DEEPBOM
Description
Browser-local and CLI static evidence for deployed AI model artifacts.
What our measurements say
DEEPBOM is a remote MCP server published at deepbom.org. It has been probed 6 times since 9/14/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 412 ms, placing it among the faster endpoints. It offers a narrow, focused set of 4 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names explicitly indicate their primary functions (e.g., 'analyze_file', 'publish_analysis').
- Distinct tool roles minimize overlap between file analysis, capability checks, and result publishing.
Weaknesses
- Parameter types are inconsistently defined (e.g., 'file' has null type, 'analysis_depth' lacks examples).
- Descriptions occasionally omit specific use cases or constraints (e.g., 'analysis_depth' lacks guidance on valid values).
- Error handling and recovery scenarios are not explicitly documented in tool descriptions.
deepbom_analyze_file— Parameter 'file' has undefined type (null) and 'analysis_depth' lacks value examples.deepbom_capabilities— Description does not clarify what metadata is returned or how it differs from analysis tools.deepbom_publish_analysis— Parameter 'result' is defined as 'object' but lacks structure details.
Verdict
Event narrative
Risk: low
- 2026-09-14T06:26:32.997Z — smokeOk changed from null to true · Indicates temporary resolution of smoke test status
- 2026-09-14T08:31:43.472Z — smokeOk changed from true to null · Suggests recurring smoke test status instability
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test passed · last run:
- Cold-start: cold 40ms → warm 41ms (penalty 0ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
deepbom_analyze_fileUse when the user asks to inspect an attached TFLite, ONNX, GGUF, SafeTensors, Core ML, or ExecuTorch deployment artifact. Opens a browser-local analyzer and returns a hash-bound static evidence summary to the chat. Do not use for training checkpoints, measured latency, task accuracy, clinical validity, or actual runtime placement.
filerequiredanalysis_depthstring
deepbom_capabilitiesUse before analysis when format support, privacy boundaries, or the difference between the ChatGPT and local DEEPBOM paths is unclear. Returns capability metadata only and does not inspect a file.
deepbom_publish_analysisReceives one bounded browser-produced DEEPBOM result, validates its structure, and returns it to the conversation. This tool accepts analysis results, never model bytes.
resultobjectrequired
deepbom_publish_errorReceives one bounded browser-produced DEEPBOM error and returns a recovery action to the conversation. This tool accepts diagnostic text, never model bytes.
errorobjectrequired
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Server build: 1.99.1 → 1.99.2
- Added to watch — era: Legacy
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