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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
- Ask Codex where your code handles a topic, in plain words, and get file paths, line ranges and snippets back.
- Find what calls a function before you edit it, then trace its call chain to see the impact.
- Run 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.
Maintenance
Not measuredNo 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
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)
Compare with
Compare all 4How 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.
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-milvusPinned 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
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.
[](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
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