{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_y7uxqns3c7w2","handle":"glassbox-mcp","url":"https://wellknown.network/agents/glassbox-mcp","links":{"self":"https://wellknown.network/agents/glassbox-mcp/record.json","html":"https://wellknown.network/agents/glassbox-mcp","markdown":"https://wellknown.network/agents/glassbox-mcp/record.md","api":"https://wellknown.network/api/v1/agents/glassbox-mcp","status":"https://wellknown.network/api/v1/agents/glassbox-mcp/status","claim":"https://wellknown.network/agents/glassbox-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/glassbox-mcp/claim.json","badge":"https://wellknown.network/agents/glassbox-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/glassbox-mcp/history","tools":"https://wellknown.network/api/v1/agents/glassbox-mcp/tools"},"ard":{"identifier":"urn:air::server:glassbox-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"glassbox-mcp","summary":"MCP server for Glassbox — mechanistic interpretability + EU AI Act Annex IV compliance tools for Claude and any MCP-compatible client","description":"# glassbox-mcp\n\nMCP server for [Glassbox](https://project-gu05p.vercel.app) — mechanistic interpretability + EU AI Act Annex IV compliance tools, exposed via the [Model Context Protocol](https://modelcontextprotocol.io).\n\nConnect Claude (or any MCP-compatible client) to Glassbox with a single pip install. No cloning, no manual server setup.\n\n## Install\n\n```bash\npip install glassbox-mcp\n```\n\n## Connect to Claude Desktop\n\nAdd to `~/.claude/claude_desktop_config.json` (macOS/Linux) or `%APPDATA%\\Claude\\claude_desktop_config.json` (Windows):\n\n```json\n{\n  \"mcpServers\": {\n    \"glassbox\": {\n      \"command\": \"glassbox-mcp\"\n    }\n  }\n}\n```\n\nRestart Claude Desktop. The Glassbox tools appear immediately.\n\n## Tools\n\n| Tool | What it does |\n|------|-------------|\n| `glassbox_circuit_discovery` | Attribution patching — find which attention heads causally drive a prediction |\n| `glassbox_faithfulness_metrics` | Compute sufficiency, comprehensiveness, F1, and EU AI Act explainability grade (A–D) |\n| `glassbox_compliance_report` | Generate a full EU AI Act Annex IV evidence package (all 9 sections) |\n| `glassbox_attention_patterns` | Get attention weight heatmap for any layer/head |\n| `glassbox_logit_lens` | Layer-by-layer residual stream projection — see how predictions build up |\n\n## Supported Models\n\n- `gpt2`, `gpt2-medium`, `gpt2-large`\n- `EleutherAI/pythia-70m`, `pythia-160m`, `pythia-410m`\n\n## Example usage in Claude\n\nOnce connected, ask Claude things like:\n\n> *\"Use Glassbox to analyse which attention heads drive GPT-2's prediction for 'The Eiffel Tower is in' → ' Paris'\"*\n\n> *\"Generate an EU AI Act Annex IV compliance report for GPT-2 with provider name Acme Corp\"*\n\n> *\"Show me the logit lens for GPT-2 on this sentence\"*\n\n## Requirements\n\n- Python ≥ 3.10\n- ~3 GB disk (PyTorch + TransformerLens model weights download on first use)\n\n## Version\n\n`4.2.4` — tracks `glassbox-mech-interp` v4.2.4\n\n- Paper: [arXiv 2603.09988](https://arxiv.org/abs/2603.09988)\n- PyPI (core library): […","publisher":null,"homepage":"https://project-gu05p.vercel.app","repository":"https://github.com/designer-coderajay/Glassbox-AI-2.0-Mechanistic-Interpretability-tool/issues","version":"4.2.4","license":"MIT","protocols":["mcp"],"tags":["mcp","model-context-protocol","mechanistic-interpretability","circuit-discovery","eu-ai-act","annex-iv","compliance","transformer","explainability","glassbox"],"pricing":null,"endpoints":[{"url":"pypi:glassbox-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"glassbox-mcp","registry":"pypi","observedAt":"2026-09-15T15:24:52.431Z","publishedAt":"2026-04-05T05:59:08.749515Z","latestVersion":"4.2.4"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"glassbox-mcp","url":"https://pypi.org/project/glassbox-mcp/","firstSeenAt":"2026-09-09T16:24:03.339Z","fetchedAt":"2026-09-15T15:23:23.483Z","normalizedAt":"2026-09-15T15:23:23.483Z"}]},"firstSeenAt":"2026-09-09T16:24:03.339Z","updatedAt":"2026-09-15T15:24:52.431Z"}