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qualify_project

Given a product, work out which platforms it qualifies for right now, which it could qualify for after supplying something (with the exact list of what is missing), and which are structurally out of reach. It also hands back recommended: the run in the order it should be worked, so the plan comes out of the directory rather than out of what you remember of the web. That order is decided by goal and budget, and when they have not been answered the response says what it assumed and carries the questions to put to the maker: ask them, call again with the answers, and store them with update_project so nobody asks twice. Needs no account: describe the product inline. Every field is optional and an unanswered field becomes a gap to fill rather than a rejection.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
urlNo
docsNo
goalNoWhat this run is for, which decides the order of it. `already-live` means the product is out and wants listings, links and traffic now, so the run leads on fast approvals, dofollow links and strong domains. `launching-later` means there is a launch date ahead, so it leads on the platforms with months of queue. Ask the maker rather than guessing: absent, it is inferred from `stage` and the response says so.
nameNo
stageNo
budgetNoWhether platforms that charge to list may appear in the run. Absent means `free-only`, which is the assumption that cannot cost anybody anything. `freemium` platforms are in the run either way: their submission is free, and paying to skip their queue is a separate question at the form.
launchAtNoISO 8601 date the maker is launching on, when they have named one.
demoVideoNo
categoriesNoEvery audience and form factor this product belongs to, not just the main one. A product is often several at once, and one missing tag is one directory it never hears about: a repository holding a browser extension and a web app is `extension` and `web`, and an open-source AI dev tool is `open-source`, `ai` and `dev`. Look at what the product actually ships before you answer: a manifest.json means `extension`, an ios or android target means `mobile`, a public repository means `open-source`, an mcp server is `mcp`, a workspace with several of those means all of them. Then answer what it is commercially, which is a separate question and the one most runs lose platforms on: most launch boards say what they take by who ships it, not by what it runs on, so a subscription mobile app is `mobile` and `saas`, anything a solo maker or small team shipped is `indie`, and something sold to companies is `b2b`. Leaving those off does not make the run safer, it makes it shorter. Tags: agent-skill, ai, b2b, christian, community, content, design, dev, directory, extension, free, hardware, indie, local, marketing, marketplace, mcp, mobile, no-code, open-source, prelaunch, productivity, saas, turkish-founders, web.
coverImageNo
logoSquareNo
openSignupNo
publicRepoNo
pricingPageNo
domainRatingNo
pricingModelNo
livePublicUrlNo
privacyPolicyNo
monthlyTrafficNo
acceptsBacklinkNo
payingCustomersNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • changedInput schema / properties / categories / description
      Previous value: -"Every audience and form factor this product belongs to, not just the main one. A product is often several at once, and one missing tag is one directory it never hears about: a repository holding a browser extension and a web app is `extension` and `web`, and an open-source AI dev tool is `open-source`, `ai` and `dev`. Look at what the product actually ships before you answer: a manifest.json means `extension`, an ios or android target means `mobile`, a public repository means `open-source`, an mcp server is `mcp`, a workspace with several of those means all of them. Then answer what it is commercially, which is a separate question and the one most runs lose platforms on: most launch boards say what they take by who ships it, not by what it runs on, so a subscription mobile app is `mobile` and `saas`, anything a solo maker or small team shipped is `indie`, and something sold to companies is `b2b`. Leaving those off does not make the run safer, it makes it shorter. Tags: agent-skill, ai, b2b, community, content, design, dev, directory, extension, free, hardware, indie, local, marketing, marketplace, mcp, mobile, no-code, open-source, prelaunch, productivity, saas, web."New value: +"Every audience and form factor this product belongs to, not just the main one. A product is often several at once, and one missing tag is one directory it never hears about: a repository holding a browser extension and a web app is `extension` and `web`, and an open-source AI dev tool is `open-source`, `ai` and `dev`. Look at what the product actually ships before you answer: a manifest.json means `extension`, an ios or android target means `mobile`, a public repository means `open-source`, an mcp server is `mcp`, a workspace with several of those means all of them. Then answer what it is commercially, which is a separate question and the one most runs lose platforms on: most launch boards say what they take by who ships it, not by what it runs on, so a subscription mobile app is `mobile` and `saas`, anything a solo maker or small team shipped is `indie`, and something sold to companies is `b2b`. Leaving those off does not make the run safer, it makes it shorter. Tags: agent-skill, ai, b2b, christian, community, content, design, dev, directory, extension, free, hardware, indie, local, marketing, marketplace, mcp, mobile, no-code, open-source, prelaunch, productivity, saas, turkish-founders, web."
    • changedInput schema / properties / categories / items / enum
      Previous value: -[
      -  "agent-skill",
      -  "ai",
      -  "b2b",
      -  "community",
      -  "content",
      -  "design",
      -  "dev",
      -  "directory",
      -  "extension",
      -  "free",
      -  "hardware",
      -  "indie",
      -  "local",
      -  "marketing",
      -  "marketplace",
      -  "mcp",
      -  "mobile",
      -  "no-code",
      -  "open-source",
      -  "prelaunch",
      -  "productivity",
      -  "saas",
      -  "web"
      -]New value: +[
      +  "agent-skill",
      +  "ai",
      +  "b2b",
      +  "christian",
      +  "community",
      +  "content",
      +  "design",
      +  "dev",
      +  "directory",
      +  "extension",
      +  "free",
      +  "hardware",
      +  "indie",
      +  "local",
      +  "marketing",
      +  "marketplace",
      +  "mcp",
      +  "mobile",
      +  "no-code",
      +  "open-source",
      +  "prelaunch",
      +  "productivity",
      +  "saas",
      +  "turkish-founders",
      +  "web"
      +]
  2. Changed1 schema field changed
    • changedInput schema / properties / categories / description
      Previous value: -"Every audience and form factor this product belongs to, not just the main one. A product is often several at once, and one missing tag is one directory it never hears about: a repository holding a browser extension and a web app is `extension` and `web`, and an open-source AI dev tool is `open-source`, `ai` and `dev`. Look at what the product actually ships before you answer: a manifest.json means `extension`, an ios or android target means `mobile`, a public repository means `open-source`, a workspace with several of those means all of them. Tags: agent-skill, ai, b2b, community, content, design, dev, directory, extension, free, hardware, indie, local, marketing, marketplace, mcp, mobile, no-code, open-source, prelaunch, productivity, saas, web."New value: +"Every audience and form factor this product belongs to, not just the main one. A product is often several at once, and one missing tag is one directory it never hears about: a repository holding a browser extension and a web app is `extension` and `web`, and an open-source AI dev tool is `open-source`, `ai` and `dev`. Look at what the product actually ships before you answer: a manifest.json means `extension`, an ios or android target means `mobile`, a public repository means `open-source`, an mcp server is `mcp`, a workspace with several of those means all of them. Then answer what it is commercially, which is a separate question and the one most runs lose platforms on: most launch boards say what they take by who ships it, not by what it runs on, so a subscription mobile app is `mobile` and `saas`, anything a solo maker or small team shipped is `indie`, and something sold to companies is `b2b`. Leaving those off does not make the run safer, it makes it shorter. Tags: agent-skill, ai, b2b, community, content, design, dev, directory, extension, free, hardware, indie, local, marketing, marketplace, mcp, mobile, no-code, open-source, prelaunch, productivity, saas, web."
  3. Changed2 schema fields changed
    • changedInput schema / properties / categories / description
      Previous value: -"Every audience and form factor this product belongs to, not just the main one. A product is often several at once, and one missing tag is one directory it never hears about: a repository holding a browser extension and a web app is `extension` and `web`, and an open-source AI dev tool is `open-source`, `ai` and `dev`. Look at what the product actually ships before you answer: a manifest.json means `extension`, an ios or android target means `mobile`, a public repository means `open-source`, a workspace with several of those means all of them. Tags: ai, b2b, community, content, design, dev, directory, extension, free, hardware, indie, local, marketing, marketplace, mobile, no-code, open-source, prelaunch, productivity, saas, web."New value: +"Every audience and form factor this product belongs to, not just the main one. A product is often several at once, and one missing tag is one directory it never hears about: a repository holding a browser extension and a web app is `extension` and `web`, and an open-source AI dev tool is `open-source`, `ai` and `dev`. Look at what the product actually ships before you answer: a manifest.json means `extension`, an ios or android target means `mobile`, a public repository means `open-source`, a workspace with several of those means all of them. Tags: agent-skill, ai, b2b, community, content, design, dev, directory, extension, free, hardware, indie, local, marketing, marketplace, mcp, mobile, no-code, open-source, prelaunch, productivity, saas, web."
    • changedInput schema / properties / categories / items / enum
      Previous value: -[
      -  "ai",
      -  "b2b",
      -  "community",
      -  "content",
      -  "design",
      -  "dev",
      -  "directory",
      -  "extension",
      -  "free",
      -  "hardware",
      -  "indie",
      -  "local",
      -  "marketing",
      -  "marketplace",
      -  "mobile",
      -  "no-code",
      -  "open-source",
      -  "prelaunch",
      -  "productivity",
      -  "saas",
      -  "web"
      -]New value: +[
      +  "agent-skill",
      +  "ai",
      +  "b2b",
      +  "community",
      +  "content",
      +  "design",
      +  "dev",
      +  "directory",
      +  "extension",
      +  "free",
      +  "hardware",
      +  "indie",
      +  "local",
      +  "marketing",
      +  "marketplace",
      +  "mcp",
      +  "mobile",
      +  "no-code",
      +  "open-source",
      +  "prelaunch",
      +  "productivity",
      +  "saas",
      +  "web"
      +]
  4. Changed3 schema fields changed
    • addedInput schema / properties / budget
      Added value: +{
      +  "description": "Whether platforms that charge to list may appear in the run. Absent means `free-only`, which is the assumption that cannot cost anybody anything. `freemium` platforms are in the run either way: their submission is free, and paying to skip their queue is a separate question at the form.",
      +  "enum": [
      +    "free-only",
      +    "will-pay"
      +  ],
      +  "type": "string"
      +}
    • addedInput schema / properties / goal
      Added value: +{
      +  "description": "What this run is for, which decides the order of it. `already-live` means the product is out and wants listings, links and traffic now, so the run leads on fast approvals, dofollow links and strong domains. `launching-later` means there is a launch date ahead, so it leads on the platforms with months of queue. Ask the maker rather than guessing: absent, it is inferred from `stage` and the response says so.",
      +  "enum": [
      +    "already-live",
      +    "launching-later"
      +  ],
      +  "type": "string"
      +}
    • addedInput schema / properties / launchAt
      Added value: +{
      +  "description": "ISO 8601 date the maker is launching on, when they have named one.",
      +  "type": "string"
      +}
  5. Changed2 schema fields changed
    • changedInput schema / properties / categories / description
      Previous value: -"Every audience and form factor this product belongs to, not just the main one. A product is often several at once, and one missing tag is one directory it never hears about: a repository holding a browser extension and a web app is `extension` and `web`, and an open-source AI dev tool is `open-source`, `ai` and `dev`. Look at what the product actually ships before you answer: a manifest.json means `extension`, an ios or android target means `mobile`, a public repository means `open-source`, a workspace with several of those means all of them. Tags: ai, b2b, content, design, dev, directory, extension, free, hardware, indie, local, marketing, marketplace, mobile, no-code, open-source, prelaunch, productivity, saas, web."New value: +"Every audience and form factor this product belongs to, not just the main one. A product is often several at once, and one missing tag is one directory it never hears about: a repository holding a browser extension and a web app is `extension` and `web`, and an open-source AI dev tool is `open-source`, `ai` and `dev`. Look at what the product actually ships before you answer: a manifest.json means `extension`, an ios or android target means `mobile`, a public repository means `open-source`, a workspace with several of those means all of them. Tags: ai, b2b, community, content, design, dev, directory, extension, free, hardware, indie, local, marketing, marketplace, mobile, no-code, open-source, prelaunch, productivity, saas, web."
    • changedInput schema / properties / categories / items / enum
      Previous value: -[
      -  "ai",
      -  "b2b",
      -  "content",
      -  "design",
      -  "dev",
      -  "directory",
      -  "extension",
      -  "free",
      -  "hardware",
      -  "indie",
      -  "local",
      -  "marketing",
      -  "marketplace",
      -  "mobile",
      -  "no-code",
      -  "open-source",
      -  "prelaunch",
      -  "productivity",
      -  "saas",
      -  "web"
      -]New value: +[
      +  "ai",
      +  "b2b",
      +  "community",
      +  "content",
      +  "design",
      +  "dev",
      +  "directory",
      +  "extension",
      +  "free",
      +  "hardware",
      +  "indie",
      +  "local",
      +  "marketing",
      +  "marketplace",
      +  "mobile",
      +  "no-code",
      +  "open-source",
      +  "prelaunch",
      +  "productivity",
      +  "saas",
      +  "web"
      +]
  6. First observed

TDQS

A4.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations are absent, so the description carries the full burden. It discloses that all fields are optional, that unanswered fields become gaps, and that assumptions are made (e.g., free-only budget) and communicated back. It also explains how the order is decided (by goal and budget) and that it doesn't need an account. However, it doesn't explicitly state side effects like whether it creates anything or if it's read-only, but given no annotations, the description does a good job of setting expectations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is long but information-dense graduated. It front-loads the core purpose and then explains the ordering logic and the ask-retry-store flow. It includes important assumptions and the no-account note early. While it's verbose, every sentence adds value, especially the detailed `categories` guidance which is critical for correct usage. It could be trimmed but is not bloated.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with 21 optional parameters and no output schema, the description covers the essential context: what it does, how to use it, what assumptions it makes, and what to do next (ask questions, call again, update_project). It doesn't detail return structure but the description states it returns `recommended` order. The complexity is high due to many parameters, but the description addresses the key ones and provides a coherent mental model.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is only 19%, but the description compensates somewhat: it explains how `goal` and `budget` affect ordering and assumptions, and it gives detailed guidance on `categories` (which is the most complex parameter). However, many parameters (like `docs`, `demoVideo`, `coverImage`) are simple boolean flags that are self-evident from the schema, so the description doesn't need to explain them. For those that are not obvious (like `acceptsBacklink`, `domainRating`), there's no added meaning, but the schema names are fairly clear on their own.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it qualifies a product against platforms, distinguishing between current qualification, potential qualification with missing items, and structural exclusion. It also explicitly introduces the `recommended` output and how it derives from goal and budget, which is a specific and valuable behavior that separates it from siblings.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives explicit when-to-use guidance: it says to call this tool when you need to qualify a product, and to call it again after getting answers from the maker. It also directs storing answers with update_project, which is a clear alternative for persisting data. It mentions 'ask them, call again with the answers' which is actionable usage guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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