MCP Catalog

PystubOfficial

Auto-detect stubbable packages for Python exe builds and generate minimal stub code

shell-useOfficial

Let agents use the shell like a human.

Credence — Epistemic GuardOfficial

Epistemic guard for AI coding: tracks uncertain values and blocks writes until verified.

MCP AST ExplorerOfficial

Python symbol exploration for codebase onboarding agents.

MCP Repo MapperOfficial

Deterministic repository structure mapping for onboarding agents.

MCP Test RunnerOfficial

Local test execution and coverage summaries for onboarding agents.

m-dev-toolsOfficial

MCP server wrapping the m-dev-tools catalog: route_intent, describe, verify.

Thealgorithms MCPOfficial

Search TheAlgorithms across 24 languages; fetch implementations with examples.

agent-godmodeOfficial

Sandboxed workspace MCP: file ops, argv-only run_command, list_files; BYO LLM prompts.

GPU ServerOfficial

MCP server for GPU monitoring: nvidia-smi, VRAM, utilization, temperature

Sonarqube MCPOfficial

SonarQube MCP — projects, metrics, quality gate, issues, worst-metric ranking.

QA RadarOfficial

Tells AI agents which files to test first — churn, coverage, and test mapping as risk scores.

RebarOfficial

Event-sourced ticket system with a Jira reconciler, exposed as an MCP server.

Code Health SuiteOfficial

16 engines, 28 MCP tools for Python code quality. Zero external dependencies.

Db Metadata Extractor MCPOfficial

Extract database metadata from PostgreSQL, Snowflake, SQL Server, BigQuery, and Oracle.

Omni ScannerOfficial

Codebase observatory with 56+ scanners for git health, architecture, and documentation.

Safe Kaggle MCPOfficial

Safety-first Kaggle MCP — confirm-gated destructive ops, submission budget, injection-fenced.

Universal Test FrameworkOfficial

Polyglot MCP test generation with 8-section contract enforcement across Python, TS, Java, Go, C++.

SAGE — Solver-Augmented Grounding EngineOfficial

LLM-native optimization solver: LP, MIP, portfolio & scheduling via HiGHS/OR-Tools.

Pine Labs SDK API Documentation MCP ServerOfficial

List and fetch official Pine Labs SDK API documentation via MCP tools.

Ritn3d MCPOfficial

Tools for floor plan validation, GLB checks, and 3D-print unit math — Ritn3D companion.

FL Studio MCP MacOfficial

macOS-first MCP bridge for FL Studio using CoreMIDI and FL Studio Python MIDI scripts.

Pdf4vllmOfficial

PDF reader for vision LLMs. Auto-detects text corruption and switches to image mode.

Qsp MCPOfficial

QSP — relay MCP tools to any OpenAI-compatible local LLM (llama.cpp, Ollama, vLLM)