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Verification records what our published tests found on a specific version at a specific date. It is not a warranty, and it does not certify that software is free of defects.

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Catalogue/MCP servers/Codex Context Milvus

Codex Context Milvus

bobjia · MCP server

Semantic code search for the OpenAI Codex CLI. It indexes your repository into a Milvus vector database using AST-aware chunking, then answers natural-language queries with BM25 and vector retrieval, query expansion and reranking. Indexing can run incrementally. Your agent can also find the callers of a symbol and trace call chains backward or forward. You supply the Milvus instance and an OpenAI-compatible embedding endpoint such as local Ollama, and it needs Codex CLI 0.147 or newer. Optional decision-record tools are off by default.

Written by ooruby from the README of codex-context-milvus 0.7.6.

Not claimed by its maker.

Why it's useful

Codex can search your repository by meaning and see which code calls a symbol before it changes it.

What you could do with it

  1. 1Ask Codex where your code handles a topic, in plain words, and get file paths, line ranges and snippets back.
  2. 2Find what calls a function before you edit it, then trace its call chain to see the impact.
  3. 3Run an incremental re-index after changes and check how many files and chunks are indexed.

Written from its documentation: what it says it can do, not what our checks found.

CCMCP serverDeveloper tools

Maintenance

Not measured

No release date is on record for this package yet. The nightly publisher check records one as it reaches each npm package, about once every ten nights.

Release activity only: it says nothing about quality or safety, and a finished small package can be fine without releases. How it is measured

Not yet tested

What this does not cover

  • ·Everything. Treat it as you would software from anywhere else.

Receipt history: every signed receipt for every version of this listing, and what changed between them.

In its maker's words

Semantic code search for OpenAI Codex via Milvus (MCP server)

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How far this has been checked

Static scanned

What it establishes
Its published package, or for a hosted server its source repository at a recorded commit, was read file by file, without running it, by every check in our current scan.
What it does not
How it behaves when it runs, or anything the scan does not read yet: several rubric checks, the repository's history, and compiled code in folders named dist or build. For a hosted server, that the endpoint runs the code that was read. The ooruby Index sets out exactly what was read.
Exactly what was read
Version 0.7.6, the file with digest sha512-0Ohy2cCQ7Kru9zKfyexme4QmC74PnrBAp4eMViYV6b2nVFbJEbw9VmdpSVDfs7/PVw7xLlOxDAhF3V9eRv5rNg==, as the registry publishes it. A published version cannot be replaced, so this names the same bytes for anyone who checks.
Authentication
Runs locally. No hosted endpoint is listed for this package. You run it on your own machine, so there is no endpoint of ours to authenticate against.
How the rungs work

Adding it

Paste this into your client's MCP configuration.

{
  "mcpServers": {
    "codex-context-milvus": {
      "command": "npx",
      "args": [
        "-y",
        "-p",
        "codex-context-milvus@0.7.6",
        "codex-context-milvus"
      ]
    }
  }
}

Or run it directly.

npx -y -p codex-context-milvus@0.7.6 codex-context-milvus

Pinned to 0.7.6, which is the version the findings above were found in. Drop the version to take whatever is newest, and the report on this page stops describing what you installed.

Where this came from

Registry
npm
Package
codex-context-milvus
Version read
0.7.6
Resolved
2026-10-10
Open the source(opens in a new tab)

No build provenance published. The repository above is the one the publisher declared, and nothing links it to the package you would install. That is not a mark against this listing, since most packages are published this way, but it is a check nobody can run.

The badge, if this is your listing

It renders the current rung (static scanned) and links back here, where what that does and does not establish is one click away. It updates itself as the evidence deepens.

[![ooruby: static scanned](https://ooruby.com/api/badge/codex-context-milvus)](https://ooruby.com/market/codex-context-milvus)

About this listing

Kind
MCP server
Category
Developer tools
Pricing
Free
Sandbox
No
Hosted
No
Updated
2026-10-08
Price
Free
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Rating
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Verification records what our published tests found on a specific version at a specific date. It is not a warranty, and it does not certify that software is free of defects.