Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys.
Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys. That is what the paparats mcp server brings to an AI assistant: the same capability, reachable through the Model Context Protocol rather than a separate app or dashboard.
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Because this one is hosted, setup is mostly authentication — you point your client at the endpoint and approve access. Nothing runs on your machine, so there is no runtime to keep patched.
The server publishes 2 tools. What each one is for:
Watching — The indexer container watches the projects mounted into it via chokidar with debouncing (1s default). On change, only the affected file re-enters thePerformance — The Performance tool exposed by this serverConfiguration is passed through the environment: OPENAI_API_KEY, VOYAGE_API_KEY, QDRANT_API_KEY. Treat anything key-shaped as a real credential — scope it to the minimum the server needs, and rotate it if it ever lands in a shared config.
Plenty of developer tooling servers cover similar ground. The differences that matter in practice are scope of access and how much setup stands between you and a working tool call. Paparats's toolset — Watching, Performance — is a fair guide to whether it matches your workflow. It is maintained by IBazylchuk; worth a glance at recent repository activity before you build anything load-bearing on it.
SyncDev reviews every entry in this directory against the project's own documentation before publishing, and revisits them as servers change.
| Tool | What it does |
|---|---|
| Watching | The indexer container watches the projects mounted into it via chokidar with debouncing (1s default). On change, only the affected file re-enters the pipeline. Unchanged content is never re-embedded thanks to the content |
| Performance | The Performance tool exposed by this server. |
{
"mcpServers": {
"paparats": {
"command": "npx",
"args": ["-y", "@paparats/cli"],
"env": {
"OPENAI_API_KEY": "your-value",
"VOYAGE_API_KEY": "your-value",
"QDRANT_API_KEY": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| OPENAI_API_KEY | Credential the server authenticates with. | Yes |
| VOYAGE_API_KEY | Credential the server authenticates with. | Yes |
| QDRANT_API_KEY | Credential the server authenticates with. | Yes |
Kill hallucinated APIs — version-accurate, up-to-date library documentation injected straight into context.
Microsoft's official browser automation server — drive a real browser through the accessibility tree, no screenshots needed.
GitHub's official server — repos, issues, pull requests, Actions and code security, straight from your assistant.
Issue tracking at the speed of conversation — Linear's official hosted server with OAuth and zero install.
Local repository surgery — status, diffs, commits, branches and history for any repo on disk.
Timezone sanity for AI — current time anywhere and correct conversions, without the model doing date math.