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Glass Box Framework — Distribution Master Checklist

Everything submitted, pending, or waiting on a manual click from you.

✅ DONE — Live Right Now

Channel URL Version
npm @glassbox-framework/mcp https://www.npmjs.com/package/@glassbox-framework/mcp 1.0.3
PyPI glassbox-framework https://pypi.org/project/glassbox-framework/ 1.0.2
GitHub TheBarmaEffect/glassbox https://github.com/TheBarmaEffect/glassbox v1.0.3 release
Homebrew tap thebarmaeffect/glassbox https://github.com/TheBarmaEffect/homebrew-glassbox 1.0.3 SHA
MCP Registry io.github.TheBarmaEffect/glassbox-framework https://registry.modelcontextprotocol.io 1.0.3
Smithery.ai (smithery.yaml at repo root) https://smithery.ai auto-detected
LAUNCH_POST.md (dev.to/Hashnode/LinkedIn article) in repo ready to post

⏳ PRs SUBMITTED — Pending Review

Channel PR Status
punkpeye/awesome-mcp-servers punkpeye/awesome-mcp-servers#6866 Open
conda-forge/staged-recipes conda-forge/staged-recipes#33462 Open
cline/mcp-marketplace cline/mcp-marketplace#1664 Open

🖱️ MANUAL — Needs Your Click (5–10 min each)

MCP Directories (highest priority — copy/paste the one-liner)

Site URL What to submit
mcp.so https://mcp.so Click "Submit" → GitHub URL + description
PulseMCP https://www.pulsemcp.com/servers Click "Submit"
mcpservers.org https://mcpservers.org/submit Web form (wong2 directory)
MCP Market https://mcpmarket.com Web form
MCP.directory https://mcp.directory Web form
mcp.ing https://mcp.ing Web form
LobeHub MCP https://lobehub.com/mcp Click "Submit MCP"
Glama (auto-indexed) https://glama.ai/mcp/servers Repo already being indexed — claim it
OpenTools https://opentools.ai Web form

One-liner for all forms:

Glass Box Framework — Runtime constitutional verification for AI answers. 6 MCP tools: claim extraction with reasoning chains, Epistemic Confidence Score (ECS), 7-angle Glassbox Court red team, constitution compilation, Trust Card assembly, SHA-256 audit logs. GitHub: https://github.com/TheBarmaEffect/glassbox · npm: @glassbox-framework/mcp · npx -y @glassbox-framework/mcp

AI Tool Directories

Site URL Notes
There's An AI For That https://theresanaiforthat.com/launch/ Free listing, 2M+ monthly visitors
Futurepedia https://www.futurepedia.io/submit-tool DA 65+ directory
Toolify.ai https://www.toolify.ai Form submission
Product Hunt https://www.producthunt.com/launch Best: launch Tuesday–Thursday 9 AM PST, post demo video

Product Hunt tips: Post the walkthrough GIF/video. Tag #ai-safety #mcp #developer-tools. Get a few friends to engage in comments in the first hour.

Community Posts (write once, post everywhere)

Platform Channel Best time
Hacker News Show HN https://news.ycombinator.com/show Tue–Thu 9–11 AM ET
r/LocalLLaMA https://reddit.com/r/LocalLLaMA Technical demo with code
r/LLMDevs https://reddit.com/r/LLMDevs Tool announcement
r/MachineLearning https://reddit.com/r/MachineLearning Research framing
MCP Discord https://discord.gg/modelcontextprotocol #show-and-tell
Anthropic Discord https://discord.gg/anthropic Developer channels
X / Twitter — Tag @AnthropicAI @modelcontextprotocol
LinkedIn — Copy LAUNCH_POST.md

Show HN title: Show HN: Glass Box – MCP server that wraps any AI answer in a trust score

Claude Desktop Extension (DXT)

Package as .mcpb (Desktop Extension), submit to Anthropic for review.
Docs: https://www.anthropic.com/engineering/desktop-extensions
This gets you into Claude Desktop Settings → Extensions → Browse.

Docker Hub

docker login
docker build -t thebarmaeffect/glassbox-mcp:1.0.3 -t thebarmaeffect/glassbox-mcp:latest .
docker push thebarmaeffect/glassbox-mcp --all-tags

Then visit https://hub.docker.com/repository/docker/thebarmaeffect/glassbox-mcp and add a description.

GitHub Container Registry (GHCR)

Already in the Dockerfile — set up GitHub Actions to auto-push on every release.
Add to .github/workflows/docker.yml:

on:
  release:
    types: [published]
jobs:
  push:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: docker/login-action@v3
        with:
          registry: ghcr.io
          username: ${{ github.actor }}
          password: ${{ secrets.GITHUB_TOKEN }}
      - uses: docker/build-push-action@v5
        with:
          push: true
          tags: ghcr.io/thebarmaeffect/glassbox-mcp:${{ github.event.release.tag_name }}

AI Alignment Forum / LessWrong

Write a post about the Glass Box approach to runtime constitutional verification.
Frame it as: "What would it look like if every AI claim came with an explicit epistemic receipt?"

High-value: this community includes researchers at Anthropic, DeepMind, ARC.

arXiv Preprint (cs.AI)

Write a 4–6 page paper describing the framework — ECS formula, Glassbox Court methodology, deterministic audit hashing. Submit to cs.AI.
Once live, submit to Papers With Code: https://paperswithcode.com

📦 Package Manager Backlog

Channel Effort Notes
conda-forge Done (PR #33462) Awaiting reviewer approval
Nixpkgs Medium PR to NixOS/nixpkgs with a Nix derivation
winget N/A Requires Windows EXE/MSI installer — not applicable for Node
homebrew-core Medium PR to Homebrew/homebrew-core (requires stable 30-day-old release)

🤖 AI Framework Integrations (PRs to write)

Framework What to submit
LangChain Add a GlassboxTool wrapper in langchain-community
LlamaIndex Add a tool in llama-hub
OpenAI Agents SDK Add to MCP examples in openai/openai-agents-python
CrewAI Add a GlassboxTool in crewAI-tools

📊 Score Tracking

Once you've done the community posts, track:

Built by Karthik Barma · MS AI · Northeastern University | Powered by Aura.