@teoslayer

pilot-service-agents wraps ~370 always-on data agents over pilot protocol, eliminating the need for callers to manage api keys, rate limits, or http plumbing directly. discovery, querying, and pagination are standardized across all agents.

pilot-api-gateway-manager-setup deploys a 4-agent api gateway system covering service discovery, request routing, token validation, and monitoring. hands-on setup via pilotctl with json manifests and inter-agent handshakes.

pilot-incident-response-setup deploys a 4-agent incident response pipeline (detector, triage, remediator, notifier) with role-specific manifests and data flows. automates anomaly detection, classification, remediation, and human notification across a distributed setup.

pilot-social-media-manager-setup deploys a three-agent feedback loop for social media planning, content creation, and performance analysis. agents coordinate via pilotctl handshakes and publish-subscribe data flows on a shared port.

pilot-scientific-research-team-setup deploys four coordinated agents (literature, hypothesis, experiment, report) for automated research pipelines. agents communicate via structured data flows and handshake protocols across defined topics and ports.

pilot-expense-tracker-setup orchestrates a three-agent pipeline for expense receipt collection, categorization, and report generation via skill installation, hostname configuration, manifest templating, and peer handshakes.

pilot-customer-onboarding-setup deploys three coordinated agents (welcome-bot, setup-guide, success-tracker) that handle customer arrival, configuration guidance, and adoption monitoring across a pub-sub architecture.

pilot-brand-protection-setup deploys a four-agent system (scanner, classifier, enforcer, dashboard) for coordinated brand violation detection, classification, enforcement, and reporting across marketplaces and social platforms.

pilot-status-page-setup deploys a three-agent monitoring pipeline (monitor, aggregator, publisher) that automates health checks, status consolidation, and incident notifications across webhooks and slack. role-specific manifests and handshake procedures are provided.

pilot-feedback-collector-setup deploys a three-agent pipeline for automated feedback intake, sentiment analysis, and team routing via slack and webhooks. structured around role-based agent deployment with templated manifests and data flow specifications.

pilot-code-review-pipeline-setup deploys a three-agent code review system (scanner, reviewer, reporter) that chains static analysis through filtering to github/slack notifications. covers role assignment, skill installation, hostname setup, manifest configuration, and inter-agent handshaking via pilotctl.

pilot-smart-home-coordinator-setup deploys four agents (sensor hub, brain, actuator, dashboard) that coordinate iot device control and home automation through decentralized data flows and handshake protocols.

pilot-service-agents-vehicles wraps NHTSA vPIC VIN decoder and vehicle catalogue agents (recalls, complaints, makes, models). queries via pilotctl CLI following pilot-protocol pattern; US-only data, no pricing or telematics.

pilot-service-agents-security provides read-only threat intelligence lookups across cves, certificate transparency, dns, whois, and url/ip reputation via a distributed agent protocol. queries return structured json or nlp summaries.

pilot-service-agents-language wraps narrow NLP apis (translation, dictionaries, word tools, biblical text) behind a standardized pilot-protocol agent interface. querying via pilotctl inbox/send-message pattern.

pilot-service-agents-infra exposes three operational agents (list-agents, pilot-ai, feedback) for discovering service nodes, querying pilotctl commands, and submitting feedback on the pilot protocol network overlay.

pilot-service-agents-finance aggregates public market data across crypto exchanges, fx providers, and macro sources via a standardized agent protocol. read-only spot prices, tickers, and rates only, no execution or deep history.

pilot-document-processing-setup deploys a three-agent pipeline for document ingestion, extraction, and search indexing. agents communicate via pilot-protocol handshakes and publish-subscribe on port 1002.

pilot-customer-support-triage-setup deploys three coordinated agents (triage-bot, resolver, escalator) to classify support tickets, auto-resolve routine queries, and escalate complex issues. includes manifest templates and handshake choreography but lacks failure-mode guidance.

pilot-data-labeling-pipeline-setup deploys four interconnected agents (ingester, labeler, reviewer, exporter) to orchestrate raw data intake, ml-based annotation, quality sampling, and training dataset packaging via pilotctl handshakes and event streams.

pilot-service-agents-culture exposes artwork search and metadata retrieval from art institute of chicago and metropolitan museum via pilot-protocol agents, with structured json responses and optional natural-language summaries.

pilot-proposal-writer-setup deploys a three-agent proposal pipeline for research, drafting, and compliance review. agents communicate via port 1002 events and webhook submission. setup requires role selection, skill installation, hostname configuration, and peer handshakes.

pilot-e-commerce-ops-setup orchestrates four specialized agents for catalog management, order processing, inventory tracking, and customer support via pub/sub data flows. setup is templated but lacks failure recovery guidance.

pilot-content-marketing-pipeline-setup deploys three collaborating agents (researcher, writer, publisher) to automate content workflows from discovery through publication. covers role assignment, skill installation, hostname configuration, and inter-agent handshakes via pilot-protocol.

pilot-service-agents-food aggregates food, recipe, and nutrition data across five public apis via a standardized agent protocol. agents expose barcode lookup, recipe search, ingredient metadata, and brewery location queries.

pilot-fleet-health-monitor-setup deploys three coordinated agents (web-monitor, db-monitor, alert-hub) to collect infrastructure metrics, detect failures, and route alerts to slack or pagerduty. covers role assignment, skill installation, hostname setup, manifest configuration, and inter-agent handshakes.

pilot-compliance-governance-setup deploys a 4-agent compliance system (policy engine, auditor, certifier, reporter) with predefined data flows and handshakes. covers governance rule enforcement, audit trails, and certification workflows.

pilot-service-agents-gov-finance exposes structured government data (sec edgar xbrl, bls time series, usitc tariffs, dept of education) via pilotctl messaging protocol. agents return paginated json or gemini-generated prose summaries.

pilot-release-management-setup deploys a three-agent pipeline for automated changelog generation, semantic versioning, and cross-channel release announcements. covers github integration, version tagging, and slack/webhook notification flows.

pilot-legal-contract-review-setup deploys a three-agent pipeline for contract analysis with clause extraction, risk assessment, and summary generation. agents communicate via pilot-protocol handshakes without central infrastructure.

pilot-digital-twin-setup deploys a four-agent architecture for physical asset monitoring: sensor ingestion, physics simulation, anomaly detection, and maintenance planning. provides manifest templates and data flow definitions but lacks operational depth.

pilot-video-production-pipeline-setup orchestrates three specialized agents (scripter, editor, distributor) to automate video creation from brief to multi-platform publish, with role-based manifest templates and inter-agent data flows.

pilot-real-estate-analyzer-setup deploys four linked agents for property scraping, valuation, comparable analysis, and investor alerting. establishes inter-agent communication via pub-sub topics and handshakes.

pilot-threat-intelligence-setup orchestrates a 4-agent threat pipeline (collector, enricher, analyzer, distributor) for ioc aggregation and distribution via stix/taxii. covers agent role selection, skill installation, manifest templates, and example data flows but lacks operational rigor around failure modes and validation.

pilot-energy-grid-optimizer-setup deploys a 4-agent energy grid system (sensor mesh, forecaster, optimizer, controller) with defined data flows and manifest templates. covers coordinated monitoring, demand forecasting, and load balancing but lacks procedural clarity and error handling.

pilot-service-agents-reference wraps lightweight utility lookups (dictionaries, jokes, currencies, d&d data) via a standardized pilot-protocol agent pattern. agents are discovered dynamically and queried via pilotctl commands returning structured json or llm summaries.

pilot-service-agents-government exposes structured access to us federal, civic, and international open-data sources via a standardized agent protocol. queries filter by country-specific endpoints (federal register, fbi wanted, world bank, uk parliament) and return paginated json or gemini-summarized prose.

pilot-penetration-testing-setup orchestrates a 4-agent pentest pipeline (recon, scanner, exploiter, reporter) with manifest templates and inter-agent handshake procedures, but lacks actionable detail on actual vulnerability detection and remediation logic.

pilot-financial-trading-desk-setup deploys a 4-agent trading coordination system (analyst, sentiment, risk manager, executor) with defined data flows and manifest templates. lacks actionable recovery procedures and assumes flawless inter-agent communication.

pilot-agent-marketplace-setup deploys a 4-agent decentralized marketplace (directory, matchmaker, escrow, gateway) with skill installation, manifest configuration, and inter-agent handshakes, but lacks actionable step detail and error handling.

pilot-service-agents-news aggregates tech news and real-time event feeds (hacker news, dev.to, gdelt, reddit, stack exchange, usgs). queries are routed to distributed agents via pilotctl messaging and return normalized json envelopes.

pilot-multi-region-content-sync-setup configures a 4-agent content distribution topology (1 origin, 3 regional edges) with skill installation, hostname assignment, and manifest templating. lacks concrete error handling and recovery paths.

pilot-service-agents-music wraps iTunes search and Lyrics.ovh metadata lookups via pilotctl commands. metadata-only, no streaming or licensing guarantees.

pilot-service-agents-climate wraps regional carbon intensity, electricity grid composition, and climate normals via pilotctl message passing. covers uk carbon feeds, electricity maps zones, and open-meteo projections at 30-minute resolution.

pilot-mcp-bridge-fleet-setup deploys three coordinated agents (mcp gateway, a2a bridge, tool registry) to interconnect mcp servers and a2a protocol agents over pilot tunnels, with json manifests and explicit data flows.

pilot-service-agents-geo wraps google maps premium apis and open geocoders (nominatim, openstreetmap, ip-api) via a pilot-protocol daemon. covers address-coordinate conversion, directions, elevation, timezone, places search, and air quality. requires pilotctl binary and network 9 connectivity.

pilot-service-agents-dev wraps public developer APIs (github, docker hub, crates.io, npm) as read-only metadata agents. queries run via pilotctl messaging protocol and return structured or summarized results.

pilot-dev-team-assistants-setup deploys a 4-agent system for distributed pr automation (review, testing, docs, coordination) via manifest templating and inter-agent data flows on fixed ports.

pilot-chat-collaboration-hub-setup deploys a 4-agent chat system (server, moderator, translator, archive-bot) with role-based manifests and inter-agent message routing on port 1002.

pilot-swarm-join enables agents to join named swarms via pilotctl with peer discovery and mesh handshakes, but lacks clarity on sequencing, timing assumptions, and failure modes.

pilot-service-agents-space wraps nasa-apod and open-notify-astros agents via pilot-protocol, offering structured queries for astronomy picture metadata and current astronaut rosters. requires daemon infrastructure and pilotctl binary.

pilot-keychain exchanges credentials between pilot protocol agents with time-based expiry and encryption, but lacks formalized intent/decision points and explicit error handling for the core lifecycle.

pilot-dropbox provides eventual-consistency folder synchronization across peers via pub/sub messaging. syncs files with md5 hashing and handles basic add/remove/change events, but lacks production safeguards.

Deploy an ad campaign management system with 4 agents that automate campaign strategy, creative production, real-time bidding, and performance analytics. Use...

Deploy an adaptive AI tutoring system with 3 agents. Use this skill when: 1. User wants to set up a personalized tutoring or e-learning pipeline 2. User is c...

Deploy an autonomous warehouse orchestration system with 4 agents. Use this skill when: 1. User wants to set up warehouse automation with robot fleet coordin...

Deploy a backup and disaster recovery system with 4 agents. Use this skill when: 1. User wants to set up automated backup infrastructure 2. User is configuri...

Deploy a decentralized CI/CD pipeline with 3 agents. Use this skill when: 1. User wants to set up a CI/CD pipeline across multiple agents 2. User is configur...

Deploy a competitive intelligence system with 4 agents for crawling, analysis, tracking, and alerting. Use this skill when: 1. User wants to set up competito...

Deploy a disaster response coordination system with 4 agents. Use this skill when: 1. User wants to set up coordinated disaster monitoring, response coordina...

Deploy a five-stage ETL data pipeline with 5 agents. Use this skill when: 1. User wants to set up an ETL or data processing pipeline 2. User is configuring a...

Deploy a fraud detection pipeline with 4 agents. Use this skill when: 1. User wants to set up real-time transaction monitoring with escalation through analys...

Deploy a living NPC village with 4 agents that communicate autonomously. Use this skill when: 1. User wants to set up a game NPC network with emergent behavi...

Deploy a healthcare triage system with 4 agents for patient intake, symptom analysis, appointment scheduling, and HIPAA-compliant records. Use this skill whe...

Deploy an inventory management system with 3 agents. Use this skill when: 1. User wants to set up an automated inventory management system 2. User is configu...

Deploy a knowledge base RAG pipeline with 4 agents. Use this skill when: 1. User wants to set up a document ingestion and retrieval pipeline 2. User is confi...

Deploy a log analytics system with 4 agents for collection, parsing, alerting, and visualization. Use this skill when: 1. User wants to set up centralized lo...

Deploy a media monitoring and intelligence platform with 4 agents. Use this skill when: 1. User wants to set up coordinated media crawling, sentiment analysi...

Deploy a meeting assistant system with 3 agents. Use this skill when: 1. User wants to set up an automated meeting assistant system 2. User is configuring an...

Deploy an end-to-end ML training pipeline with 4 agents. Use this skill when: 1. User wants to set up a machine learning training pipeline 2. User is configu...

Deploy an automated newsletter pipeline with 3 agents. Use this skill when: 1. User wants to set up a newsletter or email automation pipeline 2. User is conf...

Deploy a podcast production pipeline with 3 agents. Use this skill when: 1. User wants to set up an automated podcast production pipeline 2. User is configur...

Deploy a quality assurance pipeline with 3 agents that automate test generation, execution, and reporting. Use this skill when: 1. User wants to set up an au...

Deploy a recruitment pipeline with 3 agents for candidate sourcing, screening, and interview scheduling. Use this skill when: 1. User wants to set up a recru...

Deploy a sales pipeline with 4 agents that automate lead prospecting, qualification, outreach, and CRM synchronization. Use this skill when: 1. User wants to...

Deploy a security operations center pipeline with 4 agents. Use this skill when: 1. User wants to set up a SOC or security monitoring pipeline 2. User is con...

Deploy a supply chain orchestration pipeline with 4 agents. Use this skill when: 1. User wants to set up coordinated inventory, logistics, procurement, and c...

Deploy a self-organizing compute swarm with 5 agents. Use this skill when: 1. User wants to set up a distributed task farm or compute swarm 2. User is config...

Deploy an automated translation pipeline with 3 agents. Use this skill when: 1. User wants to set up a translation or localization pipeline 2. User is config...

YAML-defined multi-step workflows with orchestration. Use this skill when: 1. You need complex multi-step workflows with conditional logic 2. You want declar...

Scholarly literature and bibliographic databases — OpenAlex, Crossref, Europe PMC, PubMed, DOAJ, DBLP, Semantic Scholar. Use this skill when: 1. Searching pe...

Book search and catalogs — Project Gutenberg (Gutendex) and Open Library. Use this skill when: 1. Searching Project Gutenberg for public-domain texts 2. Look...

General open-data APIs that didn't fit a narrower category — PubChem compounds/substances, REST Countries full catalog. Use this skill when: 1. Compound or s...

Macroeconomic indicators — IMF DataMapper, World Bank, Eurostat SDMX, Coinbase reference prices. Use this skill when: 1. Country-level GDP, inflation, or une...

Games, manga/anime, trivia, and fandom APIs — PokeAPI, Jikan, CheapShark, misc. Use this skill when: 1. Pokémon / PokeAPI lookups 2. Anime or manga metadata...

Aircraft tracking and aviation weather — ADS-B feeds (ICAO + bbox), airport directory, METAR/TAF/SIGMET. Use this skill when: 1. Live aircraft positions by I...

Public-health and biomedical APIs — ClinicalTrials.gov, openFDA, CDC, WHO, ClinVar, DailyMed, disease.sh. Use this skill when: 1. Searching active/past clini...

Structured-knowledge and factual lookups — Google Knowledge Graph (premium), DuckDuckGo Instant, Archive.org, holidays, geocoders. Use this skill when: 1. En...

Biodiversity observations — iNaturalist species sightings. Use this skill when: 1. Looking up recent species observations near a location Do NOT use this ski...

Package-registry metadata — npm, PyPI, Maven Central (Solr-backed). Use this skill when: 1. Checking a package's version, maintainer, dependencies 2. Queryin...

Primary-source scientific and research APIs — earthquakes, molecules, space weather, particle physics, volcanoes. Use this skill when: 1. Looking up scientif...

Live sports scores, fixtures, and historical stats — MLB, NFL, NHL, NBA, Formula 1, cricket, and generic TheSportsDB. Use this skill when: 1. Live/upcoming g...

Urban transport and bike-share — CityBikes index, GBFS feeds, Transport for London lines/arrivals. Use this skill when: 1. Live bike-share availability at st...

Public-transit schedules and live data — Amtrak, BART, Deutsche Bahn, Swiss SBB, BC Ferries, BVG Berlin, and more. Use this skill when: 1. Live train / ferry...

Weather forecasts and historical climate — Open-Meteo (forecast, archive, air quality, marine, flood), Seven Timer astronomy. Use this skill when: 1. Current...

Communicate with other AI agents over the Pilot Protocol overlay network. Use this skill when: 1. You need to send messages, files, or data to another AI age...

Issue and verify Ed25519-signed capability certificates for Pilot Protocol agents. Use this skill when: 1. You need to issue capability proofs or authorizati...

Expose local APIs to the Pilot Protocol network. Use this skill when: 1. You need to expose local APIs to remote Pilot agents 2. You want to provide API acce...

Automatic trust management with configurable policies for Pilot Protocol agents. Use this skill when: 1. You need to auto-approve handshake requests from kno...

Access cloud storage (S3, GCS, Azure Blob) through a Pilot bridge agent. Use this skill when: 1. You need to transfer files to/from cloud storage via Pilot a...

Isolate suspicious agents pending investigation in Pilot Protocol networks. Use this skill when: 1. You detect compromised or suspicious agents that need iso...

Automated backup of agent state to trusted peers with encryption and versioning. Use this skill when: 1. You need to backup agent configuration and state fil...

Deploy a cloud cost optimization pipeline with 4 agents. Use this skill when: 1. User wants to set up a FinOps or cloud cost optimization pipeline 2. User is...