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Promptheus

L0· runs locally

AI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)

v0.3.1 · active · repository · website · descriptor JSON · versions

Runs on your machine: something must execute the package.Only local packages are published (npm, PyPI, OCI, …). The registry never executes them, so tools are unknown until you run it.
Quality–not scored
Trust80of 100
Packages1
Tools seen0

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "promptheus": {
      "command": "python",
      "args": [
        "promptheus"
      ],
      "env": {
        "GOOGLE_API_KEY": "${GOOGLE_API_KEY}",
        "ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
        "OPENAI_API_KEY": "${OPENAI_API_KEY}",
        "GROQ_API_KEY": "${GROQ_API_KEY}",
        "QWEN_API_KEY": "${QWEN_API_KEY}",
        "GLM_API_KEY": "${GLM_API_KEY}"
      }
    }
  }
}
claude mcp add promptheus -e "GOOGLE_API_KEY=${GOOGLE_API_KEY}" -e "ANTHROPIC_API_KEY=${ANTHROPIC_API_KEY}" -e "OPENAI_API_KEY=${OPENAI_API_KEY}" -e "GROQ_API_KEY=${GROQ_API_KEY}" -e "QWEN_API_KEY=${QWEN_API_KEY}" -e "GLM_API_KEY=${GLM_API_KEY}" -- python promptheus
[mcp_servers.promptheus]
command = "python"
args = ["promptheus"]
env = { "GOOGLE_API_KEY" = "${GOOGLE_API_KEY}", "ANTHROPIC_API_KEY" = "${ANTHROPIC_API_KEY}", "OPENAI_API_KEY" = "${OPENAI_API_KEY}", "GROQ_API_KEY" = "${GROQ_API_KEY}", "QWEN_API_KEY" = "${QWEN_API_KEY}", "GLM_API_KEY" = "${GLM_API_KEY}" }
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "promptheus": {
      "type": "local",
      "command": [
        "python",
        "promptheus"
      ],
      "enabled": true,
      "environment": {
        "GOOGLE_API_KEY": "{env:GOOGLE_API_KEY}",
        "ANTHROPIC_API_KEY": "{env:ANTHROPIC_API_KEY}",
        "OPENAI_API_KEY": "{env:OPENAI_API_KEY}",
        "GROQ_API_KEY": "{env:GROQ_API_KEY}",
        "QWEN_API_KEY": "{env:QWEN_API_KEY}",
        "GLM_API_KEY": "{env:GLM_API_KEY}"
      }
    }
  }
}
{
  "mcpServers": {
    "promptheus": {
      "command": "python",
      "args": [
        "promptheus"
      ],
      "env": {
        "GOOGLE_API_KEY": "${GOOGLE_API_KEY}",
        "ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
        "OPENAI_API_KEY": "${OPENAI_API_KEY}",
        "GROQ_API_KEY": "${GROQ_API_KEY}",
        "QWEN_API_KEY": "${QWEN_API_KEY}",
        "GLM_API_KEY": "${GLM_API_KEY}"
      }
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=promptheus&config=eyJjb21tYW5kIjoicHl0aG9uIiwiYXJncyI6WyJwcm9tcHRoZXVzIl0sImVudiI6eyJHT09HTEVfQVBJX0tFWSI6IiR7R09PR0xFX0FQSV9LRVl9IiwiQU5USFJPUElDX0FQSV9LRVkiOiIke0FOVEhST1BJQ19BUElfS0VZfSIsIk9QRU5BSV9BUElfS0VZIjoiJHtPUEVOQUlfQVBJX0tFWX0iLCJHUk9RX0FQSV9LRVkiOiIke0dST1FfQVBJX0tFWX0iLCJRV0VOX0FQSV9LRVkiOiIke1FXRU5fQVBJX0tFWX0iLCJHTE1fQVBJX0tFWSI6IiR7R0xNX0FQSV9LRVl9In19"
}
{
  "servers": {
    "promptheus": {
      "type": "stdio",
      "command": "python",
      "args": [
        "promptheus"
      ],
      "env": {
        "GOOGLE_API_KEY": "${GOOGLE_API_KEY}",
        "ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
        "OPENAI_API_KEY": "${OPENAI_API_KEY}",
        "GROQ_API_KEY": "${GROQ_API_KEY}",
        "QWEN_API_KEY": "${QWEN_API_KEY}",
        "GLM_API_KEY": "${GLM_API_KEY}"
      }
    }
  }
}
{
  "mcpServers": {
    "promptheus": {
      "command": "python",
      "args": [
        "promptheus"
      ],
      "env": {
        "GOOGLE_API_KEY": "${GOOGLE_API_KEY}",
        "ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
        "OPENAI_API_KEY": "${OPENAI_API_KEY}",
        "GROQ_API_KEY": "${GROQ_API_KEY}",
        "QWEN_API_KEY": "${QWEN_API_KEY}",
        "GLM_API_KEY": "${GLM_API_KEY}"
      }
    }
  }
}
extensions:
  "promptheus":
    enabled: true
    name: "promptheus"
    type: stdio
    cmd: "python"
    args:
      - "promptheus"
    envs:
      "GOOGLE_API_KEY": "${GOOGLE_API_KEY}"
      "ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}"
      "OPENAI_API_KEY": "${OPENAI_API_KEY}"
      "GROQ_API_KEY": "${GROQ_API_KEY}"
      "QWEN_API_KEY": "${QWEN_API_KEY}"
      "GLM_API_KEY": "${GLM_API_KEY}"
    timeout: 300

Placeholders to fill from your own secret store: ${GOOGLE_API_KEY}, ${ANTHROPIC_API_KEY}, ${OPENAI_API_KEY}, ${GROQ_API_KEY}, ${QWEN_API_KEY}, ${GLM_API_KEY}. The registry never accepts secret values.

This is a local package: the command runs on your machine.

Quality – / 100not scored

Not scored: fewer than three checks apply, usually because no remote answered a credential-free probe or the server is a local package.

protocoln/a · weight 25
  • n/a
    protocol.modern, protocol.stateless, protocol.transport, protocol.list_ttlno remote answered a protocol handshake (not probed yet, unreachable, or local-only)
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygienen/a · weight 30
  • n/a
    tools.descriptions, tools.description_length, tools.schemas, tools.annotations, tools.directory_hints, tools.token_cost, tools.api_dumptool list unknown (behind auth, not probed, or empty)
stabilityn/a · weight 15
  • n/a
    stability.changes, stability.rug_pulltool list unknown
dependencies33 · weight 15
  • fail
    deps.known_vulns3 advisories to act on (malicious, or rated high or critical with a fix available): GHSA-7f5h-v6xp-fcq8 in [email protected] (indirect, fixed in 0.49.1), GHSA-82w8-qh3p-5jfq in [email protected] (indirect, fixed in 1.3.1), GHSA-wqp7-x3pw-xc5r in [email protected] (indirect, fixed in 1.1.0); 4 more of lower severity or without a fix
  • fail
    deps.mcp_sdk_versionmcp 1.12.4 has 4 known advisories (GHSA-84m7-p3x7-pcfv, GHSA-9h52-p55h-vw2f, GHSA-jpw9-pfvf-9f58, ...); update mcp to 1.30.0 or later
  • pass
    deps.resolvable[email protected] resolved: 66 packages

Tool list unknown · checked 2026-10-19 10:20 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 80 / 100

provenance90
livenessn/a
freshness45
hygiene100

+repository +namespace-matches-repo +website ~liveness-unmeasured -stale-313d

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Dependencies

[email protected] PyPI65 dependencies, resolved · MCP SDK mcp 1.12.4 · advisories checked 2026-10-19

advisoryseveritypackagefixed in
GHSA-9h52-p55h-vw2fModel Context Protocol (MCP) Python SDK does not enable DNS rebinding protection by defaulthigh[email protected]MCP SDK, directfixed in 1.23.0
GHSA-jpw9-pfvf-9f58MCP Python SDK: HTTP transports serve session requests without verifying the authenticated principalhigh[email protected]MCP SDK, directfixed in 1.27.2
GHSA-vj7q-gjh5-988wMCP Python SDK: WebSocket server transport does not support Host/Origin validationhigh[email protected]MCP SDK, directfixed in 1.28.1
GHSA-7f5h-v6xp-fcq8Starlette vulnerable to O(n^2) DoS via Range header merging in ``starlette.responses.FileResponse``high[email protected]indirectfixed in 0.49.1
GHSA-82w8-qh3p-5jfqStarlette: request.form() limits silently ignored for application/x-www-form-urlencoded enable DoShigh[email protected]indirectfixed in 1.3.1
GHSA-wqp7-x3pw-xc5rStarlette: SSRF and NTLM credential theft via UNC paths in StaticFiles on Windowshigh[email protected]indirectfixed in 1.1.0
GHSA-84m7-p3x7-pcfvMCP Python SDK: Unbounded Session Accumulation in StreamableHTTP Transport Enables Resource Exhaustionmoderate[email protected]MCP SDK, directfixed in 1.30.0
GHSA-2c2j-9gv5-cj73Starlette has possible denial-of-service vector when parsing large files in multipart formsmoderate[email protected]indirectfixed in 0.47.2
GHSA-86qp-5c8j-p5mrStarlette has missing Host header validation that poisons request.url.path, bypassing path-based security checksmoderate[email protected]indirectfixed in 1.0.1
GHSA-x746-7m8f-x49cStarlette: Arbitrary HTTP method dispatched to `HTTPEndpoint` attributes via `getattr`moderate[email protected]indirectfixed in 1.1.0

1 more advisories in the dependencies endpoint.

Dependency graphs from deps.dev; advisories from OSV.dev, including the GitHub Advisory Database and the PyPI Advisory Database; all CC BY 4.0. The graph is what a clean install of this version resolves today; nothing was installed or run. How it is checked.

Endpoints

packageregistryversionruntimesecrets
promptheuspypi0.3.1pythonGOOGLE_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY, GROQ_API_KEY, QWEN_API_KEY, GLM_API_KEY

Tools (0)

No tools observed. Local packages are never executed by the registry.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "io.github.abhichandra21/promptheus",
  "_meta": {
    "io.modelcontextprotocol.registry/publisher-provided": {
      "tools": [
        {
          "name": "refine_prompt",
          "description": "Intelligently refine prompts with adaptive questioning workflow"
        },
        {
          "name": "tweak_prompt",
          "description": "Make surgical modifications to existing prompts"
        },
        {
          "name": "list_models",
          "description": "Discover available models for each AI provider"
        },
        {
          "name": "list_providers",
          "description": "Check provider configuration status"
        },
        {
          "name": "validate_environment",
          "description": "Validate API keys and test provider connections"
        }
      ],
      "features": [
        "Adaptive task detection (analysis vs generation)",
        "Multi-provider support (6+ AI backends)",
        "Interactive and structured question modes",
        "Session history management",
        "Privacy-preserving telemetry"
      ],
      "categories": [
        "AI Tools",
        "Developer Productivity",
        "Prompt Engineering",
        "LLM Utilities"
      ]
    }
  },
  "title": "Promptheus",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-10-17/server.schema.json",
  "version": "0.3.1",
  "packages": [
    {
      "version": "0.3.1",
      "transport": {
        "type": "stdio"
      },
      "identifier": "promptheus",
      "runtimeHint": "python",
      "registryType": "pypi",
      "environmentVariables": [
        {
          "name": "GOOGLE_API_KEY",
          "isSecret": true,
          "description": "Google Gemini API key (optional, at least one provider required)"
        },
        {
          "name": "ANTHROPIC_API_KEY",
          "isSecret": true,
          "description": "Anthropic Claude API key (optional, at least one provider required)"
        },
        {
          "name": "OPENAI_API_KEY",
          "isSecret": true,
          "description": "OpenAI API key (optional, at least one provider required)"
        },
        {
          "name": "GROQ_API_KEY",
          "isSecret": true,
          "description": "Groq API key (optional, at least one provider required)"
        },
        {
          "name": "QWEN_API_KEY",
          "isSecret": true,
          "description": "Alibaba Qwen API key (optional, at least one provider required)"
        },
        {
          "name": "GLM_API_KEY",
          "isSecret": true,
          "description": "Zhipu GLM API key (optional, at least one provider required)"
        },
        {
          "name": "PROMPTHEUS_PROVIDER",
          "description": "Override provider selection (gemini, anthropic, openai, groq, qwen, glm)"
        },
        {
          "name": "PROMPTHEUS_MODEL",
          "description": "Override model selection for the chosen provider"
        }
      ]
    }
  ],
  "repository": {
    "url": "https://github.com/abhichandra21/Promptheus.git",
    "source": "github"
  },
  "websiteUrl": "https://github.com/abhichandra21/Promptheus",
  "description": "AI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)"
}