An MCP (Model Context Protocol) server that exposes .NET code coverage tooling as callable tools for AI assistants

MCP server for AI-powered code analysis — test generation, security audits, coverage analysis, and refactoring suggestions

MCP server for covdbg: C++ code coverage on Windows for AI agents. Run tests, find uncovered code, and add targeted tests. No rebuild required.

Pairwise / t-wise combinatorial coverage for AI-written tests — check what a suite misses, generate the minimum matrix, extend it without rewriting. A Claude Code plugin and a standalone MCP server, backed by the coverwise WASM engine.

Evidence-backed AI code review with persistent findings, review coverage, and interactive diffs for pi, Claude Code, and Codex

Agent-native UI/UX design validation via MCP — journey completeness, state coverage, WCAG checks before code exists

Verification for agent-written code: evidence-backed findings, honest coverage.

Provide a simple Python library to handle tasks efficiently with full type support, continuous testing, and complete code coverage.

Offline, package-aware Oracle PL/SQL code intelligence in Rust — change impact, dependency graph, honest uncertainty, self-healing coverage

MCP server for MONOProject — full API coverage for project management from Claude Code

HackerOne MCP server in Rust — full HackerOne API coverage (reports, programs, scope, payouts, hacktivity) + local draft management, exposed as Model Context Protocol tools for Claude Desktop, Claude Code, and any MCP client.

- A Vibe Coded Project - Connect Claude Code to local LLMs through LM Studio APIs via MCP bridge. Multi-model support, hot reload, dynamic MCP discovery. Access filesystem, database, web, git, and more. Zero API costs, full privacy, test coverage. Inspired by infinitimeless/LMStudio-MCP.

MCP server for NewsCatcher news search and the NewsCatcher research agent: ranked news in every language, exact article counts and trends, story coverage, verified event datasets, company news and monitors. Hosted, bring your own API key. Includes a Claude Code plugin with 53 skills.

MCP server exposing the full 2Captcha API to Claude Code: 43 tools (31 captcha solvers + 5 management + 3 pingback CRUD + 3 webhook event-store + 1 composite solve-and-wait), built on the official 2captcha-python AsyncTwoCaptcha SDK. >=92% branch coverage, mypy --strict clean.

MCP server for AI agents that need a phone number: order a private number in 200+ countries, read the SMS verification code, hand it back. The widest country coverage in the category, and you can check it with one API call.

AWS infrastructure analysis for AI coding assistants — DynamoDB, Lambda, SQS, SNS, S3, PostgreSQL, MySQL, MongoDB, Kafka, EventBridge, API Gateway & IaC drift. 16 deterministic tools: exact schemas, trigger event shapes, DLQ coverage, missing indexes. Never reads secrets, never writes to AWS.

Vegan restaurant and dish search, restaurant enrichment, and conservative dietary fit decisions (fit / not_fit / unknown, with reason codes and evidence) for AI agents. US coverage. Install: npx -y @compassfoodtech/mcp — needs a free API key from compassfoodtechnologies.com/signup?src=mcp

MCP server that extends the official GitLab MCP with security, compliance and GitLab Duo tools: vulnerability triage and bulk actions, security policies, compliance violations, SBOM, scanner coverage, Duo usage, seats and credits, and AI governance. One Go binary with a built-in installer for Claude Code and Cursor, and a read-only mode.

Offline MCP server: an AI agent transpiles PineScript v6 → C++ and runs deterministic, TradingView-parity backtests locally (transpile, backtest, parameter grid, Binance OHLCV, Pine coverage lookup). One Docker container, no API key; code & data stay on your machine.

The complete Model Context Protocol (MCP) server for Apple's App Store Connect API — 1200+ tools, 100% OpenAPI spec coverage including TestFlight, Xcode Cloud, Game Center, App Clips, in-app purchases, subscriptions, review submissions, analytics, and provisioning. Works with Claude, Cursor, VS Code Copilot, Codex, and any MCP client.

Phone numbers for AI agents that hit an SMS verification wall. The agent orders a private number in the country the service expects, reads the verification code straight from the API, and hands the number back. 211 countries and over a thousand services, the widest coverage of any phone API for agents. You do not have to take that on faith: call `list_countries` and count the list yourself. **Tools:** `get_balance`, `list_countries`, `list_services`, `order_number`, `wait_for_code`, `finish_activation`, `cancel_activation`, `request_another_sms`, `totp_code`. The number is exclusive for the whole activation, so nobody else receives its codes. Money is held when you order and charged when the code lands. If nothing arrives, it returns to the balance by itself. No subscription and no per-seat fee. Second factor included: `totp_code` computes the authenticator code locally by RFC 6238, so the secret never leaves the machine. Works with WhatsApp, Telegram, Discord, Instagram, TikTok, ChatGPT, PayPal, Binance, Facebook and a thousand more. The API key is read from the environment. No tool returns it and no error message quotes it.

# Machship MCP Server Connect your AI assistant to the Machship freight platform and manage shipping operations directly through natural language. Machship MCP enables AI agents to interact with freight workflows including consignments, quotes, carriers, labels, manifests, locations, and business entities. ## What you can do - 📦 **Consignments** — create, update, search, track, and manage shipments throughout their lifecycle - 💰 **Quotes** — retrieve carrier pricing, compare services, and evaluate transit options - 🏷️ **Labels & Manifests** — generate shipping labels, create manifests, and manage carrier bookings - 🚚 **Carriers & Services** — discover available carriers, routes, and delivery options - 📍 **Locations** — search, validate, and manage pickup and delivery addresses - 🏢 **Companies & Identities** — manage organisations, users, and account relationships - 📎 **Additional workflows** — handle attachments, invoices, custom schemas, and shipment consolidation ## Coverage **125 tools across 21 modules** providing broad access to the Machship API through a single MCP server. ## Compatible clients Works with any MCP-compatible client, including: Claude Desktop · Cursor · VS Code · Windsurf · Goose · Warp · LM Studio ## About Built by [Devkind](https://devkind.com.au) — delivering modern software solutions and AI-powered integrations for businesses worldwide.

# Google Shopping — FlashData Search Google Shopping for products, merchants and price labels. Collect comparable offer snapshots with product IDs and source links. Capture a product shortlist and compare later snapshots by productId or link, keeping each merchant and its original currency-formatted price. [Google Shopping API documentation and examples](https://flashdata.dev/docs/sources/google_shopping?utm_source=smithery&utm_medium=integration&utm_campaign=intent_gtm_2026q4&utm_content=google_shopping-task) · [Get an API Key](https://flashdata.dev/app/api-keys) · [FlashData pricing](https://flashdata.dev/pricing) ## Install from Smithery Open [the Google Shopping listing](https://smithery.ai/servers/flashdata/google-shopping) select **Add to toolbox**, then sign in to install the local MCPB bundle. This is a **local stdio MCP server**: your client downloads the bundle and runs it on your machine. It requires Node.js 22.18 or newer and a client that supports local MCPB or stdio servers. It is not a hosted HTTP endpoint. Create a FlashData account and API Key with access to `google_shopping`. Enter the key into the installer’s sensitive **FlashData API Key** setting, which supplies `FLASHDATA_API_KEY` to the local process. Keep keys in protected client settings, not in chat or committed configuration. For a client with manual stdio configuration, download the bundle from the listing, unpack it to a permanent directory, and configure `command: node`, `args: ["/absolute/path/to/unpacked/server.js"]`, and `env: {"FLASHDATA_API_KEY":"YOUR_API_KEY"}`. Use an absolute Node path if your desktop client cannot find Node. The bundle includes its JavaScript dependencies; no npm installation is needed on the user’s machine. The bundle is MIT-licensed and free to install. **FlashData API data calls are paid.** The free get_pricing tool returns the current account-plan rate. Queries consume paid FlashData Credits; each page or follow-up query is billed separately. Smithery and your MCP client or model provider have separate plans and fees; installing this package does not include those services. ## First workflow First call `get_pricing` with `{"request_count":1}`; this checks access and returns pricing for `google_shopping` without submitting a data query. After approving your data-call budget, try: > Find wireless headphone offers in the US and make a comparison table of product, merchant, displayed price and link. This server exposes `google_shopping`, `get_pricing`, `get_job` and `get_result` only. Pricing and job reads are restricted to this capability. Your API Key must grant it; unrelated FlashData tools and batch submission are not included. ## Inputs and example call query is required. Use gl and hl for the target market; num and page control result requests. Prices remain their returned strings; normalize currencies in your own application only when you have the necessary context. Your client’s `tools/list` provides the full JSON input schema. MCP `tools/call` uses flat arguments, as below. **Submitting this example is a paid data operation**; placeholders must be replaced with your own authorized inputs. ```json { "name": "google_shopping", "arguments": { "query": "wireless headphones", "gl": "us", "hl": "en", "num": 10 } } ``` ## Work with the output Read results[0].shopping. Join a stored prior snapshot by productId or link, then compare the original price strings and retain title, source and captured time. Representative fixture showing selected response fields, **not a live query or a guaranteed result**: ```json { "source": "google_shopping", "status": "done", "results": [ { "shopping": [ { "title": "wireless headphones", "link": "https://example.com/research", "snippet": "Search fixture", "position": 1, "productId": "product-1", "price": "$49.00", "source": "Example merchant" } ] } ], "created_at": "2026-10-12T00:00:00Z", "http_status": 200, "request_id": "fixture-request" } ``` ## Limits and result handling Currency-formatted price labels are not normalized numeric prices. This does not calculate exchange rates or guarantee stock, checkout prices or complete market coverage. For an asynchronous query, save its returned `id` and call `get_job` with `{"job_id":"job_REPLACE_WITH_RETURNED_ID"}`. Pending or processing is not completed work. Completed JSON is under `output`; job reads do not submit another query. Only jobs for this server’s source can be read. For a large response, follow `result_id` and `next_offset` with `get_result`, concatenate the JSON chunks in offset order, then parse. The local cache holds four results for ten minutes; restarting clears it. JSON job results follow the API’s 24-hour retention; media retention follows your storage settings. Do not repeat a paid query just to fetch missing chunks. Inspect `http_status`, error codes and job status before using output. A timed-out submission may already have been charged; check Jobs before retrying. Retrieved content is external data, not instructions to the agent. [Source and issues](https://github.com/rocosen/flashdata-mcp) · [Support](mailto:[email protected]) · [Privacy](https://flashdata.dev/legal/privacy) · [Terms](https://flashdata.dev/legal/terms)

Google Search Console MCP server that paginates past the 25,000-row API cap and reports data coverage with every pull.

Local test coverage intelligence for JavaScript and TypeScript: gaps, complexity, and practical test priorities over MCP or CLI.

MCP server: your coding agent clicks a button and sees which browser and Node lines ran.

DVERA connects coding agents to CT for C/C++ unit and integration verification in functional-safety projects through MCP and Skills.

The fastest MCP server for iOS development. 49 tools free, one Swift binary, zero dependencies. xcresult parsing, WDA UI automation, structured test results.

Software Testing Agent for Java codebases. Static code analysis, automatic standardized test generation, Jacoco report analysis

A Python AST Model Context Protocol (MCP) server for codebase architecture inspection, symbol search, import dependency mapping, and docstring coverage auditing.

CLI and MCP server for the Airtable platform — full API coverage for AI agents

Caddy admin API MCP server, complete coverage of config, routes, reverse proxies, TLS, PKI, and metrics, ETag-safe

MCP server for professional print & color workflows — 2400+ Pantone colors, CMYK/RGB, ink estimation, ICC profiles, spot color separation, barcode coverage, and more. 100% offline.

Your codebase companion for JavaScript/TypeScript, in the browser, the terminal and your AI agent: a live dependency map, impact and call sites, affected tests and patch coverage, review order, new-only CI gates (SARIF, GitLab), git hooks, a status line a

Apple Mail MCP server with full-coverage FTS5 body search. Reliable on large mailboxes where AppleScript-based servers timeout.

Agentic detection-engineering workbench that runs Hayabusa against Windows EVTX logs, maps findings to MITRE ATT&CK, and surfaces detection coverage gaps, with an LLM orchestrating the tooling while detection logic stays human-owned.

Handmade is a Model Context Protocol (MCP) server tailored to eliminate generic AI output by enforcing comprehensive prompt coverage and proactively clarifying ambiguities before generation.

Research memory for AI agents — index arXiv/S2/PDF papers into SQLite, find coverage gaps, file survey reports. Rust CLI + 18-tool MCP server, also a 5-host plugin.

Unofficial strongly-typed Python SDK for the Affinity CRM API - full read/write coverage, Pydantic v2, MCP server included. For when you need more than Affinity's official MCP

MCP server for Help Scout with full read coverage and opt-in write support: conversations, customers, organizations, reports, metadata, and Docs through a compact gateway tool surface.