digline

Name: digline
Author: digline

by diglineversion 0.9.1i★ 10 (Stars for the whole repo)iRuns on your computer

Registry namedev.digline/digline-mcp

How to install

What it does

Read, measure and explain LLM eval runs of a digline suite. Cannot promote a baseline.

Connects Runs on your computer
Account or key No key needed
Category Search & AI memory

Install

Pick the AI app you use, then copy the settings.

Passed 3/3 checks · Runs on your computer · ✓ Commands checked Nov 13, 2026

First: which AI do you use?

ClaudeWeb · app · phoneChatGPTWebClaude CodeTerminalCursorCode editorVS CodeCode editorOtherOther apps

Pick your app and the steps appear below.

Works with Claude, with some setup first

Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone

Let AI install it

Copy this message into a Claude chat. The AI checks your computer, tells you which file it will change, and waits for your OK every time.

Please install the MCP server digline for Claude on this computer, in this order: 1) Check uv with uv --version. If it is missing, tell me to install it from https://docs.astral.sh/uv/getting-started/installation/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "mcpServers": { "digline": { "command": "uvx", "args": [ "digline-mcp", "--root", "your-value", "--names", "your-value" ] } } } 3) Tell me the full path of the file you will change, or the command you will run, and wait for my OK. 4) No key is needed. 5) Do what we agreed, then check that the digline tools really show up.

This message has no key in it. If a key is needed, the AI will ask you to paste it yourself into the file or the app’s field.

1
Install uv (if you don’t have it)
Already installed? Check first · Open Terminal, type this command and press Enter
uv --version
- A version number such as uv … = installed, skip this step
- "command not found" (on Windows: "is not recognized") = not installed yet, or installed but Terminal needs to be closed and reopened
How to open Terminal
Mac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: uv has no click-through installer. Copy the one-line command for your system (macOS or Windows) from uv’s official page into Terminal · no separate Python install needed; uv downloads it when required
Open the uv download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: uv --version
Install once; it works for everything that needs uv
Done
Open the Claude desktop app’s settings file
SettingsDeveloperEdit Config
Done

Paste these settings and save the file

{
  "mcpServers": {
    "digline": {
      "command": "uvx",
      "args": [
        "digline-mcp",
        "--root",
        "your-value",
        "--names",
        "your-value"
      ]
    }
  }
}

Done

Quit Claude and open it again
Done
Try it
Use digline and tell me what you can do for me, then show me one thing
✓ If Claude says it is using digline or shows a digline tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

ChatGPT cannot connect digline yet

digline runs on your computer, but ChatGPT can only connect servers that run on the web

What you can do instead

A · Use an app that can connect digline

Steps for Claude →Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
Steps for Claude Code →Install Python (uv) on your computer first (one time)
Steps for Cursor →Install Python (uv) on your computer first (one time) · No one-click button: paste the settings and fill in the values yourself
Steps for VS Code →Install Python (uv) on your computer first (one time) · No one-click button: paste the settings and fill in the values yourself

B · Others in Search & AI memory that work with ChatGPT

Picked from the most used in the same category, only ones that connect by address with no key

Context7✓ ChatGPT
OpenSEO✓ ChatGPT
AIHOT✓ ChatGPT

Works with Claude Code, with some setup first

Install Python (uv) on your computer first (one time)

Let AI install it

Copy this message into a Claude Code chat. The AI checks your computer, tells you which file it will change, and waits for your OK every time.

Please install the MCP server digline for Claude Code on this computer, in this order: 1) Check uv with uv --version. If it is missing, tell me to install it from https://docs.astral.sh/uv/getting-started/installation/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): claude mcp add --scope user digline -- uvx digline-mcp --root your-value --names your-value 3) Tell me the full path of the file you will change, or the command you will run, and wait for my OK. 4) No key is needed. 5) Do what we agreed, then check that the digline tools really show up.

This message has no key in it. If a key is needed, the AI will ask you to paste it yourself into the file or the app’s field.

1
Install uv (if you don’t have it)
Already installed? Check first · Open Terminal, type this command and press Enter
uv --version
- A version number such as uv … = installed, skip this step
- "command not found" (on Windows: "is not recognized") = not installed yet, or installed but Terminal needs to be closed and reopened
How to open Terminal
Mac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: uv has no click-through installer. Copy the one-line command for your system (macOS or Windows) from uv’s official page into Terminal · no separate Python install needed; uv downloads it when required
Open the uv download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: uv --version
Install once; it works for everything that needs uv
Done
Open Terminal
Mac: press Command+Space and type Terminal · Windows: open PowerShell
Done

Paste this command and press Enter

claude mcp add --scope user digline -- uvx digline-mcp --root your-value --names your-value

Done

Type /mcp in Claude Code
You should see digline listed as connected
Done
Try it
Use digline and tell me what you can do for me, then show me one thing
✓ If Claude Code says it is using digline or shows a digline tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with Cursor, with some setup first

Install Python (uv) on your computer first (one time) · No one-click button: paste the settings and fill in the values yourself

Let AI install it

Copy this message into a Cursor chat. The AI checks your computer, tells you which file it will change, and waits for your OK every time.

Please install the MCP server digline for Cursor on this computer, in this order: 1) Check uv with uv --version. If it is missing, tell me to install it from https://docs.astral.sh/uv/getting-started/installation/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "mcpServers": { "digline": { "command": "uvx", "args": [ "digline-mcp", "--root", "your-value", "--names", "your-value" ] } } } 3) Tell me the full path of the file you will change, or the command you will run, and wait for my OK. 4) No key is needed. 5) Do what we agreed, then check that the digline tools really show up.

This message has no key in it. If a key is needed, the AI will ask you to paste it yourself into the file or the app’s field.

1
Install uv (if you don’t have it)
Already installed? Check first · Open Terminal, type this command and press Enter
uv --version
- A version number such as uv … = installed, skip this step
- "command not found" (on Windows: "is not recognized") = not installed yet, or installed but Terminal needs to be closed and reopened
How to open Terminal
Mac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: uv has no click-through installer. Copy the one-line command for your system (macOS or Windows) from uv’s official page into Terminal · no separate Python install needed; uv downloads it when required
Open the uv download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: uv --version
Install once; it works for everything that needs uv
Done

Open Cursor’s MCP settings file

~/.cursor/mcp.json

Paste these settings, fill in the empty values and save

{
  "mcpServers": {
    "digline": {
      "command": "uvx",
      "args": [
        "digline-mcp",
        "--root",
        "your-value",
        "--names",
        "your-value"
      ]
    }
  }
}

Done

Open the AI chat in Cursor in Agent mode
Done
Try it
Use digline and tell me what you can do for me, then show me one thing
✓ If Cursor says it is using digline or shows a digline tool in the answer, you are connected

Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with VS Code, with some setup first

Install Python (uv) on your computer first (one time) · No one-click button: paste the settings and fill in the values yourself

Let AI install it

Copy this message into a VS Code chat. The AI checks your computer, tells you which file it will change, and waits for your OK every time.

Please install the MCP server digline for VS Code on this computer, in this order: 1) Check uv with uv --version. If it is missing, tell me to install it from https://docs.astral.sh/uv/getting-started/installation/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "servers": { "digline": { "type": "stdio", "command": "uvx", "args": [ "digline-mcp", "--root", "your-value", "--names", "your-value" ] } } } 3) Tell me the full path of the file you will change, or the command you will run, and wait for my OK. 4) No key is needed. 5) Do what we agreed, then check that the digline tools really show up.

This message has no key in it. If a key is needed, the AI will ask you to paste it yourself into the file or the app’s field.

1
Install uv (if you don’t have it)
Already installed? Check first · Open Terminal, type this command and press Enter
uv --version
- A version number such as uv … = installed, skip this step
- "command not found" (on Windows: "is not recognized") = not installed yet, or installed but Terminal needs to be closed and reopened
How to open Terminal
Mac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: uv has no click-through installer. Copy the one-line command for your system (macOS or Windows) from uv’s official page into Terminal · no separate Python install needed; uv downloads it when required
Open the uv download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: uv --version
Install once; it works for everything that needs uv
Done

Open VS Code’s MCP settings file

MCP: Open User Configuration

Paste these settings, fill in the empty values and save

{
  "servers": {
    "digline": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "digline-mcp",
        "--root",
        "your-value",
        "--names",
        "your-value"
      ]
    }
  }
}

Done

Open the AI chat in VS Code in Agent mode
Done
Try it
Use digline and tell me what you can do for me, then show me one thing
✓ If VS Code says it is using digline or shows a digline tool in the answer, you are connected

Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.

See every app that uses MCP →

JSON settings are under “For developers” below

Stuck? Ask people who use digline💬 Discussion →

For developers: Terminal commands and JSON settings

Installed on your computer

Claude Code

claude mcp add --scope user digline -- uvx digline-mcp --root your-value --names your-value

Claude Desktop (claude_desktop_config.json)

{
  "mcpServers": {
    "digline": {
      "command": "uvx",
      "args": [
        "digline-mcp",
        "--root",
        "your-value",
        "--names",
        "your-value"
      ]
    }
  }
}

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "digline": {
      "command": "uvx",
      "args": [
        "digline-mcp",
        "--root",
        "your-value",
        "--names",
        "your-value"
      ]
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "digline": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "digline-mcp",
        "--root",
        "your-value",
        "--names",
        "your-value"
      ]
    }
  }
}

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

At a glance

GitHub stars i: 10 (Stars for the whole repo)
This repo holds several MCP listings; its stars count once in rankings
Downloads per weeki: 282/wk
Verified domain: ✓ digline.dev
Licence i: Apache-2.0
Connection: Runs on your computer
Transport: stdio
Latest versioni: 0.9.1
Categoryi: Search & AI memory
Published to registryi: Nov 10, 2026
Code last changedi: Nov 14, 2026
Maker: digline
Packages: pypi: digline-mcp
Repo: digline/digline
Website: digline.dev
Registry status: Active

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Run on your computer in

Claude Goose LM Studio Msty Studio Cherry Studio Cursor VS Code + GitHub Copilot Visual Studio Windsurf (Devin Desktop)Zed Kiro Cline Continue JetBrains AI Assistant Claude Code Codex CLI Gemini CLI OpenCode nodecode Warp LibreChat Raycast

All apps, with pros and cons →

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 16, 2026

✓ Pass
Maker matches the repo
The registry name was verified against the domain digline.dev (the registry checks domain ownership)
✓ Pass
Still maintained
Code last changed 2 days ago
✓ Pass
Has a licence
Uses Apache-2.0
– Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
– Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
… Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints

Published vulnerabilities (OSV.dev)

No entries on OSV.dev for digline-mcp@0.9.1

Checks only this package version, not every dependency · checked Nov 15, 2026

What we check → · JSON

Makers: ask for a re-check or report wrong info

Discussion

Ask, share a tip or report that it does not work. Sorted by what people marked helpful.

No posts yet. Be the first to ask or share.

Posts here are written by users, not the PopNx team.

User reviews

No reviews yet

Compared with others in Search & AI memoryi

More stars than 82% of the other 6183 servers in this category
Published to the registry more recently than 88% of the other 6183 servers in this category
Basic checks equal to or better than 100% of the other 6183 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is digline safe?

It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed 2 days ago, and the latest version (0.9.1) reached the registry 6 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.

What can I use instead?

In the same category: OpenSEO, Exa, Mockserver, Microsoft Learn MCP, Docs

Similar alternatives

Same category, other makers, commands already checked. Official ones first, then by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

OpenSEO

Keyword research, site audits, rank tracking and AI visibility for your AI agent.

by every-appWidely used★ 27.8KUpdated 2 days ago

Runs in the cloud✓ everyapp.com

How to connect

Exa

Connect AI agents to Exa for web search, content fetching, and multi-step research.

by exa-labsWidely used★ 5.2KUpdated 2 months ago

Runs in the cloud✓ service owner · exa.aiTried by the PopNx team

How to connect

Mockserver

Mock, record/replay, verify and chaos-test any HTTP, REST, gRPC or LLM dependency over MCP.

by mock-serverGrowing★ 5KUpdated 20 days ago

Runs on your computer✓ service owner · mock-server.com

Install

Microsoft Learn MCP

Official Microsoft Learn MCP Server – real-time, trusted docs & code samples for AI and LLMs.

by MicrosoftDocsWidely used★ 2KUpdated 12 months ago

Runs in the cloud✓ service owner · microsoft.comTried by the PopNx team

How to connect

Docs

Search and read Empryo's documentation. Read-only, no auth, no local access.

by proxysoulGrowing★ 1.6KUpdated 2 months ago

Runs in the cloud✓ empryo.com

How to connect

OpenSEO — Runs in the cloud, nothing to install · No key needed
Exa — Runs in the cloud, nothing to install · No key needed · In Claude’s directory
Mockserver — Installs on your computer · No key needed
Microsoft Learn MCP — Runs in the cloud, nothing to install · No key needed · In Claude’s directory
Docs — Runs in the cloud, nothing to install · No key needed

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

digline-mcp

The MCP server for digline: it lets a coding agent read a digline result and measure a new one, and it does not let the agent promote a baseline.

Not because promotion is refused. Because there is no such tool.

The thirteen tools

tool	what it does
`list_runs`	every stored run of a suite, newest first, with the baseline marked
`get_run`	one stored run — the verdicts, never the payload
`get_baseline`	the approved reference, same shape
`log`	which model answered, read down the stored runs; never a gate
`compare`	a run against the baseline: did it get worse?
`diff`	two runs, neither of them a reference: should I switch?
`explain`	one run read back as typed facts, with the exit code
`run`	execute the suite, with the call count acknowledged first
`where`	where the project is, and the command for the next step
`record_status`	whether each tenant records, and how much
`record_listing`	a suite's recorded answers, counted by the shape of the output; never a yes or a no
`record_compare`	a suite's recorded answers by case and by setup, each by its number in the answer
`suggest`	a first suite, proposed as facts, with the command that writes it; writes nothing, asks no model

promote is absent by construction, and so are migrate, view, report, a record import that writes a yes or a no, and record on and off. A baseline is an *approved reference*, and promote writes into .digline/ /baselines/, which is committed — anything landing there arrives in somebody's diff and must arrive because they put it there. A refusal would be a conversation an agent could argue with; an absence is not.

Every tool, the reading ones included, loads the suite it is named. For a suite.py that executes the project's code, in the server's environment.

The reasoning is ADR 0011, and the judgement layer it turns into surface is AGENTS.md.

Install and configure

uv pip install digline-mcp

One server serves one repository: the perimeter is the repo, and multi-project is N named servers rather than a registry.

"mcpServers": { "digline-northwind": { "command": "digline-mcp", "args": ["--root", "/Users/you/src/northwind", "--names", "clear"] } } }

--tenant and --env are accepted and verify; they never override. The suite decides, as it does everywhere else in digline.

--names is required, with no default: clear lets the store's names leave as they are, and project projects every answer, so the names leave as tokens from the name table that --name-table module:attribute names; a refusal is not projected yet, and is a sentence (ADR 0054 §8). A configuration with --root alone no longer starts; --names clear keeps what it did. ADR 0054 has the reasons.

What `run` costs, before it costs it

run takes a mandatory acknowledge_calls that must equal the suite's planned calls to the target. Called without it, the tool refuses and hands back the number:

run(suite="suite.py")

→ refused: this suite plans 100 calls to the target. 20 cases × 5 samples = 100 calls to the target; each answer is judged 3 times by llm_rubric. Call again with acknowledge_calls=100.

run(suite="suite.py", acknowledge_calls=100) → executes

The first call is the probe. An agent cannot spend a hundred model calls without having stated the number — AGENTS.md §7 as a contract rather than as advice.

What never crosses

An MCP response goes into a model's context, and from there into transcripts and caches nobody controls. So the run tools return a verdict-only projection: the name, the identity, the status, the score, the threshold, the tolerance, the measured interval, and the metadata a suite disclosed.

Never the judge's reason — the judge quotes the output, so the reason *is* the output. Never the sentence explaining a suspension, never undisclosed metadata, never a case's inputs, and never a prompt or its digest unless the suite declares Disclosure(artifact_body=True). A declared file outside the perimeter is refused when the run is made; one under .digline or .git is refused by the command that would let it cross. Neither is dropped in silence.

digline

What it does

Install

Install uv (if you don’t have it)

Open the Claude desktop app’s settings file

Paste these settings and save the file

Quit Claude and open it again

Try it

What you can do instead

Install uv (if you don’t have it)

Open Terminal

Paste this command and press Enter

Type /mcp in Claude Code

Try it

Install uv (if you don’t have it)

Open Cursor’s MCP settings file

Open the AI chat in Cursor in Agent mode

Try it

Install uv (if you don’t have it)

Open VS Code’s MCP settings file

Open the AI chat in VS Code in Agent mode

Try it

Installed on your computer

At a glance

Which apps can use it

Related guides

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Published vulnerabilities (OSV.dev)

Discussion

User reviews

Compared with others in Search & AI memoryi

Common questions

Similar alternatives

OpenSEO

Exa

Mockserver

Microsoft Learn MCP

Docs

README from the maker

digline-mcp

The thirteen tools

Install and configure

What run costs, before it costs it

What never crosses

What `run` costs, before it costs it