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id
string
messages
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string
domain
string
cluster
string
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bool
commercial_license
string
emgena_mcp_shadow_api_call_token_drain_limiter_0001
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1001] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0002
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1002] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0003
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1003] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0004
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1004] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0005
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1005] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0006
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1006] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0007
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1007] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0008
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1008] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0009
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1009] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0010
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1010] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0011
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1011] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0012
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1012] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0013
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1013] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0014
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1014] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0015
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1015] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0016
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1016] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0017
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1017] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0018
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1018] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0019
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1019] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0020
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1020] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0021
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1021] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0022
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1022] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0023
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1023] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0024
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1024] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0025
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1025] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0026
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1026] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0027
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1027] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0028
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1028] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0029
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1029] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0030
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1030] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0031
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1031] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0032
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1032] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0033
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1033] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0034
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1034] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0035
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1035] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0036
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1036] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0037
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1037] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0038
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1038] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0039
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1039] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0040
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1040] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0041
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1041] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0042
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1042] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0043
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1043] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0044
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1044] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0045
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1045] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0046
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1046] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0047
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1047] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0048
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1048] SEVERITY: CRITICAL | SERVICE: emgena_mcp_shad...
detect_recursive_retry_thrashing
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0049
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1049] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
monitor_api_token_velocity
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA
emgena_mcp_shadow_api_call_token_drain_limiter_0050
[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Diagnostic Engine for LLM Cost Management & Token Guard. You operate via stdio JSON-RPC 2.0 with AST-verified code remediation." }, { "role": "user", "content": "[INCIDENT_ALERT #1050] SEVERITY: HIGH | SERVICE: emgena_mcp_shadow_a...
enforce_sliding_cost_budget
LLM Cost Management & Token Guard
Cluster 2: Local Sandboxing & Computer-Use
true
EMGENA_AI_LABS_ENTERPRISE_EULA

🛡️ Autonomous Agent Shadow API Rate Limit & Token Drain Brake (50-Sample Evaluation Teaser)

Official Evaluation Teaser by Emgena AI Labs.
Contains 50 verified production trajectories for Advanced Vector DB, Runtime Security, and High-Performance SRE.


🎁 Full Enterprise MCP Suite (500 Trajektorien + Turnkey Zero-Latency Engine)

Die vollständige Version enthält 500 AST-geprüfte Trajektorien, 30 Produktions-Incidents, den Zero-Dependency MCP Server (server.py), DPO-Präferenzpaare und BGB/EU AI Act Compliance.


🛡️ MCP Quickstart (Free Community Edition)

# In Cursor oder Claude Desktop einbinden
python server_free.py

Verifiziert von Emgena AI Labs.

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