Search / io.github.abhichandra21/promptheus
Promptheus
L0· runs locallyAI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)
v0.3.1 · active · repository · website · descriptor JSON · versions
Search / io.github.abhichandra21/promptheus
L0· runs locallyAI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)
v0.3.1 · active · repository · website · descriptor JSON · versions
{
"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.
Not scored: fewer than three checks apply, usually because no remote answered a credential-free probe or the server is a local package.
protocol.modern, protocol.stateless, protocol.transport, protocol.list_ttlno remote answered a protocol handshake (not probed yet, unreachable, or local-only)auth.prm, auth.as_metadata, auth.cimdno remote uses OAuthauth.secret_in_urlno templated URLtools.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)stability.changes, stability.rug_pulltool list unknowndeps.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 fixdeps.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 laterdeps.resolvable[email protected] resolved: 66 packagesNo 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.
+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.
[email protected] PyPI65 dependencies, resolved · MCP SDK mcp 1.12.4 · advisories checked 2026-10-19
| advisory | severity | package | fixed in |
|---|---|---|---|
| GHSA-9h52-p55h-vw2fModel Context Protocol (MCP) Python SDK does not enable DNS rebinding protection by default | high | [email protected]MCP SDK, direct | fixed in 1.23.0 |
| GHSA-jpw9-pfvf-9f58MCP Python SDK: HTTP transports serve session requests without verifying the authenticated principal | high | [email protected]MCP SDK, direct | fixed in 1.27.2 |
| GHSA-vj7q-gjh5-988wMCP Python SDK: WebSocket server transport does not support Host/Origin validation | high | [email protected]MCP SDK, direct | fixed 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]indirect | fixed in 0.49.1 |
| GHSA-82w8-qh3p-5jfqStarlette: request.form() limits silently ignored for application/x-www-form-urlencoded enable DoS | high | [email protected]indirect | fixed in 1.3.1 |
| GHSA-wqp7-x3pw-xc5rStarlette: SSRF and NTLM credential theft via UNC paths in StaticFiles on Windows | high | [email protected]indirect | fixed in 1.1.0 |
| GHSA-84m7-p3x7-pcfvMCP Python SDK: Unbounded Session Accumulation in StreamableHTTP Transport Enables Resource Exhaustion | moderate | [email protected]MCP SDK, direct | fixed in 1.30.0 |
| GHSA-2c2j-9gv5-cj73Starlette has possible denial-of-service vector when parsing large files in multipart forms | moderate | [email protected]indirect | fixed in 0.47.2 |
| GHSA-86qp-5c8j-p5mrStarlette has missing Host header validation that poisons request.url.path, bypassing path-based security checks | moderate | [email protected]indirect | fixed in 1.0.1 |
| GHSA-x746-7m8f-x49cStarlette: Arbitrary HTTP method dispatched to `HTTPEndpoint` attributes via `getattr` | moderate | [email protected]indirect | fixed 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.
| package | registry | version | runtime | secrets |
|---|---|---|---|---|
promptheus | pypi | 0.3.1 | python | GOOGLE_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY, GROQ_API_KEY, QWEN_API_KEY, GLM_API_KEY |
No tools observed. Local packages are never executed by the registry.
Schemas: list_tools.
{
"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)"
}