robocurve.org

agent readiness score · scanned Aug 18, 2026 · 8s · AI & ML

#171 of 979 · #32 in category

65/ 100C+

Robocurve is a Public Benefit Corporation that builds open-source tools and independent benchmarks to evaluate the real-world physical intelligence of AI models and robots.

badge

Discovery 20/20

Access 16.2/30

Usability 22.8/40

Payments n/a

Top fixes

  1. MCP handshake & tools list

    MCP endpoint https://github.com/mcp failed handshake: Not a JSON-RPC endpoint. Support streamable HTTP with protocol version negotiation; if auth-gated, return RFC 9728 metadata in WWW-Authenticate.

    +6.8
  2. AI crawler policy

    robots.txt blocks GPTBot, ClaudeBot, Google-Extended, CCBot, meta-externalagent, Bytespider. Add explicit `User-agent: <bot>` / `Allow: /` groups for the AI agents you welcome; a blanket Disallow makes you invisible to them.

    +6.4
  3. llms.txt

    Add /llms.txt: an H1 with your name, a one-line blockquote summary, and H2 sections of curated links to docs, pricing, and API.

    +5.1
  4. agents.md

    Add /agents.md: what agents may do on your site, key URLs, auth, rate limits, and who to contact.

    +5.1
  5. MCP server discovery

    Publish /.well-known/mcp/server-card.json describing your MCP endpoint so agents can autodiscover it. Evidence found: docs page (https://github.com/robocurve/inspect-robots).

    +4.3
  6. Markdown content negotiation

    Serve text/markdown when clients send `Accept: text/markdown` (or expose .md twins of key pages) — agents get far more signal per token.

    +3.8

1.Can an agent discover and trust you?

8/8

Whether agents can crawl you, find you in the registries and searches they check, and trust what they find.

  • Sitemap present & freshrequired4/4

    Sitemap at https://robocurve.org/sitemap.xml: 4 entries, freshest <lastmod> 2026-08-17 (1 days ago)

    Resolved the sitemap from robots.txt or /sitemap.xml, validated XML, and checked lastmod freshness

    spec ↗
  • Brand search discoverabilityrequired4/4

    Both searches ("Robocurve" and "Robocurve ai ml") cited robocurve.org: https://robocurve.org/, https://robocurve.org

    Ran clean brand-name web searches and checked whether your domain is cited in the results

  • MCP registry listingsrecommendedna

    No MCP server detected for this product

    Queried the official MCP registry, Smithery, Glama, and PulseMCP for servers matching your domain

    spec ↗

2.Do you welcome agents?

7/16

Whether your robots policy, bot protection, and agent guidance actively admit AI agents instead of blocking them.

  • robots.txt present & parseablerequired2/2

    /robots.txt parses: 11 User-agent group(s), 1 Sitemap line(s)

    Fetched /robots.txt and validated it parses as a robots policy

    spec ↗
  • AI crawler policyrequired0/5

    robots.txt blocks 6 of 12 AI crawler user-agents from /: GPTBot, ClaudeBot, Google-Extended, CCBot, meta-externalagent, Bytespider

    fix → robots.txt blocks GPTBot, ClaudeBot, Google-Extended, CCBot, meta-externalagent, Bytespider. Add explicit `User-agent: <bot>` / `Allow: /` groups for the AI agents you welcome; a blanket Disallow makes you invisible to them.

    Evaluated robots.txt groups for the major AI agent user-agents (GPTBot, ClaudeBot, PerplexityBot, …)

  • Content Signals directivesemerging1/2

    1 Content-Signal line(s) found in robots.txt but none parse as `key=yes|no` pairs (e.g. `search=yes,ai-train=no,use=reference`)

    fix → Fix the Content-Signal syntax to comma-separated `key=yes|no` pairs, e.g. `Content-Signal: search=yes, ai-train=no`.

    Looked for Content-Signal lines in robots.txt

    spec ↗
  • Agent user-agent paritybetarequired4/4

    All three UAs get HTTP 200; bot bodies are ClaudeBot 100%, GPTBot 100% of the browser response (58666 bytes)

    Compared responses served to browser and AI-agent user-agents (informational while in beta)

  • agents.mdrecommended0/3

    No agents.md: https://robocurve.org/agents.md → HTTP 404, https://robocurve.org/AGENTS.md → HTTP 404

    fix → Add /agents.md: what agents may do on your site, key URLs, auth, rate limits, and who to contact.

    Fetched /agents.md and checked for substantive agent guidance

    spec ↗

3.Does an agent understand who you are and what you do?

9/18

Whether your pages carry machine-readable identity: structured data, llms.txt, clear copy an agent can quote.

  • Homepage states what you arerequired3/3

    Homepage clarity rated 5/5 — an agent can confidently say what this company does (model's one-sentence read: "Robocurve is a Public Benefit Corporation that builds open-source tools and independent benchmarks to evaluate the real-world physical intelligence of AI models and robots.")

    An LLM read your homepage as an agent would and rated how confidently it could say what you do

  • OpenGraph / social metadatarecommended2/2

    Homepage has og:title, og:description, and og:image (twitter:card="summary_large_image" present)

    Parsed homepage og:title / og:description / og:image and twitter:card meta tags

    spec ↗
  • llms.txtrecommended0/4

    GET /llms.txt returned HTTP 404

    fix → Add /llms.txt: an H1 with your name, a one-line blockquote summary, and H2 sections of curated links to docs, pricing, and API.

    Fetched /llms.txt and validated it against the llmstxt.org shape (H1, summary, curated links)

    spec ↗
  • llms-full.txtbonusrecommended0/2

    GET /llms-full.txt returned HTTP 404

    fix → Add /llms-full.txt with expanded inline docs content so agents can load everything in one fetch.

    Fetched /llms-full.txt and checked for substantial inline markdown content

    spec ↗
  • JSON-LD structured datarequired4/4

    3 JSON-LD block(s) on homepage (types: Organization, WebSite, ItemList); Organization block is well-formed

    Extracted and validated application/ld+json blocks on the homepage and pricing page

    spec ↗
  • Markdown content negotiationrecommended0/3

    GET / with `Accept: text/markdown` returned HTTP 200 text/html; no .md twins found (2 probed)

    fix → Serve text/markdown when clients send `Accept: text/markdown` (or expose .md twins of key pages) — agents get far more signal per token.

    Requested key pages with Accept: text/markdown and probed .md twin URLs

4.Can an agent integrate with you?

watch →6.5/9

Whether the artifacts an agent needs to build on you — docs, API specs, SDKs, MCP servers — exist and are findable.

  • Developer resource discoverabilityrecommendedna

    No public API detected

    Searched for your brand with developer-keyword suffixes and checked which official resources are cited

  • OpenAPI spec discoverablerequiredna

    No public developer API detected — API checks don't apply

    Probed standard OpenAPI locations and docs links for a fetchable, parseable spec

    spec ↗
  • Docs discoverablerequired4/4

    Docs found at https://github.com/robocurve/inspect-robots (via homepage link, 21634 chars of readable text)

    Followed homepage nav/footer links and probed /docs, /developers, docs.{domain}

  • MCP server discoveryrequired2.5/5

    MCP evidence found only as a mention in docs page (https://github.com/robocurve/inspect-robots): "https://github.com/mcp" — no well-known server card

    fix → Publish /.well-known/mcp/server-card.json describing your MCP endpoint so agents can autodiscover it. Evidence found: docs page (https://github.com/robocurve/inspect-robots).

    Probed /.well-known/mcp/server-card.json, mcp.json, and docs mentions for an MCP endpoint

    spec ↗
  • npm SDKrecommendedna

    No public developer API detected — API checks don't apply

    Searched the npm registry for an official, domain-verified SDK package

  • PyPI SDKrecommendedna

    No public developer API detected — API checks don't apply

    Searched PyPI for an official, domain-verified SDK package

5.Is your integration well-built?

watch →4.3/5

Whether your specs, docs, and tools are complete and descriptive enough for an agent to use them without guessing.

  • OpenAPI validity & qualityrecommendedna

    No public developer API detected — API checks don't apply

    Linted the spec: descriptions, operationIds, securitySchemes, servers

  • Docs qualityrecommended2.3/3

    Docs at https://github.com/robocurve/inspect-robots scored clarity 4/5, completeness 3/5, runnable examples 5/5, agent-friendliness 3/5 (mean 3.8/5)

    fix → Docs scored 3/5 on completeness. The documentation is truncated, so it's impossible to know if all necessary information for full integration is present.

    An LLM rated your docs for clarity, completeness, runnable examples, and agent-friendliness

  • Quickstart / getting startedrecommended2/2

    Quickstart found: https://docs.inspectrobots.org/guide/quickstart/ (linked from https://github.com/robocurve/inspect-robots) returns 200 with a code block

    Looked for a quickstart/getting-started guide containing code blocks

  • MCP tool qualityrecommendedna

    No tools listed by the MCP endpoint — nothing to lint

    Linted listed tools for descriptions, typed input schemas, and naming

6.Can an agent use you reliably in production?

watch →3/4

Response hygiene, TLS and redirect discipline, and security contact channels agents depend on at runtime.

  • TLS & redirect hygienerequired2/2

    http://robocurve.org/ upgrades to https in 1 hop(s), 1 redirect(s) total, final HTTP 200; HSTS present

    Checked http→https redirect behavior, chain length, and TLS health

  • Response speed & weightrequired1/1

    Homepage TTFB 64ms, payload 57KB, Content-Encoding: br

    Measured homepage TTFB, payload size, and compression

  • security.txtrecommended0/1

    https://robocurve.org/.well-known/security.txt returned HTTP 404

    fix → Publish RFC 9116 /.well-known/security.txt with a Contact and a future Expires.

    Fetched /.well-known/security.txt and validated Contact + Expires

    spec ↗

7.Can an agent authenticate to you?

watch →2/2

Whether agents can discover your auth model machine-readably (OAuth metadata) and follow documented steps to credentials.

  • OAuth authorization server metadatarecommendedna

    No API or MCP server detected — OAuth metadata doesn't apply

    Fetched /.well-known/oauth-authorization-server (and openid-configuration fallback)

    spec ↗
  • OAuth protected resource metadatarecommendedna

    No API or MCP server detected — OAuth metadata doesn't apply

    Fetched /.well-known/oauth-protected-resource

    spec ↗
  • Auth documentationrecommended2/2

    Auth documentation found at https://docs.inspectrobots.org/guide/adapters/ (linked from https://github.com/robocurve/inspect-robots) with code examples

    Looked for /auth.md or an authentication docs page with code examples

8.Can an agent transact with you?

watch →0/5

Whether pricing is discoverable and machine-readable, and whether you support agent payment protocols.

  • Pricing discoverablerequiredna

    Product appears to be free or non-commercial — pricing checks don't apply

    Followed nav/footer links and probed /pricing for a page with legible price signals

  • Machine-readable pricingrecommendedna

    Product appears to be free or non-commercial — pricing checks don't apply

    Looked for Offer JSON-LD, then had an LLM attempt structured extraction of your plans

    spec ↗
  • x402 payment supportbonusrecommended0/2

    /.well-known/x402 returned HTTP 404. No x402 support detected (bonus check — absence costs nothing).

    fix → Support x402: serve payment requirements at /.well-known/x402, or answer unauthenticated API calls with HTTP 402 plus an x402 payment-requirements payload (x402Version, accepts[]).

    Probed /.well-known/x402 and API endpoints for HTTP 402 payment-required envelopes

    spec ↗
  • AP2 readinessemerging0/1

    No AP2 hints found — scanned docs page (https://github.com/robocurve/inspect-robots); /.well-known/ap2 returned HTTP 404.

    fix → Adopt AP2 to accept delegated agent payments — see https://ap2-protocol.org.

    Scanned fetched artifacts and well-known paths for AP2 hints

    spec ↗
  • Agentic Commerce Protocolemerging0/1

    No Agentic Commerce Protocol hints found — scanned docs page (https://github.com/robocurve/inspect-robots); /.well-known/acp returned HTTP 404.

    fix → Adopt the Agentic Commerce Protocol so agent checkouts can complete against your store — see https://developers.openai.com/commerce.

    Scanned docs and specs for agentic checkout endpoints

    spec ↗
  • Other agent payment protocolsbonusemerging0/1

    No UCP/MPP hints found — scanned docs page (https://github.com/robocurve/inspect-robots).

    fix → Track emerging agent payment protocols (UCP, MPP) and adopt the ones your buyers' agents use.

    Scanned fetched artifacts for UCP/MPP protocol hints

9.Can a user act through an agent?

0/4

Whether an end user's agent can operate on their behalf: working MCP tools, published skills, agent configs.

  • Agent skill publishedbonusemergingna

    Requires the analysis phase — not yet evaluated

    Checked /skill.md, /.well-known/skills/, and skills.sh for published agent skills

  • MCP handshake & tools listrequired0/4

    MCP endpoint https://github.com/mcp failed handshake: Not a JSON-RPC endpoint

    fix → MCP endpoint https://github.com/mcp failed handshake: Not a JSON-RPC endpoint. Support streamable HTTP with protocol version negotiation; if auth-gated, return RFC 9728 metadata in WWW-Authenticate.

    Performed a streamable-HTTP initialize + tools/list against the MCP endpoint

    spec ↗
  • Agent configs in public repobonusemergingna

    Requires the analysis phase — not yet evaluated

    Checked your public GitHub org's main repos for AGENTS.md / .claude / .cursor configs

10.Can an agent operate your website directly?

7/9

Whether the site itself is legible to non-rendering and browser agents: semantic HTML, no JS walls, accessibility.

  • NLWeb endpointemerging0/1

    No NLWeb endpoint detected: /.well-known/nlweb.json returned HTTP 404 (text/html); GET /ask?query=hello returned HTTP 404 (text/html)

    fix → Consider exposing an NLWeb /ask endpoint (and /.well-known/nlweb.json) for conversational access to your content.

    Probed /.well-known/nlweb.json and the /ask endpoint

    spec ↗
  • Semantic HTML structurerequired3/3

    5/6 semantic signals present on the homepage (missing: text-to-markup ratio ≥ 0.10)

    Scored landmark elements, heading hierarchy, and text-to-markup ratio on the homepage

  • Content readable without JavaScriptrequired2/2

    Homepage raw HTML contains 3496 chars of visible text without JavaScript

    Measured visible text in the raw, unrendered homepage HTML

  • Accessibility basicsrequired2/2

    Homepage accessibility: 4/5 checks passed — failing: labeled inputs (2/6 unlabeled)

    Static checks: lang attribute, title, alt coverage, labeled inputs, landmarks

  • WebMCPemerging0/1

    No WebMCP evidence on homepage: no application/webmcp script and no navigator.modelContext reference

    fix → Consider WebMCP to expose page actions as tools to browser agents.

    Looked for WebMCP script declarations on the homepage

    spec ↗