github Python analyzed e74d5de

marc-shade/agentic-system-oss

github

Open Source 24/7 Autonomous Agentic AI System

maintainer: marc-shade
license: —
first seen: 2026-07-24
last seen: 2026-07-24
releases · 30d: 0
short id

Drift inferred · capture-to-capture

HIGH 2026-07-30 code analysis flagged dynamic code execution ×26 in marc-shade/agentic-system-oss
HIGH 2026-07-24 code analysis flagged dynamic code execution ×27 in marc-shade/agentic-system-oss

capabilities 586 tools

transport stdio · streamable-http · http counts 586 tools · 0 res · 0 prompts permission surface via code analysis

tools

acknowledge_coordination_message
adapt_content
add_agent_belief
add_concept
add_crossmodal_to_episode
add_database_connection
add_entity_relationship
add_episode
add_skill
add_to_dual_manifold
add_to_working_memory
add_trusted_source
agi_cache_metrics
agi_cache_store_result
agi_cached_reasoning
agi_get_cluster_learnings
agi_propose_goal
agi_record_improvement
agi_route_task
agi_share_meta_insight
agi_sync_skill
analyze_access_log
analyze_auth_logs
analyze_chunk_coherence
analyze_database_schema
analyze_entropy
analyze_historical_tool_usage
analyze_ip_rates
analyze_knowledge_evolution
analyze_memory_distribution
analyze_memory_usage_patterns
analyze_privacy_risk
analyze_query
analyze_query_perspectives
analyze_read
analyze_security_headers
analyze_synthetic_dataset
analyze_team_performance
analyze_transaction
analyze_transaction_v2
anonymize_existing_data
anti_hallucination_status
apply_improvement_strategies
art_adjust_vigilance
art_classify
art_get_categories
art_get_stats
art_hybrid_find_similar
art_hybrid_learn
art_learn
art_reset
assess_baseline_performance
assess_network_risk
attach_shared_block
autonomous_memory_curation
batch_add_crossmodal
batch_analyze_transactions
benchmark_synthetic_data
boost_memory_strength
breakdown_project
brute_force_xor
build_local_graph
build_trajectory_index
caesar_crack
caesar_decrypt
caesar_encrypt
calculate_centrality_scores
calculate_claim_credibility
calculate_file_hashes
calculate_l_score_preview
calculate_surprise_score
check_bulk_ips
check_cluster_health
check_file_integrity
check_file_reputation
check_gpu_visual_status
check_hash_reputation
check_info_disclosure
check_ip_reputation
check_listening_ports
check_network_against_threats
check_oauth_status
check_ollama_status
check_plagiarism
check_ssl_config
check_suspicious_processes
chunk_document_semantic
ci_estimate_effect
ci_identify_bias_threats
ci_power_analysis
ci_significance_test
ci_status
ci_validate_causal_model
ci_validate_model
cl_get_ewc_stats
cl_get_model_stats
cl_get_pattern_stats
cl_get_source_rankings
cl_learn_from_correction
cl_predict_confidence
cl_status
classify_memory_content
clear_activation_field
clear_conversation
clear_threat_cache
cluster_add_goal
cluster_add_knowledge
cluster_add_learning
cluster_bash
cluster_brain_status
cluster_get_goals
cluster_get_learnings
cluster_query_knowledge
cluster_record_task_result
cluster_route_task
cluster_status
cluster_update_goal_progress
cluster_update_node_status
cluster_visual_memories
compare_chunking_strategies
compare_database_schemas
compare_visual_similarity_methods
complete_improvement_cycle
complete_trajectory
compute_activation_field
core_memory_append
core_memory_replace
cortex_chain
cortex_execute
cortex_expand
cortex_goal
cortex_learn
cortex_query
cortex_record
cortex_schema
cortex_state
cortex_stats
create_agent_folder
create_association
create_causal_link
create_database_migration
create_database_table
create_default_memory_blocks
create_entities
create_entity_with_provenance
create_kg_relationship
create_memory_block
create_project
create_relations
create_shared_memory_block
create_skill_variant
create_sqlite_to_postgresql_migration
create_task
create_temporal_chain
create_variations
decay_memory_strength
define_approaches
detect_anomalous_findings
detect_behavioral_anomaly
detect_brute_force
detect_causal_pattern
detect_cipher_type
detect_hallucinations
detect_http_flood
detect_memory_conflicts
detect_new_devices
detect_slowloris
discover_causal_patterns
discover_services
discover_tools
end_session
evolve_procedure_from_activation
execute_code
execute_database_migration
execute_database_query
explain_decision
explain_fraud_decision
export_agent_to_file
export_for_security_scan
extract_all_relationships
extract_entity_relationships
extract_memory_patterns
fact_cache_clear_expired
fact_cache_status
fact_search
fact_warm_cache
fetch_threat_feed
find_contradictions
find_manifold_intersections
find_similar_adapted
find_similar_trajectories
find_similar_visual
find_visual_by_text
frequency_analysis
gen_exec_plan
generate_choice
generate_code
generate_constrained
generate_content
generate_context_for_chunk
generate_domain_schema
generate_dos_report
generate_from_pattern
generate_grammar
generate_json
generate_regex
generate_risk_score
generate_security_report
generate_sprint_plan
generate_synthetic_dataset
generate_synthetic_fraud_dataset
generate_vuln_report
generate_with_pattern
generate_workflow_template
get_action_statistics
get_action_success_rate
get_activation_field_stats
get_activation_state
get_adapted_visual_stats
get_adjusted_pattern_scores
get_agent_identity
get_agentic_rag_stats
get_associations
get_attack_indicators
get_attended_memories
get_best_improvement_strategies
get_causal_chain
get_chunking_stats
get_cisa_kev
get_cluster_nodes
get_cognitive_trajectory
get_concepts
get_configuration
get_consolidation_stats
get_contextual_retrieval_stats
get_conversation_context
get_crossmodal_coverage
get_current_metacognitive_state
get_dashboard_summary
get_database_health
get_database_info
get_device_history
get_device_info
get_document_structure
get_drift_alerts
get_dual_manifold_summary
get_effective_patterns
get_effective_reasoning_strategies
get_emotional_clusters
get_emotional_context
get_engine_stats
get_entity_neighbors
get_episodes
get_evolution_history
get_execution_stats
get_file_index_status
get_graph_statistics
get_hierarchical_stats
get_high_provenance_entities
get_high_salience_memories
get_hybrid_search_stats
get_improvement_history
get_info
get_integration_status
get_kg_entity_context
get_knowledge_gaps
get_late_chunking_models
get_learnings_for_action
get_low_provenance_entities
get_magic_signatures
get_memories_needing_review
get_memory_block
get_memory_status
get_migration_status
get_model_performance
get_module_usage_summary
get_multi_query_stats
get_network_topology
get_ontology_info
get_pattern_weight
get_pattern_weight_statistics
get_pending_coordination_tasks
get_performance_trends
get_primed_concepts
get_procedural_evolution_stats
get_prompt_parameter_completions
get_provenance_chain
get_query_expansion_stats
get_recent_episodic_memories
get_recent_iocs
get_recent_routing_outcomes
get_recent_sessions
get_recent_visual_episodes
get_recommended_model_tier
get_reindexing_progress
get_reranking_stats
get_retention_candidates
get_routing_bias
get_routing_bias_for_task
get_routing_learning_stats
get_scan_results
get_scanner_status
get_schema_health_report
get_section_content
get_session_chain
get_session_context
get_session_summary
get_shared_memory_block
get_similar_actions
get_skill_fitness_summary
get_skill_variants
get_skills
get_status
get_strong_associations
get_supported_domains
get_surprise_consolidation_stats
get_system_health
get_tasks
get_team_metrics
get_temporal_chain
get_threat_feeds
get_threat_stats
get_tier_performance_stats
get_tool_definition
get_tool_schema
get_tool_usage_summary
get_trajectory_statistics
get_transcript
get_transcript_fallback
get_transcript_languages
get_transcript_summary
get_transcript_ytdlp
get_transcriptions
get_triple_signal_stats
get_unknown_devices
get_validation_history
get_visual_memory_stats
get_voice_mode_status
get_voice_stats
get_workflow_prompt_examples
get_workflow_prompts
get_working_memory
gpu_create_cross_modal_embedding
gpu_describe_image
gpu_extract_visual_features
graph_enhanced_search
hybrid_visual_search
identify_bottlenecks
identify_file
identify_knowledge_gap
import_agent_from_file
index_document_hierarchical
index_folder_files
ingest_data_samples
insert_database_data
integrate_procedural_with_routing
integrate_reasoning_bank_with_routing
kg_hybrid_search
late_chunk_and_store
late_chunk_document
list_agent_files
list_agent_folders
list_all_tools
list_available_grammars
list_available_patterns
list_available_schemas
list_learned_patterns
list_memory_blocks
list_projects
list_scans
list_skills
list_templates
list_tool_categories
list_top_patterns
list_voice_tools
list_voices
list_workspace_files
listen
load_skill
manifold_allocate
manifold_decay
manifold_gc
manifold_interference
manifold_retrieve
manifold_retrieve_context
manifold_search
manifold_stats
mark_device_known
memory_branch
memory_compact_entity
memory_compaction_candidates
memory_compaction_stats
memory_diff
memory_pin_entity
memory_restore_entity
memory_revert
memory_run_compaction
monitor_confidence
monitor_network_connections
multimodal_visual_search
mutate_skill_variant
my_tool
nmf_close_block
nmf_edit_block
nmf_get_status
nmf_list_blocks
nmf_open_block
nmf_recall
nmf_remember
nuclei_scan_start
offload_to
optimize_for_seo
optimize_memory_tiers
parallel_execute
ping_device
predict_outcome
prioritize_findings
prioritize_tasks
process
protect_pattern_from_forgetting
provide_trajectory_feedback
pysr_configure_thresholds
pysr_discover_access_pattern_equation
pysr_discover_consolidation_equation
pysr_discover_importance_equation
pysr_get_discovery_stats
pysr_get_equations
pysr_load_models
pysr_predict_importance
pysr_run_discovery_now
pysr_run_full_discovery
pysr_scheduler_configure
pysr_scheduler_start
pysr_scheduler_status
pysr_scheduler_stop
pysr_should_trigger_discovery
rb_consolidate
rb_learn
rb_retrieve
rb_status
read_graph
read_workspace_file
receive_coordination_messages
reconnect_qdrant
record_action_outcome
record_execution
record_metacognitive_state
record_model_routing_outcome
record_skill_execution
record_tool_usage
record_trajectory_step
record_variant_execution
reencode_visual_episodes
register_tool_batch
reindex_with_context
reinforce_association
remove_device_known
render_memory_blocks
resolve_device_hostname
restore_pii
rollback_pattern_weight
rot13
route_request
router_add_rule
router_chat
router_enable_memory_routing
router_estimate_uncertainty
router_get_memory_state
router_get_uncertainty
router_metrics
router_select_provider
router_set_mode
router_status
run_causal_discovery
run_full_consolidation
run_memory_compression
run_memory_consolidation
run_pattern_extraction
run_skill_evolution
run_surprise_consolidation
run_temporal_distillation
safla_generate_embeddings
safla_get_performance
safla_retrieve_memories
safla_store_memory
sanitize_pii
save_implementation_plan
save_skill
scan_cluster_nodes
scan_device_ports
scan_directory
scan_network
scan_sensitive_paths
scan_target
search_agentic
search_by_emotion
search_hierarchical
search_hybrid
search_late_chunks
search_nodes
search_reflective
search_tools
search_trajectory_only
search_triple_signal
search_with_multi_query
search_with_query_expansion
search_with_reasoning_priority
search_with_reranking
select_best_skill_variant
semantic_cache_available
semantic_cache_cleanup
semantic_cache_get
semantic_cache_search
semantic_cache_stats
semantic_cache_store
semantic_file_search
send_coordination_message
set_agent_preference
set_attention
should_retry_action
sidecar_get_agent
sidecar_get_section
sidecar_get_skill
sidecar_get_tool
sidecar_list_indexes
sidecar_preload
sidecar_search
sidecar_stats
simple_file_search
simulate_dos_metrics
sl_clear
sl_detect_circular
sl_detect_contradictions
sl_detect_recursive
sl_get_patterns
sl_status
sl_validate_chain
speak
spread_activation
start_improvement_cycle
start_session
start_trajectory
start_voice_mode
status
stop_voice_mode
store_visual_episode
suggest_next_tools
suggest_team
tag_entity_emotion
test_sqli_params
test_xss_reflection
toggle_stt
tool_info
tool_search
track_reasoning_strategy
train_models_tool
unified_search
unified_search_metrics
unified_search_warm
update_agent_personality
update_agent_skills
update_gap_learning_progress
update_pattern_weight
update_performance_metric
update_salience
update_shared_memory_block
update_task
update_templates
validate_brand_consistency
validate_citations
validate_claim
validate_content_reliability
validate_dataset_compliance
validate_improvements
validate_l_score
validate_seo_compliance
validate_workflow_parameters
verify_claim
vigenere_decrypt
vigenere_encrypt
voice_chat
voice_conversation_loop
voice_listen
voice_speak
write_workspace_file
xor_cipher

skills & danger signals github-tarball

prompt-surface shipped agent-instruction files + hidden-content / dangerous-code findings — quoted from the analyzed source

analyzed commit e74d5de · analyzer v28 · 3d ago

skills & prompt files 16

agent-rules marc-shade-agentic-system-oss-e74d5de/AGENTS.md
agent-rules marc-shade-agentic-system-oss-e74d5de/CLAUDE.md
agent-rules marc-shade-agentic-system-oss-e74d5de/GEMINI.md
agent-rules marc-shade-agentic-system-oss-e74d5de/arduino-surface/AGENTS.md
agent-rules marc-shade-agentic-system-oss-e74d5de/arduino-surface/CLAUDE.md
skill marc-shade-agentic-system-oss-e74d5de/browser-tester.zip!/browser-tester/SKILL.md
agent-rules marc-shade-agentic-system-oss-e74d5de/intelligent-agents/CLAUDE.md
agent-rules marc-shade-agentic-system-oss-e74d5de/mcp-servers/CLAUDE.md
agent-rules marc-shade-agentic-system-oss-e74d5de/mcp-servers/coral-tpu-mcp/AGENTS.md
agent-rules marc-shade-agentic-system-oss-e74d5de/mcp-servers/coral-tpu-mcp/GEMINI.md
agent-rules marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/CLAUDE.md
agent-rules marc-shade-agentic-system-oss-e74d5de/mcp-servers/synthetic-data-mcp/CLAUDE.md
agent-rules marc-shade-agentic-system-oss-e74d5de/plugins/plugins/agi-core/CLAUDE.md
agent-rules marc-shade-agentic-system-oss-e74d5de/scripts/CLAUDE.md
prompt-file marc-shade-agentic-system-oss-e74d5de/web-worker-orchestrator/workers/code-migration.prompt
prompt-file marc-shade-agentic-system-oss-e74d5de/web-worker-orchestrator/workers/security-audit.prompt

danger signals27

dynamic code execution eval()/exec() marc-shade-agentic-system-oss-e74d5de/cluster-deployment/evaluation/graders/code_grader.py :61 exec(code, exec_globals)
dynamic code execution eval()/exec() marc-shade-agentic-system-oss-e74d5de/evaluation/graders/code_grader.py :61 exec(code, exec_globals)
dynamic code execution eval()/exec() marc-shade-agentic-system-oss-e74d5de/intelligent-agents/agentic_patterns.py :968 best_solution = eval(solution_counts.most_common(1)[0][0])
dynamic code execution eval()/exec() marc-shade-agentic-system-oss-e74d5de/intelligent-agents/darwin_godel_machine.py :688 validator = eval(constraint.validator)
dynamic code execution eval()/exec() marc-shade-agentic-system-oss-e74d5de/intelligent-agents/empirical_capability_discovery.py :305 result = eval(expr, {"__builtins__": {}}, {})
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/intelligent-agents/proactive_memory_loader.py :56 return pickle.loads(decompressed)
dynamic code execution eval()/exec() marc-shade-agentic-system-oss-e74d5de/mcp-servers/code-execution-mcp/src/code_execution_mcp/server.py :428 exec(compile(code, '<sandbox>', 'exec'), safe_globals)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/memory_db_service.py :108 return pickle.loads(decompressed)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/memory_db_service_v2.py :475 return pickle.loads(decompressed)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/migrate_direct.py :60 data = pickle.loads(decompressed) # Use pickle, not JSON
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/migrate_direct_sqlite.py :89 entity_data = pickle.loads(decompressed_bytes)
dynamic code execution eval()/exec() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/sandbox/executor.py :222 exec(code_obj, exec_globals)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/server/compression.py :53 return pickle.loads(decompressed)
dynamic code execution __import__() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/server/modules.py :214 mod = __import__(module_name)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/server_backup_20250830_135313.py :287 return pickle.loads(decompressed)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/server_fastmcp.py :112 return pickle.loads(decompressed)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/server_fixed.py :102 return pickle.loads(zlib.decompress(compressed))
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/server_git_enhanced.py :200 return pickle.loads(decompressed)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/server_legacy_20251108_090108.py :214 return pickle.loads(decompressed)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/server_original_backup.py :112 return pickle.loads(decompressed)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/server_otel.py :112 return pickle.loads(decompressed)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/server_resources.py :169 return pickle.loads(decompressed)
dynamic code execution pickle.loads() marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/test_decompression.py :66 data = pickle.loads(decompressed)
dynamic code execution __import__() marc-shade-agentic-system-oss-e74d5de/mcp-servers/synthetic-data-mcp/src/synthetic_data_mcp/cli.py :606 __import__(module)
dynamic code execution eval()/exec() marc-shade-agentic-system-oss-e74d5de/mcp-servers/synthetic-data-mcp/tests/test_ingestion_demo.py :22 exec(open('src/synthetic_data_mcp/ingestion/data_ingestion.py').read(), globals())
dynamic code execution __import__ sink marc-shade-agentic-system-oss-e74d5de/shared/providers/model_discovery.py :69 env = dict(__import__('os').environ)
suspicious endpoint 169.254.169.254 (cloud metadata) marc-shade-agentic-system-oss-e74d5de/mcp-servers/software-planning-mcp/src/core/system_awareness.py :297 env_details["instance_id"] = self._get_command_output(["curl", "-s", "http://169.254.169.254/latest/meta-data/instance-id"])

code evidence vHEAD · github-tarball

evidence-backed findings quoted directly from the published source artifact — not inferred

code files: 2031

filesystem 93

fs marc-shade-agentic-system-oss-e74d5de/agent-spawning/maker_cli_system.py :25 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/agent-spawning/maker_cluster_chat.py :16 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/agents/aardvark-orchestrator/orchestrator.py :13 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/agents/exploit-validator/validator.py :14 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/agents/patch-generator/generator.py :13 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/agents/threat-modeler/mcp_integration.py :9 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/agents/threat-modeler/threat_modeler.py :13 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/agents/vulnerability-scanner/scanner.py :13 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/arduino_otel_pipeline.py :14 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/bridge/arduino_broker.py :22 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/bridge/arduino_cluster_discovery.py :20 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/bridge/arduino_cluster_relay.py :13 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_cluster_discovery.py :34 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_discovery.py :11 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_relay_service.py :10 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/cluster_aware_bridge.py :10 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/agentic_drum_machine.py :77 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/agentic_event_observer.py :26 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/arduino_ember_daemon.py :11 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/arduino_enhanced_daemon.py :11 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/arduino_message_dispatcher.py :31 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/arduino_ready_watcher.py :19 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/arduino_status_daemon.py :10 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/arduino_system_monitor_daemon.py :11 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/display_intelligence_agent.py :18 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/ember_broker_daemon.py :10 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/intelligent_display_agent.py :16 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/system_info_daemon.py :12 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/ember_integration/controller_handler.py :8 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/ember_integration/ember_pet.py :9 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/ember_integration/system_monitor.py :9 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/ember_integration/system_status.py :13 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/mcp-server/arduino_surface_mcp.py :21 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/mcp-server/arduino_surface_mcp_broker.py :11 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/mcp-server/arduino_surface_mcp_cluster.py :16 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/send-status-to-arduino.py :44 with open(STATUS_FILE, 'r') as f:
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/setup.py :7 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/system-status-relay.py :12 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/test_hardware.py :21 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/test_multi_access.py :10 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/arduino-surface/web_controller/ember_api.py :8 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/environmental_listener.py :17 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/gap_researcher.py :7 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/goal_monitor.py :6 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/linux_os_controller.py :17 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/memory_curator.py :6 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/proactive_notifier.py :9 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/session_preparer.py :7 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/voice_input_router.py :13 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/daemon.py :23 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/utils/config.py :4 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/utils/logging.py :5 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/autonomous_recursive_agi_loop.py :43 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/avir/run_verification.py :23 import shutil
fs marc-shade-agentic-system-oss-e74d5de/check_learning_progress.py :9 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/check_rag_status.py :12 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/claude-config/hooks/post-tool-use.py :28 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/add_node.py :24 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/agent_chat_cli.py :18 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/agent_registry.py :23 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/agi_orchestrator.py :17 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/approval_workflow.py :54 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/arduino_approval_controller.py :57 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/arduino_approval_controller_linux.py :25 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/audit_trail.py :68 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/auth.py :33 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/auto_task_interceptor.py :32 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/autonomous_chat_daemon.py :20 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/autonomous_node_agent.py :25 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/autonomous_self_improvement_agent.py :38 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/caveman_utils.py :7 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/claude_flow_integration.py :10 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_brain_dynamic.py :12 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_chat_sync.py :27 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_config.py :12 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_llm_responder_daemon.py :42 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_memory.py :15 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_self_x_daemon.py :48 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_state_aggregator.py :33 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_state_manager.py :25 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_telemetry_collector.py :25 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/code_transfer.py :35 import shutil
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/collect_node_inventory.py :26 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/comprehensive_cluster_state.py :24 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/comprehensive_state_updater.py :20 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/coordinate-deployment.py :11 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/curiosity_engine.py :26 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/curiosity_sync_daemon.py :37 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/dependency_manager.py :46 import shutil
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/disaster_recovery.py :36 import shutil
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/discover-hardware.py :14 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/distributed_task_router.py :33 from pathlib import Path
fs marc-shade-agentic-system-oss-e74d5de/cluster-deployment/enhanced_conversation_viewer.py :12 from pathlib import Path

shell / exec 42

shell marc-shade-agentic-system-oss-e74d5de/agent-spawning/maker_cli_system.py :19 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/agent-spawning/test_cli_tools.py :4 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/agents/aardvark-orchestrator/orchestrator.py :12 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/agents/exploit-validator/validator.py :12 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/agents/patch-generator/generator.py :12 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/agents/threat-modeler/threat_modeler.py :12 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/agents/vulnerability-scanner/scanner.py :12 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/arduino_otel_pipeline.py :146 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/bridge/arduino_cluster_discovery.py :19 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/bridge/arduino_cluster_relay.py :10 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_cluster_discovery.py :30 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_discovery.py :9 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/agentic_drum_machine.py :82 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/arduino_message_dispatcher.py :39 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/arduino_ready_watcher.py :16 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/display_intelligence_agent.py :178 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/intelligent_display_agent.py :211 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/system_info_daemon.py :11 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/arduino-surface/system-status-relay.py :53 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/environmental_listener.py :14 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/linux_os_controller.py :14 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/proactive_notifier.py :6 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/voice_input_router.py :10 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/avir/run_verification.py :24 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/add_node.py :22 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/agi_orchestrator.py :20 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/approval_workflow.py :738 "code": "import os; os.system('rm -rf /tmp/test')",
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/auto_task_interceptor.py :30 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/autonomous_self_improvement_agent.py :37 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/claude_flow_integration.py :8 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_chat_sync.py :24 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_config.py :75 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_llm_responder_daemon.py :40 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_state_aggregator.py :32 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_telemetry_collector.py :21 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/code_transfer.py :36 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/collect_node_inventory.py :24 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/comprehensive_cluster_state.py :22 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/dependency_manager.py :36 result = subprocess.run(
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/disaster_recovery.py :41 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/discover-hardware.py :10 import subprocess
shell marc-shade-agentic-system-oss-e74d5de/cluster-deployment/distributed_task_router.py :28 import subprocess

network 38

net marc-shade-agentic-system-oss-e74d5de/arduino-surface/bridge/arduino_broker.py :16 import socket
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/bridge/arduino_client.py :21 import socket
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/bridge/arduino_cluster_discovery.py :18 import socket
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/bridge/arduino_cluster_relay.py :11 import socket
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_cluster_client.py :28 import socket
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_cluster_discovery.py :28 import socket
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_discovery.py :8 import socket
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_http_proxy.py :39 from urllib.parse import parse_qs, urlparse
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_relay_service.py :12 from urllib.parse import urlparse, parse_qs
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/cluster_aware_bridge.py :12 import urllib.request
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/agentic_drum_machine.py :83 import urllib.request
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/agentic_event_observer.py :30 import urllib.request
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/arduino_message_dispatcher.py :35 import urllib.request
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/ember_integration/lcd_filter.py :12 import requests
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/ember_integration/system_status.py :11 import socket
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/mcp-server/arduino_surface_mcp.py :17 import socket
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/send-status-to-arduino.py :7 import socket
net marc-shade-agentic-system-oss-e74d5de/arduino-surface/system-status-relay.py :27 import urllib.request
net marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/cluster_coordinator.py :4 import httpx
net marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/gap_researcher.py :5 import httpx
net marc-shade-agentic-system-oss-e74d5de/check_rag_status.py :58 import aiohttp
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/add_node.py :21 import socket
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/agent_chat_cli.py :205 import requests
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/agent_registry.py :24 import socket
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/approval_workflow.py :483 return self.requests.get(request_id)
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/arduino_approval_client.py :26 import requests
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/autonomous_node_agent.py :23 import requests
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_brain_dynamic.py :145 import requests
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_config.py :11 import socket
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_llm_responder_daemon.py :46 import requests
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_state_manager.py :21 import socket
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_telemetry_collector.py :22 import socket
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/collect_node_inventory.py :23 import socket
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/comprehensive_cluster_state.py :21 import socket
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/comprehensive_state_updater.py :23 import socket
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/disaster_recovery.py :37 import socket
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/discover-hardware.py :13 import socket
net marc-shade-agentic-system-oss-e74d5de/cluster-deployment/distributed_task_router.py :27 import socket

secrets 4

secrets marc-shade-agentic-system-oss-e74d5de/agent-spawning/maker_agent_system.py :38 ANTHROPIC_API_KEY = os.environ.get('ANTHROPIC_API_KEY')
secrets marc-shade-agentic-system-oss-e74d5de/agents/patch-generator/generator.py :250 API_KEY = os.getenv('API_KEY')
secrets marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/intelligent_display_agent.py :528 api_key = os.environ.get("ANTHROPIC_API_KEY")
secrets marc-shade-agentic-system-oss-e74d5de/arduino-surface/ember_integration/lcd_filter.py :22 LLM_API_KEY = os.environ.get("LCD_FILTER_LLM_API_KEY")

database 23

db marc-shade-agentic-system-oss-e74d5de/arduino-surface/arduino_otel_pipeline.py :11 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/arduino-surface/bridge/arduino_cluster_discovery.py :17 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/arduino-surface/cluster/arduino_cluster_discovery.py :29 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/arduino-surface/daemons/intelligent_display_agent.py :482 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/add_node.py :76 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/agent_chat_cli.py :17 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/agent_registry.py :18 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/agi_orchestrator.py :15 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/auto_task_interceptor.py :36 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/autonomous_chat_daemon.py :170 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/autonomous_node_agent.py :19 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_brain_dynamic.py :9 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_chat_sync.py :23 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_llm_responder_daemon.py :37 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_memory.py :14 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_state_aggregator.py :31 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/cluster_state_manager.py :19 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/comprehensive_cluster_state.py :19 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/curiosity_engine.py :24 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/curiosity_sync_daemon.py :32 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/disaster_recovery.py :40 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/distributed_task_router.py :35 import sqlite3
db marc-shade-agentic-system-oss-e74d5de/cluster-deployment/enhanced_conversation_viewer.py :11 import sqlite3

tool registrations 200

update_pattern_weight marc-shade-agentic-system-oss-e74d5de/intelligent-agents/pattern_weight_manager.py :1048
get_pattern_weight marc-shade-agentic-system-oss-e74d5de/intelligent-agents/pattern_weight_manager.py :1107
get_adjusted_pattern_scores marc-shade-agentic-system-oss-e74d5de/intelligent-agents/pattern_weight_manager.py :1123
protect_pattern_from_forgetting marc-shade-agentic-system-oss-e74d5de/intelligent-agents/pattern_weight_manager.py :1145
get_drift_alerts marc-shade-agentic-system-oss-e74d5de/intelligent-agents/pattern_weight_manager.py :1173
rollback_pattern_weight marc-shade-agentic-system-oss-e74d5de/intelligent-agents/pattern_weight_manager.py :1208
get_pattern_weight_statistics marc-shade-agentic-system-oss-e74d5de/intelligent-agents/pattern_weight_manager.py :1242
list_top_patterns marc-shade-agentic-system-oss-e74d5de/intelligent-agents/pattern_weight_manager.py :1252
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ci_status marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/causal_inference.py :1172
cluster_brain_status marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :32
cluster_add_knowledge marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :64
cluster_query_knowledge marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :89
cluster_add_goal marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :115
cluster_get_goals marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :138
cluster_update_goal_progress marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :156
cluster_add_learning marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :176
cluster_get_learnings marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :203
cluster_route_task marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :229
cluster_record_task_result marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :249
cluster_update_node_status marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/cluster_brain_tools.py :277
chunk_document_semantic marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/context_aware_chunking.py :360
analyze_chunk_coherence marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/context_aware_chunking.py :459
get_chunking_stats marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/context_aware_chunking.py :527
generate_context_for_chunk marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/contextual_retrieval_tools.py :966
reindex_with_context marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/contextual_retrieval_tools.py :1017
get_reindexing_progress marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/contextual_retrieval_tools.py :1050
get_contextual_retrieval_stats marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/contextual_retrieval_tools.py :1082
cl_learn_from_correction marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/continuous_learning.py :1399
cl_predict_confidence marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/continuous_learning.py :1447
cl_get_model_stats marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/continuous_learning.py :1471
cl_get_pattern_stats marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/continuous_learning.py :1481
cl_get_source_rankings marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/continuous_learning.py :1491
cl_status marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/continuous_learning.py :1506
cl_get_ewc_stats marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/continuous_learning.py :1516
fact_search marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/fact_integration.py :776
fact_cache_status marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/fact_integration.py :804
fact_cache_clear_expired marc-shade-agentic-system-oss-e74d5de/mcp-servers/enhanced-memory-mcp/fact_integration.py :813

declared dependencies 9

aiosqlite@>=0.19.0
qdrant-client@>=1.7.0
pyyaml@>=6.0
httpx@>=0.25.0
schedule@>=1.2.0
watchdog@>=3.0.0
structlog@>=23.0.0
pytest@>=7.0
pytest-asyncio@>=0.21.0

clipboard 1

clipboard shell call marc-shade-agentic-system-oss-e74d5de/autonomous-cognitive-daemon/src/acd/components/linux_os_controller.py :346 result = await self._run_async(["wl-paste", "--no-newline"])

transport_posture 8

network-listening, binds all interfaces, no auth detected marc-shade-agentic-system-oss-e74d5de/arduino-surface/web_controller/ember_api.py :178 app.run(host='0.0.0.0', port=5001, debug=False)
network-listening, binds all interfaces, no auth detected marc-shade-agentic-system-oss-e74d5de/cluster-deployment/node_chat_daemon.py :382 app.run(host='0.0.0.0', port=self.api_port, threaded=True)
network-listening, binds all interfaces, no auth detected marc-shade-agentic-system-oss-e74d5de/cluster-node-api.py :298 app.run(host='0.0.0.0', port=5100, debug=False)
binds all interfaces (0.0.0.0) marc-shade-agentic-system-oss-e74d5de/mcp-servers/fraud-detection-mcp/examples/security_integration_example.py :491 host="0.0.0.0",
network-listening, binds all interfaces, no auth detected marc-shade-agentic-system-oss-e74d5de/mcp-servers/mcp-http-proxy/server.py :548 web.run_app(app, host="0.0.0.0", port=8101)
network-listening, binds all interfaces, no auth detected marc-shade-agentic-system-oss-e74d5de/services/arduino-approval-api.py :345 app.run(host='0.0.0.0', port=9001, debug=False)
network-listening, binds all interfaces, no auth detected marc-shade-agentic-system-oss-e74d5de/services/builder-node-api.py :600 host="0.0.0.0",
network-listening, binds all interfaces, no auth detected marc-shade-agentic-system-oss-e74d5de/services/information-diet/daemon.py :219 app.run(host="0.0.0.0", port=port, debug=False, use_reloader=False)