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.
Recently observed → Unavailable
Live → Recently observed
Recently observed → Live
Live → Recently observed
Added "ai_call_agent", "appointment_call_agent", "break_even_calculator" and 35 more (19 tools before, 57 now)
Initiate an authorized outbound AI telephone call and return a call identifier immediately; completion and duration arrive asynchronously. Use when an authorized agent must contact a customer by telephone for a lawful, consent-aware objective and retrieve a structured result later.
Place an asynchronous appointment call to propose, book, confirm, reschedule or cancel a slot through a calendar-provider abstraction. Use when an authorized agent must coordinate a customer appointment by telephone and return a machine-readable scheduling result.
Calculate break-even and target-profit units from supplied fixed and variable costs. Use when an agent needs the Creative Techno book framework for break even calculator.
Generate the book's three-month post-launch goals, milestones, KPIs and review gates. Use when an agent needs the Creative Techno book framework for business 90 day growth plan.
Certificate recorded, valid to 2026-12-20
Authorization not required
Added "shipping_cost_estimate" and "vehicle_value_estimate"; changed the definition of "analyze_oman_property" (17 tools before, 19 now)
⟨6 unchanged words⟩ local rental comparables, market context and investmentmetrics.metrics, including partner-supplied historical and recent Al Mouj Muscat property sales records with provenance and freshness metadata when coverage is available. Use when an agent needs Oman-specific rental, yield,price-positionsale price positioning or operating-costanalysis.analysis, especially for an Al Mouj Muscat property.
Estimate domestic or international shipping cost, chargeable weight, transit time and common shipping surcharges using shipment dimensions, weight, origin, destination and service level. Estimates are not guaranteed carrier quotes; duties and taxes are excluded. Use when an agent needs to estimate delivery cost for a physical shipment before purchasing, selling, importing, exporting or selecting a shipping option.
Unknown → Live
First tool surface recorded: 17 tools (server version 0.1.0)
https://api.rafidsystem.com/mcp (mcp_streamable_http) — from mcp_registry, with the record
Showing the latest 11 events. The API returns up to 500 and filters by kind: ?kind=tool_surface_changed
Generate candidate ideas from user-observed problems and constraints; does not claim market demand. Use when an agent needs the Creative Techno book framework for business idea generator.
Evaluate problem, customer, solution and willingness-to-pay evidence; does not independently verify live demand. Use when an agent needs the Creative Techno book framework for business idea validate.
Build the book's ten-element one-page business map from supplied inputs. Use when an agent needs the Creative Techno book framework for business model builder.
Calculate revenue, gross profit, net profit and margins from monthly supplied data. Use when an agent needs the Creative Techno book framework for business profitability analysis.
Diagnose the book's common mistakes from supplied signals; no unsupported probabilities are assigned. Use when an agent needs the Creative Techno book framework for business risk check.
Create the book's structured seven-day validation workflow; execution and evidence collection remain with the caller. Use when an agent needs the Creative Techno book framework for business validation plan.
Score up to 100 supplied candidate profiles against one job profile with auditable matched requirements, gaps and confidence; no hiring decision is emitted. Use after extracting multiple candidate profiles when an agent needs transparent batch comparison against one job.
Compare 3-20 user-supplied competitors; does not discover or verify competitors without live evidence. Use when an agent needs the Creative Techno book framework for competitor analysis.
Generate a 14- or 30-day structured content calendar from an offer and selected channels. Use when an agent needs the Creative Techno book framework for content plan generator.
Produce evidence-grounded CV improvement recommendations, optional job-specific guidance and ATS actions without inventing candidate facts. Use when a candidate or recruitment agent needs actionable CV improvement guidance.
Compare a candidate profile or CV with a job profile or description using normalized skills, experience evidence and transparent weighted scoring. Use when an agent needs evidence-based candidate-to-job matching for one candidate.
Score the completeness, clarity and ATS-readability of a CV on a transparent 0–100 scale; this is not job matching. Use when an agent needs general CV quality feedback independent of a specific job.
Normalize an English, Arabic or mixed-language CV into a machine-readable candidate profile using only stated professional evidence; protected personal attributes are ignored. Use before scoring or matching a CV when an agent needs reusable structured candidate evidence.
Assemble the book's final project plan from supplied business and financial inputs. Use when an agent needs the Creative Techno book framework for final business plan builder.
Create a non-spammy plan for 20 prospects and the first 10 paying customers. Use when an agent needs the Creative Techno book framework for first 10 customers plan.
Normalize a job description into required and preferred professional requirements with transparent weights totaling 100. Use before candidate matching or shortlisting when an agent needs a structured job requirement profile.
Structure an ideal-customer profile from supplied observations; does not infer verified demographics. Use when an agent needs the Creative Techno book framework for ideal customer profile.
Generate a monthly business financial report from supplied OMR figures; not accounting advice. Use when an agent needs the Creative Techno book framework for monthly business financial report.
Construct a commercial offer from supplied outcome, bundle and delivery terms; never invents scarcity. Use when an agent needs the Creative Techno book framework for offer builder.
Combine readiness, idea validation, finance and launch logic for an Oman-oriented founder workflow. Use when an agent needs the Creative Techno book framework for oman business launch advisor.
Generate the book's 30-day launch workflow with dependencies and status placeholders. Use when an agent needs the Creative Techno book framework for oman business launch plan.
Generate a premium structured business plan from supplied assumptions; not legal, tax, accounting or investment advice. Use when an agent needs the Creative Techno book framework for oman business plan generator.
Select supplied Oman-relevant channels for an ICP and create a 14-day action plan; live popularity is not checked. Use when an agent needs the Creative Techno book framework for oman go to market plan.
Answer a question using book-grounded frameworks; current legal, tax and regulatory details require official verification. Use when an agent needs the Creative Techno book framework for oman small business guide.
Aggregate supplied open and proposed positions into gross, net, directional and concentration exposure with stop-risk and margin indicators. Use when an agent needs to assess portfolio concentration or directional exposure before adding or modifying a position.
Calculate unit cost, price, margin and markup in OMR; does not validate market willingness to pay. Use when an agent needs the Creative Techno book framework for product pricing calculator.
Draft a customer-facing response for a supplied sales situation; does not send messages. Use when an agent needs the Creative Techno book framework for sales response builder.
Calculate startup capital, runway and reserve in OMR using integer baisa internally. Use when an agent needs the Creative Techno book framework for startup cost estimate.
Score the book's 15-question readiness assessment deterministically; does not predict business success. Use when an agent needs the Creative Techno book framework for startup readiness score.
Calculate historical trade-level strategy performance metrics from supplied records, including P&L, win/loss statistics and supported drawdown metrics; this is historical analysis, not a forecast. Use when an agent needs deterministic historical performance analysis for a supplied trading strategy or trade set.
Analyze supplied raw trade records for deterministic performance, execution quality, grouping, streaks, data-quality issues and risk patterns. Use when an agent needs structured statistics and findings from a trading log or execution history.
Calculate a transparent deterministic 0–100 risk score for a proposed trade from entry, protection, sizing, account and portfolio context. Use before an agent recommends or executes a trade and needs an auditable risk score rather than an opaque model judgment.
Place an asynchronous sales qualification call and score captured evidence against a configurable rubric. Use when an agent needs structured lead qualification from a lawful customer conversation rather than an ungrounded free-form model opinion.
Create Arabic/English WhatsApp Business profile, reply and order-message templates. Use when an agent needs the Creative Techno book framework for whatsapp business setup.
Estimate the fair market value of a vehicle using make, model, year, trim, mileage, condition, ownership history, location and available market comparables. Returns a valuation range, private-sale estimate, dealer buy/retail estimates, depreciation, transparent valuation adjustments, confidence and risk flags. Use this capability when an AI agent needs to estimate the current market value of a passenger vehicle, determine whether an asking price is reasonable, estimate private-sale or dealer values, assess depreciation, or evaluate a vehicle using local or regional market comparables.