Reviewed MCP servers — page 2

Operates Tencent CloudBase: database queries, authentication, and cloud functions. Narrow by ecosystem, which is the honest way to describe it — useful if your stack…

Generates 3D models and textures through Meshy's API and returns asset URLs. The output is usable for game jams, prototypes, and background props; it is not producti…

Connects to the freee accounting API for invoices, deals, and account items. The market is Japanese SMBs, and the tool assumes that context. Same rule as any ledger …

Wraps kubectl so an agent can list resources, read logs, and inspect events. Unlike the direct-API Kubernetes server, this one shells out to the CLI you already have…

Reads and writes Google Calendar events, including multi-calendar availability. The valuable part is the read path — answering 'when are we all free' without a sched…

Manages Runpod GPU pods: create, inspect, and stop. This is infrastructure with a meter running, which makes it the clearest example of a server that should never ha…

Routes scraping through Bright Data's proxy and unblocking infrastructure, which is the pragmatic answer for sites that reject datacenter IPs. The trade is cost per …

Reads content types and entries and can create drafts in a Contentful space. The content model access is the underrated part: an agent that knows your fields writes …

Queries Socket's dependency analysis for known malware, typosquats, and risky install scripts. Useful at the exact moment an agent proposes a new package, which is t…

Connects to Jira for issue lookup, JQL search, and comments. The read path covers most of what an agent needs when it is trying to understand why a change was reques…

Searches Gmail and reads threads, with optional draft creation. Its name advertises 'auto auth', which is convenient and worth understanding before you run it: the a…

A design engine exposed as tools: generate layouts, edit images, and export print-ready files. Different from image generators because the output is editable rather …

draw.io's own server, which is a different proposition from the community one: it opens diagram content in the editor rather than pretending to draw it. That makes i…

Reads compliance state from Vanta: controls, failing tests, and the evidence that still needs collecting. During an audit the useful question is 'what is still red',…

Reads and writes Qase test cases, suites, and runs. The realistic use is turning a bug fix into a regression case in the same session, which is exactly the step peop…

Serves SAP MDK metadata and conventions so generated mobile app definitions match the platform instead of approximating it. Very narrow, which is the pattern for ent…

Covers Bitbucket Cloud and Server: repositories, pull requests, and pipeline runs. The practical use is the same as GitHub's server — reading a failing pipeline with…

Reads a Vue design system — components, props, documentation — so generated code reuses what exists instead of inventing a parallel button. The failure mode it preve…

Connects to databases and exposes querying to the agent, positioned as a multi-database client rather than a single-vendor connector. Convenient when your data is sp…

Reads an OpenAPI document and exposes its endpoints as MCP resources and tools. This is the cheapest path from 'there is an API' to 'the agent can call it', and the …

Web and news search through DuckDuckGo, which means no API key and no query history tied to an account. The output is what a search engine returns: titles, URLs, sni…

Exposes Postman collections, environments, and request history to the agent. The underrated use is reading an existing environment to learn the base URL and auth sch…

Queries Pulumi stacks: current resources, outputs, and previews. Infrastructure is the category where an unattended agent is most dangerous, because the blast radius…

Reads, writes, and edits notes via Obsidian's Local REST API plugin, including targeted edits rather than whole-file replacement. The targeted edit matters: a full r…

Reads items, occurrences, and deploy markers from Rollbar. Useful at the exact moment someone says 'users are seeing errors' and you need to know whether it started …

Automates Excel workbooks: read ranges, write cells, run operations. The value is that the output is a real .xlsx with formulas, not a rendered table. The risk is th…

Reads and searches esa.io posts, the documentation tool many Japanese engineering teams use. Worth listing because it is official and because that ecosystem is under…

Controls an Electron application: clicks, keystrokes, and inspection of the running app. It fills a real gap, because desktop apps are invisible to browser automatio…

Connects to a Forest Admin backend with OAuth, giving an agent the same view an internal operator has. Useful for support triage: look up the record the customer is …

Gives an agent access to a venture-research dataset: companies, rounds, investors. Useful in the narrowing phase of diligence, when the question is 'who else investe…

Reads D2L Brightspace course content, assignments, and grades for a student account. The honest framing is that this automates something a student already does by ha…

Searches a design system's components so the agent reuses them instead of inventing a parallel button. Narrow by nature — it is one organisation's design system — bu…

Queries consent records and purposes from Transcend. The value is answering a question that otherwise requires three dashboards and a lawyer. Keep it read-only: cons…

Reads a data inventory: systems, data categories, and their mappings. The honest limitation is that this answers questions about the inventory, not about reality — i…

Wraps a private internal-knowledge API: search and retrieve. The category is interesting because it targets the knowledge that lives in people rather than wikis, whi…

Talks to Doppler's secrets API. The useful distinction is metadata versus values: knowing that a service has STRIPE_KEY set is operational information, while reading…

Reads and updates Trello boards, lists, and cards. Small teams that run on Trello get a genuinely useful loop: ask what is blocked, get the answer from the board rat…

A second, more configurable Git server: log, diff, blame, and branch inspection across multiple repositories. Worth having alongside the official one if you work in …

Connects an agent to Microsoft SQL Server: inspect tables, run queries, read results. The schema view alone saves an afternoon on an unfamiliar database. Use a read-…

Official LINE server for interacting with an official account: push messages, inspect profile and rich menus. Underserved in English-language tooling and genuinely u…

Drives search through the Jan browser extension rather than a headless browser, which means it can reach pages behind a login you already have. That is also the risk…

Reads and searches MediaWiki content. Most companies with a wiki have the same problem — the answer exists and cannot be found — and an agent with search access solv…

Wraps the Serper API for Google search results plus page scraping. It is the pragmatic route when you need actual SERP data and do not have Google's API access. Cost…

Official server exposing Perplexity's search and research answers. The difference from a plain search server is that you get a synthesized answer with sources, which…

Connects to MySQL: list tables, describe columns, run queries. The description advertises write support, which is the part to disable. Read-only is where the value i…

Queries a Ragie index: search documents, retrieve chunks with sources. The point of a managed retrieval layer is that chunking and embeddings are somebody else's pro…

Searches an icon library and returns usage snippets. Small, specific, and useful: icon selection is exactly the kind of task where a human scrolls for ten minutes an…

Bridges AI assistants to Elgato devices such as the Stream Deck. A narrow and slightly delightful entry: physical buttons controlled by a conversation. Listed becaus…

Exposes dbatools commands: instance inventory, database properties, backup status. Aimed at the DBA who already knows the PowerShell module. Keep it read-only — thes…

Generates charts from data using AntV's grammar. Useful when the output of an analysis should be a picture rather than a table — a screenshot of a prompt result is o…

Creates Excalidraw scenes from a description, which gives you an editable sketch rather than a picture. The hand-drawn style is a feature and a trap: it looks inform…

Official server for Porkbun's domain and DNS APIs. Check what a record points at, when a certificate or domain expires, whether the DNS change from last week actuall…

Bridges a language server so the agent can ask editor-grade questions: where is this defined, what is the type, who references it. This is the difference between an …

Wraps the Open-Meteo forecast API, which is free and keyless. A small entry that is nonetheless a good example of the pattern: a narrow, no-auth data source makes an…

Gives an agent visibility into a running Tauri v2 application: inspect state, drive actions, read logs. Narrow to one framework, and the right choice if that is your…

Bundles several generation APIs from Kie.ai: images, video, music. Convenient when you want one connector instead of five, and worth understanding that convenience i…

A deliberately hostile MCP server built for end-to-end security testing: it misbehaves on purpose so you can verify that a client, a proxy, or a review process catch…