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celmis-code vs Octocode MCP - AI Context Platform

celmis-code is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑18.

celmis-code is a plugin bundle for AI coding tools published by Celmis Labs. No marketplace we read lists it any more. Octocode MCP - AI Context Platform is an MCP server published by bgauryy. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-21. A plugin in this pair is no longer listed on any marketplace we read, so search engines are asked not to index the page.

Where each is published

Where each is published
Marketplacecelmis-codeOctocode MCP - AI Context Platform
Community marketplace celmis-labs/celmis Removed on 2026-10-18
Version: not stated
Forks (GitHub): 0
Stars (GitHub): 3
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 7.0.9
Downloads/month (npm): 9 260
Downloads/week (npm): 1 933
Forks (GitHub): 78
Stars (GitHub): 951
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

celmis-code vs Octocode MCP - AI Context Platform
Factcelmis-codeno longer listed · Octocode MCP - AI Context Platform
Marketplaces that list it (differs)01
Stars (GitHub) (differs)3951
Forks (GitHub) (differs)078
Last releaseNot publishedNot published
Where it runs (differs)Installs as a plugin bundleOn your machine (octocode-mcp)
Transport (differs)Not statedstdio
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published1, secrets among them: 1
Hooks it runs (differs)3Not published
Parts of the bundle (differs)6Not a bundle
Licence (differs)AGPL-3.0-or-laterNot stated
Repository (differs)github.com/celmis-labs/celmisgithub.com/bgauryy/octocode-mcp
Changes in the last 7 days (differs)20
First seen (differs)2026-10-132026-10-11

Lines where the two differ have a tinted background and bold values. No value is marked better or worse: a plugin no marketplace lists any more is shown with its last known data, which we do not rank against current figures.

What to use instead of celmis-code

Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.

  • scout

    Universal read-only code search over any repository and any language - ranked fuzzy discovery and exhaustive strict search from a resident index, for Claude Code.

    by GliderMCP · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • Paparats – Local Semantic Code Search MCP

    Local-first semantic code search across all your repos. Private context for AI coding assistants.

    by IBazylchuk · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • sourcerer

    Search indexed git repositories and generate responses with citations.

    by elastic · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • searchcode

    Code intelligence for LLMs. Analyze, search, and retrieve code from any public git repository.

    by searchcode.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • GitHits

    Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.

    by githits.com · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • Code Context

    Retrieve code context for any repo, library, or natural-language query via DeepWiki, Context7, Exa, git clone, and web search+fetch

    by Frad LEE · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

Its card, with similar plugins by marketplace

What each says it does

celmis-code

In its own words, on Community GitHub marketplaces:

Search and read code across every repository your Celmis token covers, with a small tool list and a token budget on every answer.

Octocode MCP - AI Context Platform

In its own words, on Official MCP Registry:

AI code research platform. Search, analyze, and extract insights from any GitHub repository.

How to run each

celmis-code

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

Octocode MCP - AI Context Platform As a local MCP server: npm package

Claude Code
claude mcp add --env "GITHUB_TOKEN=<YOUR_GITHUB_TOKEN>" --transport stdio octocode-mcp -- npx -y octocode-mcp

Requires: GITHUB_TOKEN (secret)

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

The marketplaces of celmis-code publish no settings it asks for, so we do not compare settings.

What it can do: celmis-code · What it can do: Octocode MCP - AI Context Platform · Compare two other plugins

Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built