Agent Data Tools: AI
io.github.Nutshell2000/agent-data-tools-ai
MCP Bill of Materials
A machine-readable inventory of what this server exposes and depends on: tools with their effects, transports, packages, findings and provenance (schema version 1.0). Third-party text in it is escaped. Also available from the REST API at /api/v1/servers/899958a2-5ef4-4f65-a30c-c23ebe0cfd9e/mcbom.
MCP Bill of Materials
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title: "LLM chat completion API: text generation with Llama 4 Scout"
readOnlyHint: true
destructiveHint: false
idempotentHint: false
openWorldHint: true
31{9}
name: "llm_inference"
title: "LLM inference API, large model: Llama 3.3 70B or gpt-oss-120b"
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effect_confidence: 0.422
capabilities[1]
0{2}
capability: "SECRETS"
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risk_severity: "HIGH"
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title: "LLM inference API, large model: Llama 3.3 70B or gpt-oss-120b"
readOnlyHint: true
destructiveHint: false
idempotentHint: false
openWorldHint: true
32{9}
name: "text_to_speech"
title: "Text to speech: long text, up to 2,000 characters as one MP3, natural voices"
effect: "WRITE"
effect_confidence: 0.902
capabilities[0]
risk_severity: "LOW"
fingerprint: "11895ee4982ec678405224af59cca3bd6e987d5e0e684e732d8a6ae9a5d62e4d"
input_schema_fingerprint: "d53f8ca66f4e952af9b6568d5a08c7b3b4205b172301960308c2f9e057bad6cd"
annotations{5}
title: "Text to speech: long text, up to 2,000 characters as one MP3, natural voices"
readOnlyHint: true
destructiveHint: false
idempotentHint: false
openWorldHint: true
33{9}
name: "text_to_speech_lite"
title: "Cheap text to speech: up to 2,000 characters in English as one MP3"
effect: "WRITE"
effect_confidence: 0.703
capabilities[0]
risk_severity: "LOW"
fingerprint: "cc6b73bdca6544b7edccb49e00cfc934f4dcfe8d02e10ad84c06196414c13954"
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annotations{5}
title: "Cheap text to speech: up to 2,000 characters in English as one MP3"
readOnlyHint: true
destructiveHint: false
idempotentHint: false
openWorldHint: true
34{9}
name: "transcribe"
title: "Speech to text, transcribe audio: Whisper transcription of an audio file"
effect: "READ"
effect_confidence: 0.869
capabilities[2]
0{2}
capability: "EXTERNAL_COMMUNICATION"
confidence: 0.718
1{2}
capability: "FILE_ACCESS"
confidence: 0.718
risk_severity: "INFO"
fingerprint: "fa186fcefda34e24e4a6693a2d27b547645e6f0610679905bd25998e6ff2be15"
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annotations{5}
title: "Speech to text, transcribe audio: Whisper transcription of an audio file"
readOnlyHint: true
destructiveHint: false
idempotentHint: false
openWorldHint: true
35{9}
name: "transcribe_long"
title: "Transcribe long audio: up to 60 minutes of MP3 or WAV, with subtitles"
effect: "READ"
effect_confidence: 0.921
capabilities[1]
0{2}
capability: "EXTERNAL_COMMUNICATION"
confidence: 0.718
risk_severity: "INFO"
fingerprint: "31f7a3e35020197e5fd8b0ca4ad3e084981cf502f497554e8e5e4072fe6fc94f"
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annotations{5}
title: "Transcribe long audio: up to 60 minutes of MP3 or WAV, with subtitles"
readOnlyHint: true
destructiveHint: false
idempotentHint: false
openWorldHint: true
36{9}
name: "transcribe_summary"
title: "Summarize audio: voice note or meeting recording to summary and action items"
effect: "READ"
effect_confidence: 0.933
capabilities[2]
0{2}
capability: "CALENDAR"
confidence: 0.669
1{2}
capability: "EXTERNAL_COMMUNICATION"
confidence: 0.796
risk_severity: "INFO"
fingerprint: "b16f897a0c581f38881588f76704ed4c69632a83f3c9357120bef41b5a1045f6"
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annotations{5}
title: "Summarize audio: voice note or meeting recording to summary and action items"
readOnlyHint: true
destructiveHint: false
idempotentHint: false
openWorldHint: true
resources[0]
prompts[0]
extensions[0]
data{6}
privacy_completeness: "not_provided"
data_categories[0]
ai_training: null
retention_policy: null
processing_regions[0]
subprocessors[0]
external_integrations[1]
0{3}
host: "agent-data-tools.revmesh2074.workers.dev"
registrable_domain: "revmesh2074.workers.dev"
source: "transport"
findings[46]
0{6}
check_id: "SQ-SERVER-AUTH-NONE-WRITE"
category: "authentication"
severity: "MEDIUM"
title: "State-changing tools available without authentication"
subject_type: "server"
subject_name: null
1{6}
check_id: "SQ-SERVER-INSTRUCTIONS-INJECTION"
category: "prompt_injection"
severity: "HIGH"
title: "Server instructions contain directives to the AI model"
subject_type: "server"
subject_name: null
2{6}
check_id: "SQ-TOOL-ANNOTATION-UNDERCLAIM"
category: "annotations"
severity: "LOW"
title: "Annotations understate what the tool does"
subject_type: "tool"
subject_name: "ai_chat"
3{6}
check_id: "SQ-TOOL-ANNOTATION-UNDERCLAIM"
category: "annotations"
severity: "LOW"
title: "Annotations understate what the tool does"
subject_type: "tool"
subject_name: "ai_chat_large"
4{6}
check_id: "SQ-TOOL-ANNOTATION-UNDERCLAIM"
category: "annotations"
severity: "LOW"
title: "Annotations understate what the tool does"
subject_type: "tool"
subject_name: "ai_embeddings"
5{6}
check_id: "SQ-TOOL-ANNOTATION-UNDERCLAIM"
category: "annotations"
severity: "LOW"
title: "Annotations understate what the tool does"
subject_type: "tool"
subject_name: "ai_tts"
6{6}
check_id: "SQ-TOOL-ANNOTATION-UNDERCLAIM"
category: "annotations"
severity: "LOW"
title: "Annotations understate what the tool does"
subject_type: "tool"
subject_name: "image"
7{6}
check_id: "SQ-TOOL-ANNOTATION-UNDERCLAIM"
category: "annotations"
severity: "MEDIUM"
title: "Annotations understate what the tool does"
subject_type: "tool"
subject_name: "text_to_speech"
8{6}
check_id: "SQ-TOOL-ANNOTATION-UNDERCLAIM"
category: "annotations"
severity: "LOW"
title: "Annotations understate what the tool does"
subject_type: "tool"
subject_name: "text_to_speech_lite"
9{6}
check_id: "SQ-TOOL-EXFIL-DESTINATION"
category: "prompt_injection"
severity: "HIGH"
title: "External data-collection destination in model-facing text"
subject_type: "tool"
subject_name: "transcribe"
10{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "CRITICAL"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "ai_model_deepseek_r1"
11{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "CRITICAL"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "ai_model_gpt_oss_120b"
12{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "CRITICAL"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "ai_model_gpt_oss_20b"
13{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "CRITICAL"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "ai_model_mistral_small"
14{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "CRITICAL"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "ai_model_qwen3_30b"
15{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "CRITICAL"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "ai_model_qwen_coder"
16{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "HIGH"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "ai_rewrite"
17{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "HIGH"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "llm_chat"
18{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "CRITICAL"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "llm_inference"
19{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "HIGH"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "transcribe"
20{6}
check_id: "SQ-TOOL-EXFIL-DIRECTIVE"
category: "prompt_injection"
severity: "HIGH"
title: "Asks the AI model to pass conversation data or secrets"
subject_type: "tool"
subject_name: "transcribe_summary"
21{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "ai_chat"
22{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "ai_chat"
23{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "INFO"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "ai_chat_large"
24{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "HIGH"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "ai_model_deepseek_r1"
25{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "HIGH"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "ai_model_gpt_oss_120b"
26{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
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title: "Free-text parameter commonly used to collect conversation data"
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27{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "HIGH"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "ai_model_mistral_small"
28{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "HIGH"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "ai_model_qwen3_30b"
29{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
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30{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
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31{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
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title: "Free-text parameter commonly used to collect conversation data"
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subject_name: "image_generate"
32{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
severity: "HIGH"
title: "Free-text parameter commonly used to collect conversation data"
subject_type: "tool"
subject_name: "llm_chat"
33{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
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title: "Free-text parameter commonly used to collect conversation data"
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34{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
category: "schema"
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title: "Free-text parameter commonly used to collect conversation data"
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35{6}
check_id: "SQ-TOOL-EXFIL-SHAPED-PARAM"
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36{6}
check_id: "SQ-TOOL-INJECTION-INSTRUCTIONS"
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37{6}
check_id: "SQ-TOOL-INJECTION-INSTRUCTIONS"
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38{6}
check_id: "SQ-TOOL-INJECTION-INSTRUCTIONS"
category: "prompt_injection"
severity: "CRITICAL"
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39{6}
check_id: "SQ-TOOL-INJECTION-INSTRUCTIONS"
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check_id: "SQ-TOOL-INJECTION-INSTRUCTIONS"
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41{6}
check_id: "SQ-TOOL-INJECTION-INSTRUCTIONS"
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severity: "CRITICAL"
title: "Instructions addressed to the AI model"
subject_type: "tool"
subject_name: "ai_model_mistral_small"
42{6}
check_id: "SQ-TOOL-INJECTION-INSTRUCTIONS"
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title: "Instructions addressed to the AI model"
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43{6}
check_id: "SQ-TOOL-INJECTION-INSTRUCTIONS"
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title: "Instructions addressed to the AI model"
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44{6}
check_id: "SQ-TOOL-INJECTION-INSTRUCTIONS"
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title: "Instructions addressed to the AI model"
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45{6}
check_id: "SQ-TOOL-INJECTION-INSTRUCTIONS"
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severity: "CRITICAL"
title: "Instructions addressed to the AI model"
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trust{9}
registry_namespace: "verified_upstream"
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source_provenance: "partial"
security_scan: "findings_detected"
privacy_transparency: "not_provided"
monitoring: "active"
provenance{4}
registry_name: "io.github.Nutshell2000/agent-data-tools-ai"
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timestamps{4}
generated_at: "2026-11-15T02:09:54.446Z"
observed_at: "2026-11-15T00:17:14.641+00:00"
registry_published_at: "2026-11-14T21:50:50.842448+00:00"
registry_updated_at: null