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News, insights and more from EchoSift.
What Is an MCP Server? Meaning, Examples, and the Parts the Spec Leaves Out
An MCP server exposes tools, resources and prompts to AI agents over one protocol. What that means in practice, real examples you can run today, and what operating one teaches.
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GummySearch Is Closed: Where to Find Recurring Pain Now
GummySearch closed on 30 November 2025. What the seven replacements its founder recommends are actually for, and where to look when your users file issues instead.
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How to Find Product Gaps in Open Source Tools
Rank gaps in open source tools by the trailing mention window instead of lifetime issue counts, filter for breadth across projects, and read the four shapes a real gap takes.
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How to Forecast SaaS Revenue
Forecast SaaS revenue from the MRR identity, a bottom-up conversion chain, cohort retention curves and scenario ranges, without extrapolating a window that is too short.
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How to Model SaaS Unit Economics
Model per-customer SaaS economics without flattering yourself: contribution margin, margin-adjusted LTV, the LTV to CAC ratio, and CAC payback in months when you have almost no data yet.
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How to Run a Beta Program for a Dev Tool
Run a structured beta as a controlled experiment: recruit testers who hold the pain, size the cohort deliberately, set activation and retention gates up front, and graduate to GA on evidence.
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How to Turn User Feedback Into a Product Roadmap
A repeatable system for converting a pile of raw feedback into a sequenced roadmap: capture in one log, cluster into themes, weight by distinct-owner demand and growth, and close the loop.
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How to Build a Waitlist for a Developer Tool
Treat a pre-launch waitlist as a demand instrument, not a mailing list: a landing page, qualifying questions, and activation steps that turn signups into your first real developer users.
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How to Write a Value Proposition for Developers
Write a value proposition as one testable promise: a before and after transformation, a one-sentence formula, and proof a skeptical developer will actually believe, grounded in live signal data.
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How to Define an Ideal Customer Profile for a Developer Tool
A scorecard method to define one ideal customer profile for a developer tool, using firmographic, behavioral, and pain criteria grounded in live developer signal data.
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