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  3. Celmis
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Celmis

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

Self-hosted code intelligence: cross-repo Q&A, dependency audits and PR review, over MCP

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

One-click editor setup isn’t available for this listing yet β€” we don’t have a confirmed install command, and we’d rather show nothing than point your editor at the wrong package or host. Follow the project’s own setup instructions, linked above.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ
No confirmed setup config for this listing yet. We only publish a config block when the install details come from the project itself β€” its README, its docs, or a verified owner. We haven’t found those for celmis, and we’d rather show nothing than a guess you’d paste into your client. Follow the project’s own setup instructions for the current steps.
Install Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Documentation Overview

Celmis

Self-hosted β€” from the alert your monitoring already sent, through to a pull request someone can review

celmis-labs.github.io Β· Documentation Β· Quick start Β· Results

An alert arrives from a service you run. Celmis already knows which repository that service is and who owns it, so the fix starts there: an embedded Claude Code session β€” on your subscription, inside your installation β€” edits the code, and the runner commits, pushes a branch and opens a pull request. On one measured finding that took 220 seconds, from whatever device the alert reached first.

Celmis does not watch your services. Grafana, or whatever you already run, does that and does it well. This is the part that comes after the alert: the walk from a firing rule to a diff someone can review.

To be exact, because the line is easy to blur. The application ingests no logs of its own β€” it starts from the alert. But the repository ships an optional observability overlay, and that does collect them:

Terminal
docker compose -f docker-compose.yml -f docker-compose.observability.yml up -d

That brings up Prometheus, Loki, Promtail and Grafana. docker-compose.observability.yml is deliberately platform-wide rather than Celmis-only: Promtail tails the Docker daemon's container logs and labels each stream by container name, so every service on that host β€” all thirty of them, if you run thirty β€” shows up in Grafana's Loki explorer, filterable by container. Prometheus scrapes api:8000/metrics for Celmis's own counters alongside.

Every port binds to 127.0.0.1 and is reached over an SSH tunnel:

bash
ssh -L 3100:localhost:3100 -L 9090:localhost:9090 you@your-server

That is not caution for its own sake. Loki has no authentication, so POST /loki/api/v1/push accepts writes from anyone who can reach it, and a log store strangers can write to is not a log store. GRAFANA_ADMIN_PASSWORD is required β€” the stack will not start without one.

That loop is the product. It closes because everything sits on one index: a symbol graph Celmis builds from your repositories once. The same index answers questions that cross repository boundaries, reviews pull requests, audits dependencies into a CycloneDX SBOM and a verifiable evidence pack, generates documentation, and serves twenty-three tools over MCP β€” surfaces worth having, and none of them the point on their own.

It runs on one machine under docker compose, with the model provider of your choice behind it, and nothing leaves your network except the calls you configure.

In the oldest telling, Kelmis was the smelter β€” one of the three Idaean Dactyls, alongside Damnameneus the hammer and Acmon the anvil, to whom the working of iron was credited. The index does the reducing here; the surfaces are what work the result.

What that buys you that a diff-only tool cannot

Ask a question that spans two repositories, and the answer quotes both:

Ask the code, answering across two repositories

That is not a search result. The gateway and the payments service are separate repositories with no shared code, and the answer traces the call chain between them β€” then notices, unprompted, that the Kafka topic name is hardcoded in both and that changing one silently breaks the other.

A reviewer that reads only the diff structurally cannot say that. It never had the other repository open.


Nine things people do with it

You are a PM, a delivery lead or the client and want to know what state a group of projects is in, or how something actually worksAsk it. From any device, anywhere, without booking time from an engineer and without a meeting whose only output is a paragraph β†’ Ask the code
A new engineer has a question a senior would have to answerEvery one of those pulls someone experienced out of flow, at the moment they are already covering. The codebase answers instead, with file:line citations β†’ Ask the code
Two teams share an integration and neither can read the other's repositoryLoad it, grant the right to ask, and deny the paths that must stay private. They get answers; the credentials are refused at the source β†’ Who can see what
A customer or an auditor asks for your SBOMOne button, CycloneDX, plus an evidence pack whose manifest they recompute themselves β€” against a hash you publish where the pack is not β†’ Dependencies, SBOM and the evidence pack
A vulnerability lands in a dependencyFix from here hands an embedded session the repository, the package and the finding. It edits, the runner pushes a branch and opens a PR β†’ Fix from here
A pull request needs reviewingAgents read the diff β€” and, where the graph is built, who else calls what is being changed, including from another repository β†’ Pull-request review
Forty services need the same thing done to themWrite the sentence. Celmis shows which repositories it resolves to and waits for a second press, rather than finding them among forty and pressing a button forty times β†’ Ask for work across repositories
An alert fires at 02:00 and you are not at a deskIt lands in Celmis and goes out to the workspace's chat channel, and Fix from here opens a session already holding the alert. The runner opens the pull request β†’ Alerts, and fixing from a phone
Your own agent or editor needs to understand the codebasePoint it at /mcp/. Twenty-three tools over the same index, eighteen of them read-only, under the same access rules β€” no second copy of your code anywhere β†’ Connect Claude Code and other MCP clients

The first three are the ones a code-review tool does not do at all, and they are the reason this is a platform rather than a reviewer: index once, then read that index from whichever side of the work you are standing on.

Three numbers

197 secondsfrom git clone to six healthy services, measured on a clean server
$0.118per pull request reviewed, on the model this ships with
17th of 50on the Martian Code Review Bench offline set, under all three judges

That last one is deliberately unflattering, and it stays. It measures one of the surfaces below β€” pull-request review on isolated single-repository PRs β€” and that set has no sibling service for a symbol to have consumers in, so the thing this product is built around is not in the number at all. The table, the audit of every finding it scored false, and the command that reproduces both are in Results.

Table of contents

  • What that buys you that a diff-only tool cannot
  • Nine things people do with it
  • Three numbers
  • Quick start
  • First user and admin
  • Connect a repository
  • Ask the code
  • Pull-request review
  • Dependencies, SBOM and the evidence pack
  • Fix from here
  • Alerts, and fixing from a phone
  • Ask for work across repositories
  • Who can see what
  • Languages and formats
  • Deterministic checks β€” no model, no false positives
  • Connect Claude Code and other MCP clients
  • Results
  • Audit of the false positives
  • Test repositories
  • Configuration
  • Operations
  • Local development
  • CLI reference
  • Architecture
  • Troubleshooting
  • Project layout
  • Provenance and rights

Quick start

What you need

Docker24+ with Compose v2Docker Desktop on macOS/Windows, the native engine on Linux
A model API keyone ofGoogle Gemini, Anthropic, OpenAI, OpenRouter, Groq or Mistral. A free Gemini key is enough to evaluate: https://aistudio.google.com/app/apikey
RAM~4 GB freeMeasured on a real indexing run: 1.1 GB peak across all five containers, 565 MB at rest

Postgres and Qdrant are bundled β€” no external cluster to provision. No Python or Node.js install is needed for the Docker flow.

Start it

bash
git clone https://github.com/Celmis-labs/Celmis.git celmis
cd celmis

# Generates .env and fills every secret in the format each one needs.
# Idempotent: run it again after a pull and it fills only the new blanks.
./scripts/init-env.sh

docker compose --env-file .env up -d

# Wait for healthy β€” first boot pulls three images and applies migrations
docker compose ps

Open http://localhost.

Nothing is built here. The three images are pulled from the registry named by CELMIS_REGISTRY at the tag in CELMIS_TAG, for linux/amd64 and linux/arm64 β€” Apple Silicon and an ARM server both get a native image. Building them on the machine that runs them was measured at 485 seconds and 4.2GB of disk for api alone, which is why installing no longer means compiling.

Read the full README β†’View source on GitHub β†’

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Reviews

No reviews yet β€” be the first to share how this listing worked for you.

Frequently Asked Questions about Celmis

We don't have a confirmed install command for celmis yet, so we don't publish a generated one β€” a guessed package name would point at the wrong package or none at all. Follow the project's own README or setup instructions (https://github.com/Celmis-labs/Celmis) for the current steps.

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Technical Specs & Signals

CategoryπŸ’»Developer Tools
More technical detailsExpand β–Ύ
Last updatedSep 28, 2026
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27Quality signal: Emerging Β· 27/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20
Documentation & tools11/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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