{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_sw2zhswwt6p3","handle":"mcp-xray-audit","url":"https://wellknown.network/agents/mcp-xray-audit","links":{"self":"https://wellknown.network/agents/mcp-xray-audit/record.json","html":"https://wellknown.network/agents/mcp-xray-audit","markdown":"https://wellknown.network/agents/mcp-xray-audit/record.md","api":"https://wellknown.network/api/v1/agents/mcp-xray-audit","status":"https://wellknown.network/api/v1/agents/mcp-xray-audit/status","claim":"https://wellknown.network/agents/mcp-xray-audit/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-xray-audit/claim.json","badge":"https://wellknown.network/agents/mcp-xray-audit/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-xray-audit/history","tools":"https://wellknown.network/api/v1/agents/mcp-xray-audit/tools"},"ard":{"identifier":"urn:air::server:mcp-xray-audit","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-xray-audit","summary":"One field instrument for MCP server reviews: token tax, behavioral noise, capability reduction -> one graded report.","description":"<h1 align=\"center\">mcp-xray</h1>\n\n<p align=\"center\">\n  <a href=\"https://github.com/ralforion/mcp-xray/actions/workflows/ci.yml\"><img src=\"https://github.com/ralforion/mcp-xray/actions/workflows/ci.yml/badge.svg\" alt=\"CI\"></a>\n  <a href=\"https://github.com/ralforion/mcp-xray/releases/tag/v1.6.0\"><img src=\"https://img.shields.io/badge/version-1.6.0-blue\" alt=\"version\"></a>\n  <a href=\"https://github.com/ralforion/mcp-xray/blob/main/LICENSE\"><img src=\"https://img.shields.io/badge/License-BUSL--1.1-orange.svg\" alt=\"License: BUSL-1.1\"></a>\n  <a href=\"https://www.python.org/downloads/\"><img src=\"https://img.shields.io/badge/python-3.11+-blue.svg\" alt=\"Python 3.11+\"></a>\n</p>\n\n**One field instrument for MCP server reviews.** Point it at a client's MCP\nserver (or an offline `tools/list` dump) and walk away with **one graded\nreport** that answers three questions:\n\n1. **What does this surface cost?** Per-turn context tax, per tool, before any work.\n2. **Does the surface confuse the model?** Wrong-tool selection, spurious firing on off-domain tasks.\n3. **Can the surface be smaller?** Which tools merge, which should be MCP _resources_, and whether the real fix is consolidation or just-in-time loading.\n\nMany sensors, **one voice**: wrapped tools contribute _measurements only_; the\ngrading engine owns all interpretation.\n\n**See real output:** [example reports](examples/reports/) - full `mcp-xray`\naudits of two production MCP servers (OrionBelt Semantic Layer & Analytics),\nrendered exactly as the tool emits them.\n\n> Built by [RALFORION d.o.o.](https://ralforion.com) - the team behind the\n> [OrionBelt Semantic Layer](https://github.com/ralfbecher/orionbelt-semantic-layer).\n> See [Professional review & commercial use](#professional-review--commercial-use).\n\n## Install\n\n```bash\npip install -e .            # core (offline static + consolidation half)\npip install -e \".[api]\"     # + authoritative token counting & LLM behavioral probes\npip install -e \".[live]\"    # + stdio / http / sse …","publisher":null,"homepage":"https://github.com/ralforion/mcp-xray","repository":"https://github.com/ralforion/mcp-xray","version":"1.6.0","license":"BUSL-1.1","protocols":["mcp"],"tags":["mcp","model-context-protocol","audit","tokens","tool-design"],"pricing":null,"endpoints":[{"url":"pypi:mcp-xray-audit","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":"media.3d","name":"3D & Design","confidence":0.638,"provenance":"derived"}],"categories":["media"],"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":"mcp-xray-audit","registry":"pypi","observedAt":"2026-11-03T17:26:01.682Z","publishedAt":"2026-11-02T20:36:38.183671Z","latestVersion":"1.6.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-xray-audit","url":"https://pypi.org/project/mcp-xray-audit/","firstSeenAt":"2026-09-10T05:22:17.789Z","fetchedAt":"2026-11-03T17:24:41.077Z","normalizedAt":"2026-11-03T17:24:41.077Z"}]},"firstSeenAt":"2026-09-10T05:22:17.789Z","updatedAt":"2026-11-03T17:26:01.682Z"}