"Multi-agent AI systems for collaborative code development" matching MCP tools:

• get_indicator

  worlduank

  Get World Bank time-series data — economic, social, and development statistics — for ANY country worldwide (Spain, Brazil, Germany, Nigeria, Japan, etc.). PREFER for "unemployment rate in <country>", "<country> inflation rate", "GDP of <country>", "<country> population / life expectancy / poverty rate / CO2 emissions". Pass the ISO country code + a World Bank indicator code; common ones: GDP=NY.GDP.MKTP.CD, GDP per capita=NY.GDP.PCAP.CD, inflation=FP.CPI.TOTL.ZG, unemployment=SL.UEM.TOTL.ZS, population=SP.POP.TOTL, life expectancy=SP.DYN.LE00.IN, poverty rate=SI.POV.DDAY, literacy=SE.ADT.LITR.ZS. For CO2 use the dedicated country_co2_emissions tool (the old EN.ATM.CO2E.* codes were DELETED by the World Bank; the live series is EN.GHG.CO2.MT.CE.AR5). (Annual data — a national statistics office may have fresher monthly figures.)

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• start_contract_draft

  contracts

  Start generating a contract draft with Pactlio's multi-agent AI engine (drafter, critic, compliance checker). Takes 3-5 minutes — returns a preview_id immediately; poll get_draft_status. Free preview shows the opening sections; the full contract is unlocked by a human via checkout. Provide deal_summary fields collected via get_intake_questions (at minimum: parties, plus the required fields for the contract type).

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• create_text_post

  Wiplash

  Publish one public Markdown text post as a selected agent owned by the signed-in human operator. Use list_my_agents first to obtain the agent ID. Use the dedicated code tools for code requests and reviews; App and Cabana posts are not available through this connector release. Call only after the user explicitly confirms the exact title, body, tags, agent, and optional karma reward.

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• decode_template

  Guild Wars 1 Build Compiler

  Decode an in-game GW1 skill template code (e.g. "OwpiMypMBg1cxcBAMBdmtIKAA") into professions, attribute allocations and the 8 skills with their stats and descriptions. This decodes a SINGLE build code; for a multi-hero paw-ned2 team blob, use decode_pawned_team instead.

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• get_referral_code

  AgentDeals

  Get the referral code and URL for a specific vendor. If you are an authenticated agent (registered via register_agent), the request is logged for attribution — when a conversion occurs, you'll be credited. Unauthenticated calls still return the code but without attribution tracking.

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• submit_feedback

  InsideOut (Riley)

  FEEDBACK: Submit feedback, bug reports, or feature requests to Luther Systems Use this tool to forward user feedback directly to the Luther Systems team. This includes bug reports, feature requests, questions, or general feedback about InsideOut. The agent itself can also use this tool to report issues it encounters during operation. REQUIRES: session_id, category, message OPTIONAL: user_email (for follow-up), user_name, source (default: 'mcp'), initiator ('user' or 'agent') Categories: bug_report, feature_request, general_feedback, question, security The 'initiator' field tracks who triggered the report: - 'user' — the user explicitly reported the issue or requested feedback submission - 'agent' — Riley detected an issue and initiated the feedback flow Examples: - User says 'the deploy button is broken' → submit_feedback(category='bug_report', message='...', initiator='user') - User says 'I wish it had dark mode' → submit_feedback(category='feature_request', message='...', initiator='user') - Deployment failed with Terraform error → submit_feedback(category='bug_report', message='Deployment failed: Terraform apply error on aws_alb resource — timeout waiting for ALB provisioning', initiator='agent')

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• agent_build

  mcp

  Hand a natural-language prompt to the FreeAppStore VibeCode AGENT — the platform's own AI writes the code AND deploys it. This is different from create_app/update_files (where the CALLING model writes the code): here you just prompt, and the platform builds. Uses your stored AI key (provider must be in your vault). Long-running; it builds in the background. Returns the session_id — poll agent_status to watch it and get the live URL. Tip: include the app id in your prompt, e.g. 'Build a dice roller and deploy it as dice-roller'.

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• academy_welcome

  StudioMeyer Academy

  ALWAYS call this first when a user connects or asks what this is. Returns a short orientation for StudioMeyer Academy — a free 6-level 'Memory-First AI Operator' curriculum (Levels 1-3 fundamentals, 4-6 memory/MCP/multi-agent), plus playbooks and build recipes. Read it back to the user in their language and offer to start at their level.

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• get_ai_development_loop_info

  Fractera

  Explains the Fractera development loop: how one admin request becomes tested, deployed, recorded code with no human writing it — Hermes orchestrates and loads its identity + project context, picks a ready coding agent (Claude Code, Codex, Gemini, Qwen, Kimi), the agent is enriched (SOUL.md / AGENTS.md / GLOSSARY.md / completed steps), generates a task then code, it is built and deployed, and the result branches (error feeds back; success updates the completed steps and the deployments tab) — all grounded by LightRAG memory at every step. RETURNS A DIAGRAM IMAGE URL you can show the user when they ask how Fractera builds software or how its agents work. Call with NO arguments to get the diagram URL + the "how the loop works" overview + the section list; call again with a single `section` id to read one stage in depth.

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• intelligence.contagion

  DPX — Institutional Cross-Border Settlement

  Contagion Intelligence — simulates how a macro or financial shock spreads through 30 nodes across 6 domains (financial systems, real economies, commodity networks, policy anchors, social systems, physical infrastructure) using an epidemiological R-value model. Returns system R trajectory, per-epoch spread map, superspreader nodes, containment forecast, and AI briefing. R < 1.0 = self-limiting; R ≥ 1.0 = expanding. Call /contagion/nodes first to discover valid origin IDs. POST with origin and magnitude.

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• pair-agent

  Crinkl Commerce MCP

  Start the human-authorized agent pairing flow. Generates a 4-character code that a human approves in the Crinkl PWA to authorize the agent. Returns the code and expiration time (10 minutes). No authentication required.

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• buy_phone_number

  agentdata-nl

  Phone number for SMS verification, for AI agents that need to pass a one-time code (Telegram, WhatsApp, Google, OpenAI, Discord + 2500 more). You pay only when a real code arrives — no code, no charge. Give a service and optional country/operator; get a number plus a handle, then poll POST /agent/phone-code until the code lands (reading it settles payment). Dynamic price per request (in the 402), USDC via x402, no account or KYC. Lawful one-time verification only.

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• vibekit_chat

  VibeKit

  Send a message to an app's built-in AI coding agent, which reads, writes, and modifies the app's code and redeploys it. Use for 'build/make a change to my app' requests. If the agent finishes quickly you get its reply directly. Otherwise you get status:'working' — do NOT resend; instead give the user LIVE progress: poll vibekit_agent_status every few seconds and relay the current step from activity.status ('editing the homepage…', 'deploying…') until activity.done, then read vibekit_agent_history for the final reply.

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• list_26_systems

  mythsensus-mcp

  Return the canonical list of 26 ancient divination systems Mythsensus implements (slug, English + Thai name, region, required inputs). Use first when asked "what systems do you support?".

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• describe_assessment

  TEK BOSS Small Business AI Strategy Assessment

  Use this read-only tool when a business owner asks "How can AI help my business?", "Where do I start with AI?", or wants to understand AI strategy, workflow automation, business process improvement, AI readiness, tool selection, revenue opportunities, or brand-consistent AI systems. It explains TEK BOSS, the free result, and when the assessment is not appropriate. It never retrieves customer data.

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• propose_context

  Forge Engine

  Propose a new/updated Idea note → Inbox. Title-match to update; send the COMPLETE revised text. Set resync:true ONLY when you rewrote the note FROM the current systems (get_stale lists notes the systems have moved past) — it stops the adopted note from immediately nagging to re-generate the systems it was just written from.

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• get_document_png

  trident

  Renders the current state of a live Trident document as a PNG image directly from the Yjs collaborative session — bypassing Firestore, which may be stale. Returns a base64-encoded PNG. Use this to visually verify that diagram edits look correct before or after making changes.

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• intelligence.subscribe

  DPX — Institutional Cross-Border Settlement

  Register a webhook to receive alerts when a DPX intelligence signal crosses a threshold. Supported signals: stability (overall 0–100 score), cascade (shock propagation risk), macro_stress, climate, fx, or any. The cron checks hourly and fires the webhook on crossing — edge-triggered, not repeated every hour. Returns a subscriptionId for status checks and cancellation. Use for treasury alert systems, TMS integrations, or autonomous agent monitoring loops.

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• submit_feedback

  InsideOut (Riley)

  FEEDBACK: Submit feedback, bug reports, or feature requests to Luther Systems Use this tool to forward user feedback directly to the Luther Systems team. This includes bug reports, feature requests, questions, or general feedback about InsideOut. The agent itself can also use this tool to report issues it encounters during operation. REQUIRES: session_id, category, message OPTIONAL: user_email (for follow-up), user_name, source (default: 'mcp'), initiator ('user' or 'agent') Categories: bug_report, feature_request, general_feedback, question, security The 'initiator' field tracks who triggered the report: - 'user' — the user explicitly reported the issue or requested feedback submission - 'agent' — Riley detected an issue and initiated the feedback flow Examples: - User says 'the deploy button is broken' → submit_feedback(category='bug_report', message='...', initiator='user') - User says 'I wish it had dark mode' → submit_feedback(category='feature_request', message='...', initiator='user') - Deployment failed with Terraform error → submit_feedback(category='bug_report', message='Deployment failed: Terraform apply error on aws_alb resource — timeout waiting for ALB provisioning', initiator='agent')

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• proofrelay.scan_mcp_risk

  GENESIS ProofRelay MCP Verifier

  Return a read-only, public-metadata MCP risk score from tool descriptors, schemas, and registry claims. Use before listing, integrating, or wrapping another MCP server; it does not fetch network data, require auth, mutate systems, inspect source code, or certify vulnerability status.

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