result = refine_prompt("Write a technical blog post", skip_questions=True) print(result["refined_prompt"]) ```
Promptheus MCP server is a locally run integration for AI assistants that speak the Model Context Protocol. result = refine_prompt("Write a technical blog post", skip_questions=True) print(result["refined_prompt"]) ```.
Promptheus analyzes your prompts and refines them with: - Adaptive questioning: Smart detection of what information you need to provide - Multi-provider support: Works with Google, OpenAI, Anthropic, Groq, Qwen, and more - Interactive refinement: Iteratively improve outputs through natural conversation - Session history: Automatically track and reuse past prompts - CLI and Web UI: Use from terminal or browser
The server ships on PyPI as promptheus, so your MCP client can launch it on demand — there is no separate build step. Add the server block to your client's configuration, restart it, and the tools register themselves.
Once Promptheus is connected, these are the calls the assistant has available:
refine_prompt — Intelligent prompt refinement with optional clarification questionstweak_prompt — The tweak_prompt tool exposed by this serverlist_models — The list_models tool exposed by this serverlist_providers — The list_providers tool exposed by this servervalidate_environment — The validate_environment tool exposed by this serverYou will need 5 environment variables: PROMPTHEUS_TELEMETRY_ENABLED, PROMPTHEUS_HISTORY_DIR, GOOGLE_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY. The server will not start without them, which is usually why the tools fail to appear on a first run. Keep credentials in your client's env block or a secrets manager rather than in a file you might commit.
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. Promptheus's toolset — refine_prompt, tweak_prompt, list_models and 2 more — is a fair guide to whether it matches your workflow. It is maintained by abhichandra21; worth a glance at recent repository activity before you build anything load-bearing on it.
We check each listing at SyncDev against the project's documentation before it goes live — if something here drifts out of date, it is a bug worth reporting.
| Tool | What it does |
|---|---|
| refine_prompt | Intelligent prompt refinement with optional clarification questions. |
| tweak_prompt | The tweak_prompt tool exposed by this server. |
| list_models | The list_models tool exposed by this server. |
| list_providers | The list_providers tool exposed by this server. |
| validate_environment | The validate_environment tool exposed by this server. |
{
"mcpServers": {
"promptheus": {
"command": "uvx",
"args": ["promptheus"],
"env": {
"PROMPTHEUS_TELEMETRY_ENABLED": "your-value",
"PROMPTHEUS_HISTORY_DIR": "your-value",
"GOOGLE_API_KEY": "your-value",
"ANTHROPIC_API_KEY": "your-value",
"OPENAI_API_KEY": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| PROMPTHEUS_TELEMETRY_ENABLED | Configuration value read at startup. | Optional |
| PROMPTHEUS_HISTORY_DIR | Filesystem location the server is allowed to use. | Optional |
| GOOGLE_API_KEY | Credential the server authenticates with. | Yes |
| ANTHROPIC_API_KEY | Credential the server authenticates with. | Yes |
| OPENAI_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.