Jam MCP sunucusu
Commit 13 Kas 2026Lets an AI agent use screen recordings, console logs, and network requests as context to fix bugs, write tests, and create tickets.
Ayrıca bilinen adı jamdotdev/skills, skills
- Yıldızlar
- 11
- Araçlar
- —
- İndirmeler, 30 gün
- —
- En son sürüm
- 1.36.3
- Son commit
- 13 Kas 2026
- Lisans
- MIT
Jam MCP nedir?
Jam bir MCP sunucusudur. Lets an AI agent use screen recordings, console logs, and network requests as context to fix bugs, write tests, and create tickets.
Özet, projenin README dosyasından oluşturuldu
Jam MCP sunucusu hakkında
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.
Neler yapabilirsiniz
- 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.
Projenin README dosyasından alınmıştır. Her kullanım durumu, oradaki bir alıntı ile kontrol edilir.
Jam MCP nasıl yüklenir
Biçimler 10 Kas 2026 tarihinde doğrulandıJam MCP'yi Claude Code içine yükleyin
$ claude mcp add --transport http skills https://mcp.jam.dev/mcpJam MCP'yi Cursor içine yükleyin
~/.cursor/mcp.json
{
"mcpServers": {
"skills": {
"url": "https://mcp.jam.dev/mcp"
}
}
}Jam MCP'yi VS Code içine yükleyin
.vscode/mcp.json
{
"servers": {
"skills": {
"type": "http",
"url": "https://mcp.jam.dev/mcp"
}
}
}Jam MCP'yi Codex içine yükleyin
~/.codex/config.toml
[mcp_servers.skills] url = "https://mcp.jam.dev/mcp"
Jam MCP'yi Gemini CLI içine yükleyin
~/.gemini/settings.json
{
"mcpServers": {
"skills": {
"httpUrl": "https://mcp.jam.dev/mcp"
}
}
}Otomatik kontroller
Çalıştırıldı 14 Kas 2026Tam rapor →Henüz doğrulanmadı. Bir sunucunun 80 puana, ciddi bir bulgu olmamasına ve kontrol edebilmemiz için yeterli veriye ihtiyacı vardır. Kontroller nasıl çalışır
- Kaynak deposu bağlantılı ve erişilebilirjamdotdev/skills is public and reachablegithub.com/jamdotdev/skills ↗Geçti
- Paket bu depoyu kaynak olarak gösteriyorKontrol edilmedi
- Derleme kaynağı (Sigstore onayı)Kontrol edilmedi
- Açık kaynak lisansı (OSI)MITspdx.org/licenses/MIT.html ↗Geçti
- Son bir yıl içinde commit veya sürüm mevcutLast commit or release 2026-11-13github.com/jamdotdev/skills ↗Geçti
- OpenSSF ScorecardKontrol edilmedi
- Paket adı popüler bir pakete yakın değilKontrol edilmedi
- Pakette ve bağımlılıklarında kritik uyarı yokKontrol edilmedi
- Modele yönelik gizli talimat yok0 tool descriptions and the README read; no override phrases, credential paths or hidden charactersGeçti
- Yıkıcı araçlar etiketlenmişKontrol edilmedi
- Uzak endpoint MCP el sıkışmasına yanıt veriyorHTTPS endpoint answered 401 (sign-in required)Geçti
npx 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 soruları
Jam MCP'yi Claude Code'a nasıl eklerim?
Terminalinizde claude mcp add --transport http skills https://mcp.jam.dev/mcp komutunu çalıştırın. Her projede kullanılabilir olması için --scope user ekleyin.
Jam MCP'yi Cursor'a nasıl eklerim?
~/.cursor/mcp.json dosyasını açın ve yukarıdaki yükleme bölümünde gösterilen Cursor yapılandırmasını kullanarak sunucuyu mcpServers altına ekleyin.
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.