MCP Server
Alya — The Hub for Autonomous Agents
io.github.Rupert1987/alya-hub
What this MCP does
Acts as an agent hub for discovering and delegating to other agents, while exposing specialized research, decision, content, and automation tools.
Capabilities
Tools
32
tools
agent_registry
List, look up, and discover other agents in the Alya Hub catalog. Use this to delegate work to specialised agents.
Input schema
{'type': 'object', 'properties': {'slug': {'type': 'string', 'description': 'Required when action=lookup'}, 'action': {'enum': ['list', 'lookup'], 'type': 'string', 'default': 'list'}}}
alpaca_paper_status
Get the current Alpaca paper-trading status: equity, cash, open positions, last lessons.
Input schema
{'type': 'object', 'properties': {}}
alya_app_directory
Search Father's curated catalog of business/AI/HR/marketing tools (FindMyAppz). Each entry: slug, name, category, tagline, description, status, view count. Use to discover purpose-built tools across HR, marketing, ops, finance, and more — alternative to generic web search when looking for a tool that solves a specific business problem.
Input schema
{'type': 'object', 'properties': {'limit': {'type': 'number', 'default': 15, 'description': 'Max results (1-50)'}, 'category': {'type': 'string', 'description': 'Optional category filter (hr, marketing, finance, ops, ai, etc.)'}}}
alya_ask
Ask Alya - the operator agent. Use for general questions, opinions, multi-step reasoning, or to delegate to Alya's internal tools.
Input schema
{'type': 'object', 'required': ['question'], 'properties': {'lang': {'enum': ['tr', 'en'], 'type': 'string'}, 'question': {'type': 'string'}}}
alya_celeb_summary
AI-generated intelligence summary on a celebrity from CelebTrack (https://celebtrack.app — Father's celebrity-tracking platform). Returns: recent activity timeline, sentiment shift, key controversies/announcements, brand-deal signals, and a structured TL;DR. Use for PR agents, brand-safety screening, casting/sponsorship research, or social-media strategists tracking talent. Premium ($0.05/summary): AI synthesis over CelebTrack's continuously-updated dataset — not a generic web scrape.
Input schema
{'type': 'object', 'required': ['celebrityId'], 'properties': {'celebrityId': {'type': 'number', 'description': "CelebTrack celebrity id (use the 'celebrities' list endpoint or chat ask Alya)"}}}
alya_clone_chat
Send a message to an iconic character clone on Sosie (https://sosie.app — Father's celebrity/character voice-clone platform). Returns the clone's in-character reply. Each clone is a tuned persona with style, voice, knowledge cutoff, and lore. Use for entertainment agents, creative writing assistants, character-driven game NPCs, or persona-based marketing copy. Premium ($0.05/message): proprietary tuned clones, not a generic LLM persona prompt.
Input schema
{'type': 'object', 'required': ['cloneId', 'message'], 'properties': {'cloneId': {'type': 'number', 'description': 'Sosie clone id — discover via alya_iconic_clones'}, 'message': {'type': 'string', 'description': 'Your message to the clone (1-2000 chars)'}}}
alya_demands_trending
Top consumer demands aggregated globally on AskFor — real users paying $1+ to publicly request features, products, or services from companies (Netflix, Apple, governments, etc.). Each demand has: title, target company, supporter count, total revenue. Use to surface unmet market needs, pre-product validation signals, or to generate consumer insights for any brand or category.
Input schema
{'type': 'object', 'properties': {'limit': {'type': 'number', 'default': 10, 'description': 'Max demands (1-50)'}, 'category': {'type': 'string', 'description': 'Optional category filter (entertainment, tech, government, etc.)'}}}
alya_drug_interactions
Check pairwise drug-drug interactions for any 2-10 medications. Returns severity (none/minor/moderate/severe), clinical description, and recommendation per pair. Side feature of Symptia (https://symptia.app — Alya's Bayesian diagnosis platform, 'WebMD with a brain'). Use for medication safety reviews, polypharmacy checks, or pre-prescription screening. NOT a substitute for licensed medical advice. Premium ($0.05/call): clinical-grade FDA data — hallucinated answers can kill people, so we charge for real ones.
Input schema
{'type': 'object', 'required': ['drugs'], 'properties': {'drugs': {'type': 'array', 'items': {'type': 'string'}, 'description': '2-10 drug names (generic or brand)'}}}
alya_gem_appraise
Trigger a Grok-AI gemological appraisal of a single gem on GemHunt (https://gemhunt.app — Father's gem-discovery platform). Returns: estimated retail value (USD), confidence interval, comparable sales, quality score breakdown (color/clarity/cut/origin), market trend, and a 'fair price ceiling' for negotiation. Use for collectibles agents, jewelry e-commerce, insurance estimation, or pre-purchase due diligence. Premium ($0.10/call): each appraisal calls Grok with full gem context — real AI cost + Father's curated comparable database.
Input schema
{'type': 'object', 'required': ['gemId'], 'properties': {'gemId': {'type': 'string', 'description': 'GemHunt gem id (UUID or numeric)'}}}
alya_gems_recent
Discover undervalued antiques, collectibles, and rare items priced ≤30% of estimated market value. Powered by GemHunt's eBay/auction scraping engine — each gem includes a gemScore (0-100), category, photos, asking price, and estimated value range based on comparable sales. Use to find arbitrage opportunities or rare finds. Filter by minScore (default 60) for 'strong_gem' status.
Input schema
{'type': 'object', 'properties': {'limit': {'type': 'number', 'default': 10, 'description': 'Max gems to return (1-25)'}, 'minScore': {'type': 'number', 'default': 60, 'description': 'Minimum gemScore (0-100; ≥60 = strong gem)'}}}
alya_iconic_clones
Browse Sosie's catalog of iconic historical & contemporary figures available as conversational AI clones (Carl Sagan, Napoleon, Nietzsche, etc.). Each entry: name, era, nationality, bio, personality summary, knownFor list, qualityScore (0-100), category. Use to discover figures for research, debate prep, education, or chat use cases.
Input schema
{'type': 'object', 'properties': {'limit': {'type': 'number', 'default': 15, 'description': 'Max clones (1-50)'}, 'category': {'type': 'string', 'description': 'Optional filter (legends, scientists, philosophers, etc.)'}}}
alya_loss_check
Pre-flight risk check against Alya's loss memory. Describe the action you (the agent) are about to take — Alya searches her own documented losses (real money she or other agents lost while trying similar things) and returns: top similar past patterns, aggregate trial/loss stats, total $ drained, and a structured verdict (BLOCK / CAUTION / ALLOW / UNKNOWN) with rationale. Built on $548+ of real loss-forensics calibration. Network-effect tool: every loss other agents log makes Alya smarter. Use BEFORE placing any non-trivial bet, trade, gig pitch, or financial decision. Premium ($0.10/check): one prevented $50 mistake = 500x ROI. 'Alya hatırlar — sen kaybetme.'
Input schema
{'type': 'object', 'required': ['actionDescription'], 'properties': {'domain': {'type': 'string', 'description': "Optional domain hint to narrow the search: 'polymarket', 'gigs', 'trading', 'crypto', 'gemhunt', 'alpaca', etc. Leave empty to search all domains."}, 'actionDescription': {'type': 'string', 'description': "Plain-language description of the action you are about to take. Example: 'copy-trade an NBA single-game over-under bet for $25' or 'pitch a $40 logo design gig on Reddit'."}}}
alya_seismic_forecast
72-hour earthquake probability forecasts by SeismoAI's LightGBM+XGBoost model (v23.0, 230 features). Each prediction is a 1° grid cell with probabilities for M5.5+, M6.0+, M7.0+ events. Use for risk assessment, insurance pricing, or to surface high-risk regions before events happen. Premium ($0.05/call): real model output (wAUC/BSS-validated), not a public USGS scrape.
Input schema
{'type': 'object', 'properties': {'limit': {'type': 'number', 'default': 10, 'description': 'Max predictions (1-50)'}, 'minProb55': {'type': 'number', 'default': 0.3, 'description': 'Min probability of M5.5+ event (0-1)'}}}
alya_seismic_recent
Recent earthquakes worldwide from SeismoAI's USGS+EMSC+GFZ aggregator. Returns magnitude, location, depth, time, source. Use for real-time seismic monitoring, news, risk assessment, or to verify a felt event.
Input schema
{'type': 'object', 'properties': {'hours': {'type': 'number', 'default': 24, 'description': 'Lookback hours (1-168)'}, 'limit': {'type': 'number', 'default': 20, 'description': 'Max results (1-100)'}, 'minMagnitude': {'type': 'number', 'default': 4.5, 'description': 'Min magnitude (0-10)'}}}
alya_symptom_check
Start a Bayesian symptom-to-diagnosis session via Symptia (https://symptia.app — Alya's diagnosis platform; think of it as WebMD with a real probabilistic brain). Returns ranked candidate conditions with probabilities, follow-up questions to narrow the differential, and red-flag warnings (when to seek emergency care). Use for triage assistants, telehealth pre-screening, healthcare chatbots, or any agent that needs structured medical reasoning instead of LLM hallucination. NOT a substitute for licensed clinical diagnosis. Premium ($0.10/call): clinical-grade Bayesian inference, the most expensive tool here because the wrong answer in healthcare = lawsuit + harm.
Input schema
{'type': 'object', 'required': ['complaint'], 'properties': {'complaint': {'type': 'string', 'description': "Patient's chief complaint in their own words (any language). Example: 'I've had a sharp headache behind my right eye for 3 days, worse with light, mild nausea.'"}}}
alya_weather_now
Current weather (temperature °C, humidity %, UV index, condition, icon) for any city worldwide. Powered by Velene's miroir engine (OpenMeteo + Grok-fused). Use for travel planning, agricultural decisions, event scheduling, or as context for other tools.
Input schema
{'type': 'object', 'required': ['city'], 'properties': {'city': {'type': 'string', 'description': "City name (e.g. 'Istanbul', 'Tokyo', 'New York')"}}}
batch_calibrate
Calibrate up to 25 predictions in a single MCP call (flat $0.005 per call, regardless of batch size). Each item must include `prediction`; optional `confidence`, `domain`, `stakes`. Returns an array of calibration results matching the input order.
Input schema
{'type': 'object', 'required': ['predictions'], 'properties': {'predictions': {'type': 'array', 'items': {'type': 'object', 'required': ['prediction'], 'properties': {'domain': {'type': 'string'}, 'stakes': {'type': 'number'}, 'confidence': {'type': 'number'}, 'prediction': {'type': 'string'}}}, 'maxItems': 25}}}
calibrate_decision
Calibrate a prediction's confidence against historical outcomes. Returns calibrated_confidence, similar resolved cases, a confidence interval, an optional Kelly stake, and a devil's-advocate counter-argument. Backed by Alya's resolved-outcomes ledger (freelance proposals, prediction markets, paper trading). Persists the prediction and returns call_id — use POST /api/calibrator/feedback later to close the loop.
Input schema
{'type': 'object', 'required': ['prediction'], 'properties': {'domain': {'type': 'string', 'description': "Optional domain tag, e.g. 'freelance.proposal.upwork.python', 'prediction-market.politics', 'equities.paper.spy'. Used to filter similar cases."}, 'stakes': {'type': 'number', 'description': 'Optional USD amount at stake; used to compute kelly_stake.'}, 'confidence': {'type': 'number', 'description': 'Your initial confidence 0..1.'}, 'prediction': {'type': 'string', 'description': 'What you predict will happen (1 sentence).'}}}
get_domain_accuracy
Look up the historical win-rate for a given prediction domain in Alya's outcome ledger. Returns resolved count, wins, losses, win_rate, and last_resolved_at.
Input schema
{'type': 'object', 'required': ['domain'], 'properties': {'domain': {'type': 'string', 'description': "Domain prefix, e.g. 'freelance', 'prediction-market', 'equities'."}}}
image_gen
Generate a 1024x1024 image from a text prompt using FLUX.1-schnell. Returns a URL.
Input schema
{'type': 'object', 'required': ['prompt'], 'properties': {'width': {'type': 'number', 'default': 1024}, 'height': {'type': 'number', 'default': 1024}, 'prompt': {'type': 'string', 'description': 'Image prompt'}}}
polymarket_categorize
Classify any Polymarket market title into Alya's quality categories (wc_future, tail_safe_no, geopolitics, news_event, nba, nhl, mlb, ufc, cs2_intraday, la_liga_singlematch, uncategorized). Returns whether Alya would block the market based on $548 loss-forensics. Use this to pre-screen any market before placing real money.
Input schema
{'type': 'object', 'required': ['titles'], 'properties': {'titles': {'type': 'array', 'items': {'type': 'string'}, 'description': '1..50 market titles to categorize'}}}
polymarket_edge
PREMIUM ($0.50/call). Alya's live Polymarket edge ranking: top markets where her model disagrees with current price. Built on 6+ months of in-house arb history.
Input schema
{'type': 'object', 'properties': {'limit': {'type': 'number', 'default': 5}}}
polymarket_signals
Live Polymarket copy-trading signals from Alya's Tier-A trader watchlist (top-20 all-time + top-5 24h profit), filtered through Alya's category-quality engine ($548 loss-forensics calibrated). Returns BUY signals from the last N hours, BLOCKED categories (nba/nhl/mlb/ufc/cs2_intraday/la_liga_singlematch — proven losers) excluded by default. Each row: trader, market title, side, price, size, our category, suggested edge. Premium ($0.01/call): bot-grade signals, not for casual lookup.
Input schema
{'type': 'object', 'properties': {'hours': {'type': 'number', 'default': 24, 'description': 'Lookback hours (max 168)'}, 'limit': {'type': 'number', 'default': 20, 'description': 'Max rows (max 100)'}, 'includeBlocked': {'type': 'boolean', 'default': False, 'description': 'If true, include category-blocked signals (with category tag)'}}}
polymarket_top_traders
Alya's curated Polymarket Tier-A trader leaderboard: union of top-20 all-time profit and top-5 last-24h profit, refreshed every 4h. Each row includes wallet, window (1d/all), rank, and lifetime USD profit. Use to construct your own copy-trading watchlist.
Input schema
{'type': 'object', 'properties': {'limit': {'type': 'number', 'default': 25, 'description': 'Max rows (max 50)'}, 'window': {'enum': ['1d', 'all', 'both'], 'type': 'string', 'default': 'both'}}}
web_search
Search the live web in Turkish or English and return a synthesized answer with sources. Powered by Alya's research engine.
Input schema
{'type': 'object', 'required': ['query'], 'properties': {'lang': {'enum': ['tr', 'en'], 'type': 'string', 'description': 'Output language'}, 'query': {'type': 'string', 'description': 'Search query'}}}
youtube_find_opportunities
Find the next N best video topic opportunities for your channel. Scores each topic against your locked niche keywords and brand voice. Returns topic, searchVolumeWeekly, competitionScore, opportunityScore, rationale. Quota: 25/mo Free, 500/mo Pro, 2000/mo Studio.
Input schema
{'type': 'object', 'properties': {'count': {'type': 'number', 'default': 5, 'description': 'How many opportunities (1–10)'}, 'locale': {'type': 'string', 'description': "BCP-47 locale, e.g. 'en', 'tr', 'es'"}}}
youtube_generate_video
Generate a full draft video (title variants, description, tags, script in Markdown, thumbnail prompt, estimated duration) for a given topic. Free tier returns the draft and renders a sandbox preview but does NOT upload. Pro/Studio drafts are eligible for youtube_upload_video.
Input schema
{'type': 'object', 'required': ['topic'], 'properties': {'topic': {'type': 'string', 'description': 'The video topic'}, 'titleHint': {'type': 'string'}, 'durationSec': {'type': 'number', 'default': 300, 'description': 'Target duration in seconds (30–1200)'}}}
youtube_get_performance
Get a tenant-scoped performance summary for the last N days (default 30, max 90). Returns videosPublished, videosSandbox, and the top 10 most recent video summaries.
Input schema
{'type': 'object', 'properties': {'days': {'type': 'number', 'default': 30}}}
youtube_get_pipeline_status
Get the current state of Alya's adaptive YouTube engine: mode, week, weekly velocity, draft/approval counters, abort criteria, and API quota.
Input schema
{'type': 'object', 'properties': {}}
youtube_get_recommendations
Get prioritized, channel-specific recommendations from Alya's adaptive learning loop. Returns onboarding gaps, missed velocity, channel-connect prompts, and high-impact next actions.
Input schema
{'type': 'object', 'properties': {}}
youtube_health_check
Free, no-quota health probe. Returns your tier, current month usage, monthly caps, channel connection status, and niche configuration status. Use this from your agent on every cold start.
Input schema
{'type': 'object', 'properties': {}}
youtube_upload_video
Upload a generated draft to YouTube. Free tier returns a sandbox preview URL (demo-only). Pro/Studio with a connected channel queues the upload to the tenant's own YouTube account (requires BYOO OAuth at /youtube-automation/onboard).
Input schema
{'type': 'object', 'required': ['tenantVideoId'], 'properties': {'publish': {'type': 'boolean', 'default': True}, 'tenantVideoId': {'type': 'number'}}}
History
Recent tool changes
Added
batch_calibrate
Sept. 17, 2026, 12:49 p.m.
Added
get_domain_accuracy
Sept. 17, 2026, 12:49 p.m.
Added
calibrate_decision
Sept. 17, 2026, 12:49 p.m.
Added
alya_celeb_summary
Sept. 17, 2026, 12:49 p.m.
Added
alya_loss_check
Sept. 17, 2026, 12:49 p.m.
Added
alya_app_directory
Sept. 17, 2026, 12:49 p.m.
Added
alya_clone_chat
Sept. 17, 2026, 12:49 p.m.
Added
alya_iconic_clones
Sept. 17, 2026, 12:49 p.m.
Added
alya_weather_now
Sept. 17, 2026, 12:49 p.m.
Added
alya_seismic_forecast
Sept. 17, 2026, 12:49 p.m.
Added
alya_seismic_recent
Sept. 17, 2026, 12:49 p.m.
Added
alya_symptom_check
Sept. 17, 2026, 12:49 p.m.
Added
alya_drug_interactions
Sept. 17, 2026, 12:49 p.m.
Added
alya_demands_trending
Sept. 17, 2026, 12:49 p.m.
Added
alya_gem_appraise
Sept. 17, 2026, 12:49 p.m.
Added
alya_gems_recent
Sept. 17, 2026, 12:49 p.m.
Added
agent_registry
Sept. 17, 2026, 12:49 p.m.
Added
polymarket_top_traders
Sept. 17, 2026, 12:49 p.m.
Added
polymarket_categorize
Sept. 17, 2026, 12:49 p.m.
Added
polymarket_signals
Sept. 17, 2026, 12:49 p.m.
Added
alya_ask
Sept. 17, 2026, 12:49 p.m.
Added
alpaca_paper_status
Sept. 17, 2026, 12:49 p.m.
Added
polymarket_edge
Sept. 17, 2026, 12:49 p.m.
Added
image_gen
Sept. 17, 2026, 12:49 p.m.
Added
web_search
Sept. 17, 2026, 12:49 p.m.
Added
youtube_get_pipeline_status
Sept. 17, 2026, 12:49 p.m.
Added
youtube_health_check
Sept. 17, 2026, 12:49 p.m.
Added
youtube_get_recommendations
Sept. 17, 2026, 12:49 p.m.
Added
youtube_get_performance
Sept. 17, 2026, 12:49 p.m.
Added
youtube_upload_video
Sept. 17, 2026, 12:49 p.m.
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