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Skills, MCPs and integrations

Items from the discussions that mention this topic, oldest first. Generated 2026-10-28T19:00:09. Current status of features is in feature-status; the owner's source of truth outranks anything said in a discussion.

Decisions

  • 2025-W32 CONFIRMED: Compensation for the junior developers will start incrementally at around 15,000 to 20,000 LKR per task/milestone as their skills develop. (src-23e82f4d71 @ 00:35:00)
  • 2026-W01 CONFIRMED: Speaker 1 approves purchasing paid subscriptions for AI tools like Antigravity, confirming project funds will cover the costs. (src-b9713fb12a @ 00:05:00)
  • 2026-W04 CONFIRMED: Use Discord server as the primary messaging integration over MS Teams for office communication testing. (src-fb68f8b8b1 @ 00:05:00)
  • 2026-W06 CONFIRMED: Using managed video generation APIs on-demand is currently more cost-effective than provisioning a self-hosted VPS, which would cost $500 to $1,000 monthly. (src-b612a1e5b0 @ 01:00:00)
  • 2026-W07 CONFIRMED: Use Telegram instead of WhatsApp for the bot interface due to official API support and cost efficiency. (src-7d6f99df81 @ 00:00:00)

Plans

  • 2025-W51 PLANNED: Build an end-to-end skill where providing a song automatically posts meaning, dimensions, and links to web, YouTube, and channels. (src-cb9cd2e6f3 @ 00:45:00)
  • 2026-W09 PLANNED, medium confidence: Expose the validated website data via an MCP tool interface so external voice models and LLMs can accurately query and respond on Abhidhamma topics. (src-49fef1fd41 @ 00:35:00)

Proposals

  • 2025-W31 PROPOSED: Speaker 1 proposes funding AI tool subscriptions for the mentees to facilitate multi-model development. (src-1a1fced380 @ 00:10:00)
  • 2025-W33 PROPOSED: Use n8n containerized flow models to automate repetitive development tasks across chained AI agents with specific tooling access. (src-8fd4bc579e @ 00:10:00)
  • 2025-W36 PROPOSED, medium confidence: Explore running native voice-interactive chat bots using Vercel AI SDK or AWS Bedrock integration. (src-157495739d @ 00:40:00)
  • 2025-W42 PROPOSED: Expose the Citta-Cetasika website as an MCP server for AI agents to query mental states and enable voice navigation. (src-1380d0e6e4 @ 00:00:00)
  • 2025-W50 PROPOSED: Set up a centralized API token pool with a $40 monthly budget and shift to tools like Claude Code, DeepSeek, or Qwen models rather than paying for Cursor seats. (src-bb1e0e327c @ 00:25:00)
  • 2026-W01 PROPOSED: Speaker 1 advises [name withheld] not to accept low-budget projects priced at Rs. 5,000 to 6,000 because it devalues his skill and leads to unpaid effort. (src-b9713fb12a @ 00:40:00)
  • 2026-W03 PROPOSED: Implement Test-Driven Development (TDD) with automated unit and integration tests across Python and YAML skill definitions. (src-cfd51c6172 @ 00:15:00)
  • 2026-W04 PROPOSED: Develop a Machine World POC integrating three core business systems (CRM, Financial, HR/Payroll) alongside Discord and Email. (src-fb68f8b8b1 @ 00:05:00)
  • 2026-W06 PROPOSED: Scheduled cron jobs running every 2 to 10 minutes will autonomously monitor Gmail, filter spam, and alert users only when critical conditions are met. (src-b612a1e5b0 @ 00:05:00)
  • 2026-W06 PROPOSED: The agent system should expose webhook integrations to connect directly with messaging apps like WhatsApp for regular user communication. (src-b612a1e5b0 @ 00:05:00)
  • 2026-W10 PROPOSED: Trained and fine-tuned user skills will earn tokens when utilized by others, establishing a token economy capable of acquiring physical goods. (src-c77b42478f @ 00:10:00)
  • 2026-W39 PROPOSED, medium confidence: Integrate third-party transport networks and local services via APIs into calendar agents to schedule commutes and pick-ups automatically. (src-3b4db21ed4)
  • 2026-W40 PROPOSED: The harness should load on top of OpenRouter to connect flexibly to any required underlying model or API. (src-13fc0f9115)

Action items

  • 2025-W31 PLANNED: Speaker 2 and [name withheld] will use an AI-assisted tool or crawler to fetch songs from SoundCloud and group them by common lyrics and meanings. (src-1a1fced380 @ 00:35:00)
  • 2025-W33 PLANNED: Speaker 2 must document their step-by-step production process and identify the required inputs, outputs, and tooling for each step. (src-8fd4bc579e @ 00:10:00)
  • 2026-W09 PLANNED, medium confidence: Speaker 1 will share resources and links regarding Claude/agent skills and MCP with [name withheld]. (src-49fef1fd41 @ 00:45:00)
  • 2026-W40 PLANNED: The engineering team must build the harness while Speaker 1 completes the cessation memory MCP backend. (src-13fc0f9115)

Problems

  • 2025-W39 UNRESOLVED, medium confidence: Determine how the live counter layout will handle large numbers as view counts grow rapidly. (src-6bb5a72d51 @ 00:00:00)
  • 2025-W50 CONFIRMED: A bug in Playwright MCP currently disrupts the ability to read browser or Drive content via Cursor. (src-bb1e0e327c @ 00:20:00)
  • 2025-W51 UNRESOLVED, medium confidence: Collaborator [name withheld] / [name withheld] has not responded to requests or video instructions for setting up tools and Git. (src-cb9cd2e6f3 @ 00:35:00)
  • 2026-W03 CONFIRMED: Skill collective confidence calculation has an error where multi-step execution adds up scores beyond 100%, reaching 270%. (src-cfd51c6172 @ 00:00:00)
  • 2026-W03 CONFIRMED: When an API call returns empty data, the LLM hallucinates responses instead of indicating that no data was found. (src-cfd51c6172 @ 00:10:00)
  • 2026-W03 CONFIRMED: Adding new skills into feature branches breaks previously working functionality like reading inbox emails. (src-cfd51c6172 @ 00:15:00)
  • 2026-W39 UNRESOLVED: Local Sinhala AI language modeling research remains underfunded and underdeveloped, forcing reliance on external multilingual models connected via tools like Whisper. (src-3b4db21ed4)
  • 2026-W41 UNRESOLVED: Automated video upload tests using the YouTube API caused Speaker 2's test channel to be suspended due to automated bot detection. (src-165c55b513)
  • 2026-W41 UNRESOLVED: Third-party WhatsApp integration carries risks of account suspension unless routed through official paid network APIs. (src-165c55b513)

Open questions

  • 2026-W09 UNRESOLVED, medium confidence: Whether 3D plane animations and smooth image zoom/diffusion transitions can be achieved using tools like CapCut. (src-49fef1fd41 @ 01:00:00)

Features mentioned

  • 2025-W33 PROPOSED: The website should enable cross-navigation between all seven song versions, showing each version's story, audio narrative, visual music patterns, and creation tools. (src-8fd4bc579e @ 00:00:00)
  • 2026-W10 PROPOSED: Agents are coordinated using skills, hooks (execution triggers based on actions or schedules), and commands (workflow procedures like subtitle injection). (src-c77b42478f @ 00:10:00)
  • 2026-W40 IMPLEMENTED: The cessation memory MCP server is being built to provide Memory as a Service and manage context token bloat across swarms. (src-13fc0f9115)
  • 2026-W42 IMPLEMENTED: System terminal instances are controlled and monitored via MCP (Model Context Protocol) integration using Cmax. (src-93d91aeca1)

Technical details

  • 2025-W31 PROPOSED: Model Context Protocol (MCP) should be used to provide tools to LLMs for tasks such as web browsing and data scraping. (src-1a1fced380 @ 00:25:00)
  • 2025-W33 PROPOSED: For cost efficiency or local execution, open-source models running on local Llama can be integrated into the workflow instead of paid token APIs. (src-8fd4bc579e @ 00:20:00)
  • 2025-W36 IMPLEMENTED: Web3Forms third-party tool is used with an API key to handle contact form submissions sent to email. (src-157495739d @ 00:00:00)
  • 2025-W51 PROPOSED: Agent skills will be exposed to other agents using MCP (Model Context Protocol) and Agent-to-Agent (A2A) protocols. (src-cb9cd2e6f3 @ 00:05:00)
  • 2026-W03 IMPLEMENTED: Gmail skill configuration is loaded via environment variables and a JSON file specifying credentials. (src-cfd51c6172 @ 00:00:00)
  • 2026-W03 CONFIRMED: The Machine World system architecture uses YAML files for skill and context definitions and Python files for executable logic. (src-cfd51c6172 @ 00:15:00)
  • 2026-W06 CONFIRMED: The system will utilize Docker containers running MCP (Model Context Protocol) tooling with mapped file systems and injected secret token bundles. (src-b612a1e5b0 @ 00:15:00)
  • 2026-W06 CONFIRMED: An intent verification engine will be added to confirm and clarify user requests before executing multi-step tool chains. (src-b612a1e5b0 @ 00:20:00)
  • 2026-W06 CONFIRMED: OpenRouter does not provide video generation models, requiring external API endpoints and tokens for video workflows. (src-b612a1e5b0 @ 00:35:00)
  • 2026-W07 PLANNED: Deploy per-user Docker containers with injected API keys, GitHub tokens, and MCP tools to isolate execution environments. (src-7d6f99df81 @ 00:20:00)
  • 2026-W07 PLANNED: Integrate a Vector Database to store conversation history and context per user. (src-7d6f99df81 @ 00:20:00)
  • 2026-W07 PROPOSED, medium confidence: Use Docker MCP containers or Antigravity MCP tools for standardizing agent tool execution. (src-7d6f99df81 @ 01:00:00)
  • 2026-W09 PROPOSED: The automated agent architecture will combine agent skills and MCP tools to manage audio processing and distribution. (src-49fef1fd41 @ 00:40:00)
  • 2026-W09 PROPOSED: The audio-to-video pipeline will use containerized execution where an ephemeral container spins up on API trigger, renders the video, and is destroyed. (src-49fef1fd41 @ 00:45:00)
  • 2026-W10 CONFIRMED: The system architecture is a native AI backbone where layer-level orchestration manages different AI functions, omni models, and tool calls. (src-c77b42478f @ 00:00:00)
  • 2026-W10 CONFIRMED: Audio visualization in the system separates rupa (form, characters, visual palette) from nama (underlying concept and meaning) to allow flexible skill transformation. (src-c77b42478f @ 00:05:00)
  • 2026-W39 IMPLEMENTED: An MCP server modeled on the [doctrine term] causal doctrine has been developed to handle memory decay and context cessation. (src-3b4db21ed4)
  • 2026-W41 CONFIRMED: The cessation memory MCP service automatically releases stale context content to prevent drift and maintain operational clarity. (src-165c55b513)
  • 2026-W41 IMPLEMENTED: Speaker 1 uses cmux on macOS as an MCP-driven terminal tool to orchestrate Claude CLI sessions and agent swarms. (src-165c55b513)

References to earlier work

  • 2026-W10 CONFIRMED: Inner Realm songs use blended skills and mind blends to present multiple distinct visual stories supporting a single underlying meaning. (src-c77b42478f @ 00:05:00)

Examples

  • 2026-W41 CONFIRMED: Speaker 2 tested background poster generation using the Hugging Face API and Flux model. (src-165c55b513)