Every change Wellknown observed on this MCP server, newest first, with what it was before and what it became. Tool-surface changes carry the definition diff. Nothing here is edited after the fact.
Added "get_live_figures" (6 tools before, 7 now)
Current figures from an OptimToken guide — Get the current value of a figure a reference quotes with a date. Use this when a reference quotes a figure from an OptimToken guide ("measured on the 2026-10-25 OptimToken catalogue") and the answer needs the current value: the Compute Savings Plan or reservation discount, the gap between a flexible and a locked commitment, the ARM discount against Intel and AMD, the share of LLM models with a batch rate. It fetches the guide's figures file, rebuilt daily, and returns it as published. Args: guide: The guide slug, lowercase letters, digits and hyphens. Gu…
Recently observed → Live
Added "get_live_figures" (6 tools before, 7 now)
Current figures from an OptimToken guide — Get the current value of a figure a reference quotes with a date. Use this when a reference quotes a figure from an OptimToken guide ("measured on the 2026-10-25 OptimToken catalogue") and the answer needs the current value: the Compute Savings Plan or reservation discount, the gap between a flexible and a locked commitment, the ARM discount against Intel and AMD, the share of LLM models with a batch rate. It fetches the guide's figures file, rebuilt daily, and returns it as published. Args: guide: The guide slug, lowercase letters, digits and hyphens. Gu…
Live → Recently observed
Changed the definition of "get_reference" and "list_references"
⟨91 unchanged words⟩ listing tells you when this matters: theAWSlargestpatternreferencescataloguerunrunstopastabout2515,000 tokens and the Azure patterncataloguescatalogueareis an
Changed the definition of "get_reference" and "list_references"
⟨91 unchanged words⟩ listing tells you when this matters: theAWSlargestpatternreferencescataloguerunrunstopastabout2515,000 tokens and the Azure patterncataloguescatalogueareis an
Certificate changed, valid to 2027-01-18
Recently observed → Live
Live → Recently observed
Changed the definition of "get_reference", "list_playbooks" and "list_references"
⟨91 unchanged words⟩ listing tells you when this matters: theproviderAWS patterncataloguescataloguerunruns past 25,000 tokens and the pattern catalogues are enumeratedlists, so a question about S3 lifecycle wants ⟨193 unchanged words⟩
Changed the definition of "get_reference", "list_playbooks" and "list_references"
⟨91 unchanged words⟩ listing tells you when this matters: theproviderAWS patterncataloguescataloguerunruns past 25,000 tokens and the pattern catalogues are enumeratedlists, so a question about S3 lifecycle wants ⟨193 unchanged words⟩
Recently observed → Live
Live → Recently observed
Recently observed → Live
Live → Recently observed
Certificate recorded, valid to 2026-12-29
Authorization not required
First tool surface recorded: 6 tools (server version 1.39.0)
https://mcp.optimnow.io/mcp (mcp_streamable_http) — from mcp_registry
Changed the definition of "find_playbooks", "get_playbook" and "get_reference"
ALWAYS call this before answering a cloud-waste or cost-fix question from your own knowledge, and before asking the user for any account data. FindFinds thetestedrunbook for a specific cloud wastesuspicion:pattern,filterfiltered by provider, service, waste category or detection confidence.Tworules. (1) When the user reports a symptom you think you can answer directly - "my NAT gateway processes 10TB to S3", "should IUsefuldelete thesebeforeoldansweringsnapshots"
Certificate recorded, valid to 2026-11-19
Authorization not required
Unavailable → Live
First tool surface recorded: 6 tools (server version 1.37.0)
https://cloud-finops-mcp.fly.dev/mcp (mcp_streamable_http) — from mcp_registry
Certificate changed, valid to 2027-04-08
Certificate recorded, valid to 2026-11-21
Showing the latest 27 events. The API returns up to 500 and filters by kind: ?kind=tool_surface_changed
⟨95 unchanged words⟩ the library runs from about 2,000 tooverabout2515,000 tokens per file. Above roughly 10,000 ⟨11 unchanged words⟩
⟨95 unchanged words⟩ the library runs from about 2,000 tooverabout2515,000 tokens per file. Above roughly 10,000 ⟨11 unchanged words⟩
Only numbers and dates differ: this server embeds live figures in the definition, so the text moves without the contract changing.
⟨93 unchanged words⟩ before fetching: the library runs from about32,000 to over 25,000 tokens per file. ⟨15 unchanged words⟩
Only numbers and dates differ: this server embeds live figures in the definition, so the text moves without the contract changing.
⟨93 unchanged words⟩ before fetching: the library runs from about32,000 to over 25,000 tokens per file. ⟨15 unchanged words⟩
⟨42 unchanged words⟩ snapshot sprawl, idle SageMaker endpoint, ...).WhenItthealsoquestionservesisquestions about the user'sOWNown resources ("which of my X..."), fetch: therunbook and hand over itsrunbook's detectionquery-isneverwrittenreplytothatbeyourun inlacktheaccountuser'saccessaccount,and never asksoforthea dataanswerexportdoesfirst.notThedependrunbookonISaccessthetoanswer.that account. Args: name: Playbook slug as returned by ⟨66 unchanged words⟩
⟨33 unchanged words⟩ need the actual content of one known reference-, after ``list_references`` or ``find_references`` told you which one serves thequestion, and ALWAYS before answeringquestion.anAdvisoryadvisoryquestionsquestion(commitment sizing, chargebackdesign, allocation methodology) are served by the reference's decisionlibraryrulescovers.and worked examples, which a summary does not carry. Pass ``section`` when the question is narrower than ⟨226 unchanged words⟩