io.github.RyanKramer/autorank-mcp
PYPI · AUTORANK-MCP
Technical SEO tools for AI agents: structured data, meta tags, robots, SERP truncation. No API key.
Available components
Last scanned (11 hours ago)
Scores higher than 77% of PyPI servers
Category Marketing and SEO
How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →
Supply Chain Security100
- No malware found by supply-chain analysis.Pass
- No known CVEs affecting this package version or its production dependencies.Pass
- Runs hatchling.build at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
- 1 of 15 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency45
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Provenance check failed: no build-provenance attestation is published. See how to fix → View diagnostics → Fail
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 94 days ago).Pass
- Disclosure check failed: no security disclosure policy was found in the source repository. See how to fix → Fail
Schema Quality & AI Usability64
- AI-judged instruction clarity (good).Pass
- Tool/resource definitions use about 1046 tokens (~58/item across 18 items; 18 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management83
- Stability observed for 25 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage71
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 0% of tool parameters carry a description.Fail
- Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 18 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 19 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a current MCP spec version (2026-07-28).Pass
Checks we ran (16)
- Malware scan
- Known CVEs
- Install scripts
- Dependency health
- Source repository
- Provenance
- License
- Maintenance
- Security disclosure
- Schema quality
- Stability
- Tool coverage
- Injection markers
- Destructive annotations
- Judged manipulation
- MCP protocol
Does not apply to this package (2)
- Endpoint SecurityScored on hosted endpoints only. A package has no live endpoint of its own for us to probe.
- Transport & ReachabilityScored on hosted endpoints only. A package has no live endpoint of its own for us to probe.
The score does not measure everything. What the score does not measure →
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 5 Nov 26 −2
- Stability: pass → 0.83 functional
- 30 Oct 26 0
- Stability: 0.97 → pass security
- 29 Oct 26 0
- Stability: pass → 0.97 functional
- 23 Oct 26 0
- Stability: 0.97 → pass security
- 22 Oct 26 0
- Stability: pass → 0.97 functional
- 16 Oct 26 0
- Stability: 0.97 → pass security
- 15 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 93 to 97. That category is still filling its 30-day observation window: 28 days of observed history at the previous scan, 29 at this one. The score rises as the window fills, whether or not the server changes.
- 13 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 87 to 90. That category is still filling its 30-day observation window: 26 days of observed history at the previous scan, 27 at this one. The score rises as the window fills, whether or not the server changes.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 5 Nov 2026 · Analysed pypi/autorank-mcp@0.1.0
Provenance No attestation
The registry publishes no build provenance for this version, so there is nothing to verify.
| Result | No attestation |
|---|---|
| Ecosystem | pypi |
| Reason | No attestation published |
Background: How many MCP packages publish verified provenance →
Install scripts 1 script
| Hook | Tier | Command |
|---|---|---|
| build_backend | Known build tool | hatchling.build |
Background: Why install scripts are a supply-chain risk →
Dependencies 15 packages
| Packages resolved | 15 |
|---|---|
| Stale | 1 |
| Tree resolution | Complete |
Background: SBOMs and build attestations, explained →
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
autorank_free_tools Autorank Free Tools ~25
List the browser versions of these tools, plus the ones not exposed here.
Input schema present but exposes no named parameters.
Structured output declared, but exposes no named fields.
No examples provided.
build_utm_link Build Utm Link ~61
Build a UTM-tagged tracking URL.
| Name | Type | Req | Description |
|---|---|---|---|
| campaign | string | yes | – |
| content | string | – | – |
| medium | string | yes | – |
| source | string | yes | – |
| term | string | – | – |
| url | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
check_description_length Check Description Length ~28
Check whether a meta description will be truncated in Google results.
| Name | Type | Req | Description |
|---|---|---|---|
| description | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
check_title_length Check Title Length ~56
Check whether a page title will be truncated in Google results. Measures approximate pixel width rather than character count, because Google truncates on width. Returns the estimate, the limit, and a verdict.
| Name | Type | Req | Description |
|---|---|---|---|
| title | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
generate_article_schema Generate Article Schema ~82
Generate Article JSON-LD. Dates should be ISO 8601 (YYYY-MM-DD).
| Name | Type | Req | Description |
|---|---|---|---|
| author_name | string | yes | – |
| date_modified | string | – | – |
| date_published | string | yes | – |
| description | string | – | – |
| headline | string | yes | – |
| image_url | string | – | – |
| publisher_name | string | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
generate_breadcrumb_schema Generate Breadcrumb Schema ~34
Generate BreadcrumbList JSON-LD. Each item needs 'name' and 'url'.
| Name | Type | Req | Description |
|---|---|---|---|
| items | array | yes | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
generate_faq_schema Generate Faq Schema ~64
Generate FAQPage JSON-LD. Each item needs 'question' and 'answer'. The answers MUST already be visible on the page. Schema that disagrees with the rendered page is a spam signal, not a shortcut.
| Name | Type | Req | Description |
|---|---|---|---|
| questions_and_answers | array | yes | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
generate_hreflang Generate Hreflang ~72
Generate hreflang link tags. Each page needs 'lang' (e.g. en-us) and 'url'. Every listed page must carry the full set, including a self-reference, or the cluster is ignored.
| Name | Type | Req | Description |
|---|---|---|---|
| include_x_default | boolean | – | – |
| pages | array | yes | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
generate_local_business_schema Generate Local Business Schema ~87
Generate LocalBusiness JSON-LD with a postal address.
| Name | Type | Req | Description |
|---|---|---|---|
| city | string | yes | – |
| country | string | yes | – |
| name | string | yes | – |
| postal_code | string | yes | – |
| price_range | string | – | – |
| region | string | yes | – |
| street_address | string | yes | – |
| telephone | string | – | – |
| url | string | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
generate_meta_tags Generate Meta Tags ~81
Generate a complete head block: title, description, canonical, Open Graph and Twitter Card tags. Returns HTML ready to paste.
| Name | Type | Req | Description |
|---|---|---|---|
| canonical_url | string | yes | – |
| description | string | yes | – |
| image_url | string | – | – |
| site_name | string | – | – |
| title | string | yes | – |
| twitter_card | string | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
generate_robots_meta Generate Robots Meta ~98
Build a robots meta tag from directives, with the resulting tag and an explanation of what it permits.
| Name | Type | Req | Description |
|---|---|---|---|
| follow | boolean | – | – |
| index | boolean | – | – |
| max_image_preview | string | – | – |
| max_snippet | integer | – | – |
| noarchive | boolean | – | – |
| noimageindex | boolean | – | – |
| nosnippet | boolean | – | – |
| unavailable_after | string | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
generate_robots_txt Generate Robots Txt ~65
Generate a robots.txt. Optionally block the major AI training crawlers.
| Name | Type | Req | Description |
|---|---|---|---|
| allow_paths | – | – | – |
| block_ai_crawlers | boolean | – | – |
| crawl_delay | integer | – | – |
| disallow_paths | – | – | – |
| sitemap_url | string | – | – |
| Name | Type | Req | Description |
|---|---|---|---|
| result | string | yes | – |
No examples provided.
keyword_density Keyword Density ~38
Word and phrase frequency for a body of text, with a density warning.
| Name | Type | Req | Description |
|---|---|---|---|
| text | string | yes | – |
| top_n | integer | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
readability_score Readability Score ~29
Flesch Reading Ease and grade level for a body of text.
| Name | Type | Req | Description |
|---|---|---|---|
| text | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
serp_preview Serp Preview ~42
Preview how a result will render in Google, including truncation.
| Name | Type | Req | Description |
|---|---|---|---|
| description | string | yes | – |
| title | string | yes | – |
| url | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
slugify Slugify ~41
Turn a title into a clean URL slug.
| Name | Type | Req | Description |
|---|---|---|---|
| keep_stopwords | boolean | – | – |
| max_length | integer | – | – |
| text | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
validate_json_ld Validate Json Ld ~45
Validate a JSON-LD block: parse it, check required Schema.org fields, and flag the things that commonly cause a rich-result warning.
| Name | Type | Req | Description |
|---|---|---|---|
| content | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
validate_robots_txt Validate Robots Txt ~30
Validate a robots.txt and surface the mistakes that actually cause damage.
| Name | Type | Req | Description |
|---|---|---|---|
| content | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the io.github.RyanKramer/autorank-mcp server?
io.github.RyanKramer/autorank-mcp runs locally as a PyPI package, launched with uvx autorank-mcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
pypi · autorank-mcp
claude mcp add ryankramer-autorank-mcp -- uvx autorank-mcp
What is the io.github.RyanKramer/autorank-mcp server?
io.github.RyanKramer/autorank-mcp is listed in the public MCP registry as io.github.RyanKramer/autorank-mcp. Technical SEO tools for AI agents: structured data, meta tags, robots, SERP truncation. No API key. This page covers its PyPI package (autorank-mcp).
Is the io.github.RyanKramer/autorank-mcp server safe to use?
io.github.RyanKramer/autorank-mcp scores 78 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 5 November 2026. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the io.github.RyanKramer/autorank-mcp server expose?
io.github.RyanKramer/autorank-mcp exposes 18 tools: check_title_length, check_description_length, generate_meta_tags, generate_robots_meta, generate_robots_txt, and 13 more. Their descriptions and schemas cost roughly 978 tokens of context every time the server is loaded.
Is the io.github.RyanKramer/autorank-mcp server still maintained?
io.github.RyanKramer/autorank-mcp is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.
What licence is the io.github.RyanKramer/autorank-mcp server under?
io.github.RyanKramer/autorank-mcp declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.
What did VerifyMCP test on the io.github.RyanKramer/autorank-mcp server?
VerifyMCP ran 16 checks on io.github.RyanKramer/autorank-mcp, covering Malware scan, Known CVEs, Install scripts, Dependency health and 12 more. Endpoint Security and Transport & Reachability do not apply to a PyPI package, so they were not tested. The score does not measure everything, and the scoring documentation lists what it leaves out.