mcp-integration
Expose CHERENKOV over MCP (JSON-RPC 2.0 stdio) for Claude Desktop, Cursor, and Open Interpreter.
Skill by moaidmoatasem
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/moaidmoatasem-mcp-integration
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: agent-building
Reviews
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Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/mcp-integration
What's inside
- Skill name
mcp-integration- Description
- Expose CHERENKOV over MCP (JSON-RPC 2.0 stdio) for Claude Desktop, Cursor, and Open Interpreter.
- License
- Apache-2.0
- Instructions
- 153 lines in SKILL.md · view on GitHub
Agent Skills spec issues
- body: contains an absolute path from the author's machine
Files (1)
- SKILL.md
SKILL.md (first lines)
# MCP Integration Skill
## Purpose
Expose CHERENKOV over the Model Context Protocol (JSON-RPC 2.0 over stdio) so Claude Desktop, Cursor, Open Interpreter, and other MCP clients can query conformance results, trigger new runs, explain findings, and interact with the HITL queue — all without leaving the editor.
## When to Use
- You use Claude Desktop, Cursor, Open Interpreter, or another MCP-compatible agent
- You want to approve/reject HITL items from within your editor
- You want to run conformance checks, query drift findings, or get spec tightening suggestions from an MCP client
## Workflow
### Server (`cherenkov/mcp/server.py`)
```bash
./bin/cherenkov mcp serve
```
Blocks until stdin closes. Communicates via JSON-RPC 2.0 over stdio.
### Resources (read-only)
| URI | Description |
|-----|-------------|
| `cherenkov://hitl/pending` | Pending HITL items (`hitl/v1` envelope) |
| `cherenkov://hitl/item/{id}` | Single HITL item detail |
| `cherenkov://validate/latest` | Latest `validate/v1` ValidationReport |
| `cherenkov://validate/evidence` | Evidence directory listing |
### Tools
| Tool | Description |
|------|-------------|
| `hitl_list` | List HITL queue items by status |
| `hitl_approve` | Approve a pending item (atomic SQL gatekeeper) |
| `hitl_reject` | Reject a pending item (atomic SQL gatekeeper) |
| `validate_run_gate` | Run the Validation Gate in report-only mode (suggest-only, D7 honored) |
| `run_conformance_check` | Trigger `cherenkov validate` against a target URL; returns report summary (requires execute permission) |
| `get_last_report` | Return `.cherenkov/report.json` without triggering a new run |
| `list_drift_findings` | List spec-drift findings; filter by `severity` (high/medium/low) and `endpoint` |
| `get_tightening_suggestions` | Return OpenAPI spec tightening suggestions for a given endpoint + method |
| `explain_finding` | Natural-language LLM explanation of a specific finding by ID |
| `chat_query_verdicts` | Query recent test verdicts from the Reflector |
| `chat_query_idioms` | Query learned test idiom patterns |
| `chat_explain_divergence` | Explain a divergence via the Knowledge Mesh GraphRAG |
| `chat_run_test` | Plan test scenarios for an endpoint (suggest-only) |
### Security Model
- All tool arguments validated with Pydantic before reaching the HITL queue
- Writes go through the same atomic SQL gatekeeper as the `hitl approve` CLI command
- Server never reads secrets or env vars from client input
- MCP peers are treated as untrusted
### Client Configurations
#### Claude Desktop
Add to `claude_desktop_config.json → mcpServers`:
```json
{
"cherenkov": {
"command": "python3",
"args": ["/path/to/cherenkov-qa/cherenkov.py", "mcp", "serve"],
"cwd": "/path/to/cherenkov-qa"
}
}
```
#### Open Interpreter
Add to `~/.openinterpreter/mcp.json`:
```json
{
"mcpServers": {
"cherenkov": {
"command": "python3",
"args": ["/path/to/cherenkov-qa/cherenkov.py", "mcp", "serve"],
"cwd": "/path/to/cherenkov-qa",
"env": { "MCP_PROFILE": "full-dev" }
}
}
}
```
Restart Open Interpreter after adding the config. Cherenkov tools appear automatically in the tool list.
#### Cursor / VS Code
Add to `.cursor/mcp.json`:
```json
{
"mcpServers": {
"cherenkov": {
"command": "python3",
"args": ["cherenkov.py", "mcp", "serve"],
"cwd": "/path/to/cherenkov-qa"
}
}
}
```
### Docker MCP Gateway Integration
The project supports the [Docker MCP Gateway](https://github.com/docker/mcp-gateway) (Docker Desktop 4.59+). It runs containerized MCP servers and provides a unified gateway endpoint for all AI clients.
#### Available Profiles
| Profile | Servers | Tools | Auth Required |
|---------|---------|-------|---------------|
| **full-dev** (recommended) | cherenkov, context7, sequentialthinking, github-official, atlassian-remote | ~48 (see below) | GitHub PAT + Atlassian OAuth |
| **ai_coding** | cherenkov, context7, sequentialthinking | 7 | None |
| **dev_workflow** | github-official, atlassian-remote | ~41 | GitHub PAT + Atlassian OAuth |
**Full-dev tool counts:**
| Server | Tools | Notes |
|--------|-------|-------|
| cherenkov | 13 tools + 5 resources | `hitl_list`, `hitl_approve`, `hitl_reject`, `validate_run_gate`, `run_conformance_check`, `get_last_report`, `list_drift_findings`, `get_tightening_suggestions`, `explain_finding`, `chat_*` (×4), `policy_*` (×2) |
| context7 | 2 | `resolve-library-id`, `get-library-docs` |
| sequentialthinking | 1 | Structured problem-solving |
| github-official | 41 + 2 prompts + 5 resource templates | Issue/PR/repo management (requires PAT) |
| atlassian-remote | remote SSE | Jira/Confluence (requires OAuth) |
#### Setup (already configured on this machine)
The gateway is configured system-wide. All listed clients connect automatically on next launch:From moaidmoatasem/cherenkov-qa, Apache-2.0.
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Signals
- Stars
- 1
- Forks
- 0
- Open issues
- 24
- Last commit (this folder)
- Jul 1, 2026 (4 months ago)
- Last release
- Aug 2, 2026 (2 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/moaidmoatasem/cherenkov-qa
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Cite this page
mcp-integration skill. Agent Mart. https://agentmart.dev/skills/moaidmoatasem-mcp-integration (last updated 2026-10-24)