Software Alternatives, Accelerators & Startups

LinearB VS HasMCP

Compare LinearB VS HasMCP and see what are their differences

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LinearB logo LinearB

LinearB delivers software leaders the insights they need to make their engineering teams better through a real-time SaaS platform. Visibility into key metrics paired with automated improvement actions enables software leaders to deliver more.

HasMCP logo HasMCP

Convert your API into MCP Server in seconds. No-code, GUI based MCP Framework that creates, deploys and serves MCP servers with built-in auth, realtime logs and telemetry. Make your product available in LLMs today!
  • LinearB Landing page
    Landing page //
    2023-08-19
  • HasMCP Overview page
    Overview page //
    2026-02-01
  • HasMCP MCP Server Secret Manager
    MCP Server Secret Manager //
    2026-02-01
  • HasMCP MCP Server Connection String
    MCP Server Connection String //
    2026-02-01
  • HasMCP MCP Server Skills
    MCP Server Skills //
    2026-02-01
  • HasMCP MCP Server Tools
    MCP Server Tools //
    2026-02-01
  • HasMCP MCP Server Resources
    MCP Server Resources //
    2026-02-01
  • HasMCP MCP Server Analytics
    MCP Server Analytics //
    2026-02-01
  • HasMCP MCP Server Logs and Telemetry
    MCP Server Logs and Telemetry //
    2026-02-01

API to MCP Server

Automated OpenAPI Mapping: Streamlines integration by converting OpenAPI (v3.0/3.1) and Swagger documentation directly into LLM-ready Model Context Protocol (MCP) tools. This eliminates the need for manual "glue code," ensuring accurate, no-code setup in seconds.

MCP Auth

Native MCP Elicitation Auth: Solves authentication challenges by handling OAuth2 flows natively. The system pauses to "elicit" permission, directing users to secure login pages. This ensures credentials are never shared with the LLM.

Secret Management

Secure Secret & Proxy Management: Protects sensitive data by storing API keys in an encrypted vault. HasMCP acts as a proxy, injecting necessary secrets into requests only when needed, ensuring they are never exposed to the AI or end-users.

Context Window Optimization

Reduces LLM costs and latency by minimizing data payload.

  • JMESPath Pruning: Uses declarative queries to filter JSON responses, discarding irrelevant fields.

  • Goja (JS) Logic: Embeds a JavaScript engine to execute complex logic, formatting, and data transformation before the data reaches the LLM.

REST & gRPC

Leverages REST with OpenAPI spec and use gRPC discovery

MCP Composition

Allowing developers to chain multiple modular MCP servers together to build complex, scalable AI workflows.

Operations & Visibility

  • Real-time Dynamic Tooling: Ensures the LLM always has an accurate view of available tools. If an API goes down or permissions change, HasMCP triggers a tool_changed event to update the LLM instantly without a restart.

  • Observability & Telemetry: Provides a suite of monitoring tools including usage analytics, user governance, token economics (cost savings tracking), and a streaming debug console with payload inspection to troubleshoot data transformations in real-time.

HasMCP

Website
hasmcp.com
$ Details
freemium
Platforms
Docker Cloud
Release Date
2026 January
Startup details
Country
United States
State
CA
Founder(s)
Mustafa Turan
Employees
1 - 9

LinearB features and specs

  • Integration with Existing Tools
    LinearB integrates seamlessly with popular project management and communication tools like Jira, GitHub, Slack, and Bitbucket, making it easier to adopt without changing the existing workflow.
  • Real-time Metrics
    Provides real-time visibility into the software development lifecycle, allowing teams to gain insights and take immediate action to improve development processes.
  • Automated Analytics
    Automates the collection and analysis of data, reducing the manual effort required to gather metrics and allowing teams to focus on decision-making and improvements.
  • Workflow Optimization
    Offers features to identify bottlenecks and inefficiencies in the development process, enabling teams to streamline workflows and improve productivity.
  • Developer Metrics
    Includes metrics specifically for developers, such as code quality scores, pull request review times, and activity reports, to help individual contributors understand and enhance their performance.

Possible disadvantages of LinearB

  • Learning Curve
    Although the tool integrates well with other platforms, there is a learning curve associated with understanding and utilizing all of its features effectively.
  • Potential Overload of Metrics
    The extensive array of metrics and data presented can be overwhelming for teams not accustomed to such detailed analytics, potentially causing decision paralysis.
  • Cost
    The pricing structure might be expensive for small teams or startups, especially when compared to other simpler project management or analytics tools.
  • Dependency on Data Integration
    The effectiveness of LinearB largely depends on the quality and comprehensiveness of the data integrated from other tools. Inconsistent or incomplete data can hamper its utility.
  • Privacy Concerns
    Given the level of detail and access required, there might be concerns around data privacy and the handling of sensitive project information, especially in heavily regulated industries.

HasMCP features and specs

  • OpenAPI Spec to MCP Server
    Converts OpenAPI Spec and Swagger spec to MCP Server in seconds
  • MCP Auth
    Authenticate MCP Server with server's OAuth2 or API Key
  • MCP Secret Manager
    Allow storing secret for the MCP server in vault
  • MCP Observability
    Tail realtime logs between MCP server and LLMs
  • MCP Telemetry
    Realtime telemetry logs that shares token usage, optimizations, payload sizes and all calls
  • MCP Analytics
    Access longer term analytics, see usage over time
  • Proxy Headers
    Pass headers directly from LLM to API

Analysis of LinearB

Overall verdict

  • LinearB is generally considered a good tool for teams looking to improve their development workflows. It receives positive feedback for its ability to provide actionable insights and its user-friendly interface. However, as with any tool, its effectiveness can vary depending on the specific needs and context of the development team.

Why this product is good

  • LinearB is a tool that provides real-time insights into software development processes. It enhances productivity by offering metrics, workflow automation, and project visibility, which help in making data-driven decisions. The platform is designed to streamline development pipelines, ensuring teams can identify bottlenecks quickly and optimize their work processes.

Recommended for

    LinearB is recommended for software development teams, engineering managers, and project managers who want to improve visibility into their development processes, reduce cycle times, and boost overall productivity. It's particularly useful for teams that rely on agile methodologies and need to continuously monitor and improve their workflow efficiency.

Analysis of HasMCP

Overall verdict

  • HasMCP appears to be a useful resource for developers and teams working with the Model Context Protocol (MCP), offering a centralized directory and tools to discover, evaluate, and integrate MCP servers into AI applications. However, as with any emerging platform, its value depends on the breadth of its listings, accuracy of information, and ongoing maintenance.

Why this product is good

  • Provides a centralized directory for discovering MCP servers, saving time compared to manual searching
  • Helps developers evaluate and compare different MCP integrations for their AI workflows
  • Focuses on the growing Model Context Protocol ecosystem, which is relevant for modern AI tooling
  • Can lower the barrier to entry for teams looking to connect AI models with external data and tools

Recommended for

  • Developers building AI applications that need MCP server integrations
  • Teams exploring the Model Context Protocol ecosystem
  • AI engineers looking to connect LLMs with external data sources and tools
  • Businesses evaluating MCP-based solutions for automation and context-aware AI

LinearB videos

No LinearB videos yet. You could help us improve this page by suggesting one.

Add video

HasMCP videos

Public API to MCP Server (step-by-step guide)

More videos:

  • Tutorial - Create Token Optimized Brave Search MCP Server
  • Demo - API to MCP Server in Seconds

Category Popularity

0-100% (relative to LinearB and HasMCP)
Data Dashboard
100 100%
0% 0
Developer Tools
76 76%
24% 24
Software Engineering
100 100%
0% 0
AI
0 0%
100% 100

Questions & Answers

As answered by people managing LinearB and HasMCP.

Why should a person choose your product over its competitors?

HasMCP's answer:

Built-in auth, realtime logs, telemetry, token optimization with interceptors and secret management make HasMCP win over all competitors.

Which are the primary technologies used for building your product?

HasMCP's answer:

Go, Vue.js, Taildwincss, Redis, Postgres, Sqlite

How would you describe the primary audience of your product?

HasMCP's answer:

Developers SaaS owners

What's the story behind your product?

HasMCP's answer:

I was working on MCP Servers and I found it is hassle to create one using the tools/frameworks. But not only the creation process, the servers had be downloaded via npx or python at that time. As an alternative, I had to wrap an existing endpoint by writing tons of code. Another thing is the change on the official MCP specs was lightning fast and are not simple just to update your server, you have to write code again to catch it up with the latest spec.

After understanding the underlying protocol communication, I decided to remove this bottleneck from developers life and democratize to access MCP Server with just sharable URL instead of arbitrary local code execution.

Another big challenge was token optimization; I shouldn't have been just returning the what endpoint returns, that was including a lot of unnecessary sometimes confidential information, so an interceptor idea was born. HasMCP supports Jmespath and JS interceptors that you can modify the payload before returning to the client. Either you need to remove a PII column or just prune the data that you need, HasMCP is here to help.

Authentication is one of the other pain points in MCP world; HasMCP supports OAuth2 authentication with elicitation when the OAuth2 client credentials are defined in the provider. So, no more thinking about how I am going to authenticate the user. It is ready to use with just standard OAuth2 client input values. The access/refresh tokens are stored in encrypted format in the session storage. If your API does not support OAuth2, I got you covered too: Your users can define secrets (encrypted environment values) to send specific header values on tool calls.

Realtime access logs and metrics gives you full visibility on what is happening behind the scene. What is the request/response payload in JSONRPC 2.0 format, what MCP client/server side notifications have been sent. What methods have been called, all available in realtime only (not stored)!

When we expose MCPs to LLMs we give full control on the tools, another killer feature of HasMCP is toggling the tools what is being exposed to LLM in realtime. You can simply toggle the ones and authorize access for LLMs and this takes immediate affect, so you can kill a tool or add new one on the fly. This increases the security and give the user to have granular control what is allowed or not. While talking to one LLM you can expose a subset of read only tools whereas some superusers would need to use the write endpoints, this selection is just a toggle in HasMCP. Once you created an API provider, you can create unlimited servers from it, you can just focus on the secure design of your system.

HasMCP is API first, and majority of these functionality also available in opensource community edition. It is time to make your product 7/24 available to ChatGPT, Gemini, VSCode, Cursor, Claude, and all other LLMs that has MCP client with realtime governance. Today is the day to build an MCP server for your product!

What makes your product unique?

HasMCP's answer:

HasMCP is the first GUI MCP Server framework that supports request/response altering with interceptors.

User comments

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Social recommendations and mentions

Based on our record, LinearB seems to be more popular. It has been mentiond 28 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

LinearB mentions (28)

  • The top 15 developer productivity tools in 2026
    LinearB is an engineering productivity platform that provides visibility into developer workflows, automation, and process metrics. It collects data across the entire development lifecycle to diagnose blockers and optimize delivery. One user reports saving 321 developer-hours per month. - Source: dev.to / 3 months ago
  • Developer Productivity vs Developer Experience: Why You Can't Fix One Without the Other
    Most tools measure half the picture. Traditional metrics platforms like LinearB focus on quantitative signals (DORA metrics, cycle time). Survey platforms like Culture Amp capture sentiment across organizations but aren't developer-specific. DX (founded by DORA/SPACE research creators) combines developer surveys with SDLC analytics. These approaches require deliberate implementation and buy-in. - Source: dev.to / 8 months ago
  • ๐ŸฆŠ GitLab: A Python Script Calculating DORA Metrics
    LinearB is a SaaS solution that retrieves metrics overtime, some of them being used to calculate DORA Metrics. They also have a Youtube channel that advocate for DORA Metrics and more. - Source: dev.to / over 2 years ago
  • 6 Proven Strategies For Being A Great Platform Engineer
    In helping engineering orgs get visibility into developer workflows with LinearB, Dan Lines and Ori Keren discovered that the majority of cycle time was being spent in pull request and code review. They found that:. - Source: dev.to / about 3 years ago
  • How to consolidate metrics from across the entire organisation
    LinearB and there are a few cheaper alternatives. Ties in DORA metrics from gut repos and agile project management tools like JIRA. https://linearb.io. Source: about 3 years ago
View more

HasMCP mentions (0)

We have not tracked any mentions of HasMCP yet. Tracking of HasMCP recommendations started around Feb 2026.

What are some alternatives?

When comparing LinearB and HasMCP, you can also consider the following products

Swarmia - Swarmia is an engineering productivity software trusted by 600+ engineering teams worldwide. Use key engineering metrics to unblock the flow, align engineering with business objectives, and drive continuous improvement.

FastMCP 3.0 - The fast, Pythonic way to build MCP servers and clients

Waydev - Waydev analyzes your codebase from Github, Gitlab, Azure DevOps & Bitbucket to help you bring out the best in your engineers work.

MCP Playground - Open-source MCP playground to test and introspect servers

CodeClimate - Code Climate provides automated code review for your apps, letting you fix quality and security issues before they hit production. We check every commit, branch and pull request for changes in quality and potential vulnerabilities.

Playground by Natoma - Simple, fast way to find and try any MCP server.