar berfungsi.
Ditulis berdasarkan README proyek. Setiap use case diperiksa terhadap kutipan dari README tersebut.
Cara menginstal Jam MCP
Format diverifikasi 10 Nov 2026Instal Jam MCP di Claude Code
$ claude mcp add --transport http skills https://mcp.jam.dev/mcpInstal Jam MCP di Cursor
~/.cursor/mcp.json
{
"mcpServers": {
"skills": {
"url": "https://mcp.jam.dev/mcp"
}
}
}Instal Jam MCP di VS Code
.vscode/mcp.json
{
"servers": {
"skills": {
"type": "http",
"url": "https://mcp.jam.dev/mcp"
}
}
}Instal Jam MCP di Codex
~/.codex/config.toml
[mcp_servers.skills] url = "https://mcp.jam.dev/mcp"
Instal Jam MCP di Gemini CLI
~/.gemini/settings.json
{
"mcpServers": {
"skills": {
"httpUrl": "https://mcp.jam.dev/mcp"
}
}
}Pengecekan otomatis
Berjalan 14 Nov 2026Laporan lengkap →Belum diverifikasi. Sebuah server memerlukan skor 80, tidak ada temuan serius, dan data yang cukup untuk kami periksa. Cara kerja checks
- Source repository terhubung dan dapat dijangkaujamdotdev/skills is public and reachablegithub.com/jamdotdev/skills ↗Lolos
- Paket menyebut repo ini sebagai sumbernyaTidak diperiksa
- Provenance build (atestasi Sigstore)Tidak diperiksa
- Lisensi open source (OSI)MITspdx.org/licenses/MIT.html ↗Lolos
- Ada commit atau release dalam satu tahun terakhirLast commit or release 2026-11-13github.com/jamdotdev/skills ↗Lolos
- OpenSSF ScorecardTidak diperiksa
- Nama package tidak mirip dengan package populerTidak diperiksa
- Tidak ada advisory kritis di paket maupun dependensinyaTidak diperiksa
- Tidak ada instruksi tersembunyi untuk model0 tool descriptions and the README read; no override phrases, credential paths or hidden charactersLolos
- Tools yang bersifat destruktif telah diberi labelTidak diperiksa
- Endpoint remote menjawab handshake MCPHTTPS endpoint answered 401 (sign-in required)Lolos
README
Lihat di GitHubnpx 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.
Pertanyaan tentang Jam MCP
Bagaimana cara menambahkan Jam MCP ke Claude Code?
Jalankan claude mcp add --transport http skills https://mcp.jam.dev/mcp di terminal Anda. Tambahkan --scope user agar tersedia di semua proyek.
Bagaimana cara menambahkan Jam MCP ke Cursor?
Buka ~/.cursor/mcp.json dan tambahkan server di bawah mcpServers, menggunakan config Cursor yang ditunjukkan di bagian instalasi di atas.
Apa itu Jam?
Jam adalah rekaman layar atau screenshot yang menyertakan console logs, network requests, dan aksi user dalam satu link tunggal.