Observability
Skill theinterneti/TTA.dev/.claude/skills/generated/observability
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Observability subsystem in TTA.dev: demo_hierarchical_trace, handle_api_active_agents, handle_api_agent_actions and related code. 115 symbols | 38 files | Cohesion: 73%
SKILL.md
5.3 KB, ~1.4k tokens by cl100k_base, as published. Nobody here has run it
Observability
115 symbols | 38 files | Cohesion: 73%
When to Use
- Working on
observability-related functionality in TTA.dev - Modifying
demo_hierarchical_trace,handle_api_active_agents - Navigating
ttadev/observability/server.py,ttadev/observability/project_session.py
Key Files
| File | Symbols |
|---|---|
ttadev/observability/server.py | _langfuse_creds, _estimate_cost, _v2_langfuse_session_cost, _v2_langfuse_scores, _init_state (+5) |
tests/observability/test_span_pipeline.py | test_retry_succeeds_after_transient_failure, test_retry_exhausted_raises, test_retry_with_mock_primitive, test_cache_hit_skips_inner_primitive, _make_otel_span (+3) |
ttadev/observability/project_session.py | join, get, get_by_id, add_member, assign_role (+2) |
ttadev/observability/span_processor.py | from_activity_log, from_agent_tracker, extract_primitive_type, _normalize_provider, _parse_timestamp (+2) |
ttadev/observability/agent_tracker.py | track_agent_action, log_activity, get_active_agents, get_recent_actions, get_tracker (+1) |
ttadev/primitives/observability/logging.py | _log, debug, info, warning, error (+1) |
ttadev/observability/session_manager.py | end_session_by_id, list_sessions, get_or_create_agent_session, update_session_project, _persist_session (+1) |
ttadev/observability/auto_instrument.py | log_activity, log_tool_use, log_workflow_end, get_logger, log_workflow_start (+1) |
tests/observability/test_handoff_tracing.py | _free_port, test_dag_endpoint_empty_when_no_handoffs, test_dag_endpoint_returns_nodes_and_edges, _make_agent_spec, test_handoff_span_emitted_with_required_attributes (+1) |
ttadev/observability/auto_track_copilot.py | is_copilot_session, get_copilot_context, wrapper, track_workflow_execution, track_agent_activation |
Entry Points
Start here when exploring this area:
demo_hierarchical_trace(Function) —examples/demo_hierarchical_traces.py:8handle_api_active_agents(Function) —ttadev/ui/observability_server.py:260handle_api_agent_actions(Function) —ttadev/ui/observability_server.py:270track_agent_action(Function) —ttadev/observability/agent_tracker.py:40log_activity(Function) —ttadev/observability/agent_tracker.py:68
Key Symbols
| Symbol | Type | File | Line |
|---|---|---|---|
demo_hierarchical_trace | Function | examples/demo_hierarchical_traces.py | 8 |
handle_api_active_agents | Function | ttadev/ui/observability_server.py | 260 |
handle_api_agent_actions | Function | ttadev/ui/observability_server.py | 270 |
track_agent_action | Function | ttadev/observability/agent_tracker.py | 40 |
log_activity | Function | ttadev/observability/agent_tracker.py | 68 |
get_active_agents | Function | ttadev/observability/agent_tracker.py | 107 |
get_recent_actions | Function | ttadev/observability/agent_tracker.py | 165 |
get_tracker | Function | ttadev/observability/agent_tracker.py | 182 |
join | Function | ttadev/observability/project_session.py | 51 |
get | Function | ttadev/observability/project_session.py | 58 |
get_by_id | Function | ttadev/observability/project_session.py | 68 |
add_member | Function | ttadev/observability/project_session.py | 87 |
assign_role | Function | ttadev/observability/project_session.py | 96 |
main | Function | examples/demo_full_observability.py | 62 |
test_retry_succeeds_after_transient_failure | Function | tests/observability/test_span_pipeline.py | 234 |
test_retry_exhausted_raises | Function | tests/observability/test_span_pipeline.py | 261 |
test_retry_with_mock_primitive | Function | tests/observability/test_span_pipeline.py | 275 |
test_cache_hit_skips_inner_primitive | Function | tests/observability/test_span_pipeline.py | 367 |
execute | Function | ttadev/primitives/recovery/retry.py | 81 |
root | Function | ttadev/primitives/core/base.py | 217 |
Execution Flows
| Flow | Type | Steps |
|---|---|---|
Control_list_project_ownership → Get | cross_community | 5 |
Demo_hierarchical_trace → _update_registry | intra_community | 4 |
Main → Get_logger | cross_community | 4 |
Wrapper → _update_registry | cross_community | 4 |
Track_workflow_execution → _update_registry | cross_community | 4 |
Track_agent_activation → _update_registry | cross_community | 4 |
Control_list_project_ownership → _create_project_session_manager | cross_community | 3 |
Control_list_session_ownership → Get_session | cross_community | 3 |
Control_list_session_ownership → _create_session_manager | cross_community | 3 |
Wrapper → Get_tracker | cross_community | 3 |
Connected Areas
| Area | Connections |
|---|---|
| Unit | 32 calls |
| Agents | 2 calls |
| Tools | 2 calls |
| Recovery | 1 calls |
| Control_plane | 1 calls |
How to Explore
gitnexus_context({name: "demo_hierarchical_trace"})— see callers and calleesgitnexus_query({query: "observability"})— find related execution flows- Read key files listed above for implementation details
Gives 0 of the 12 instructions most monitoring observability skills give in ~1.4k tokens
Counted across 481 of the 483 authors here whose files we hold, read 2026-08-06
- link every alert to a runbookin 43 of 481, across 35 files
- use structured json loggingin 36 of 481, across 31 files
- alert on user-facing symptomsin 20 of 481, across 15 files
- emit structured JSON logs with stable event namesin 18 of 481, across 13 files
- propagate trace context across boundariesin 16 of 481
- use histograms for latency trackingin 14 of 481, across 9 files
- use OpenTelemetry for distributed tracingin 13 of 481, across 8 files
- include a correlation ID on every log linein 13 of 481, across 8 files
- Define service level objectivesin 10 of 481, across 7 files
- Call useAzureMonitor before importing other modulesin 9 of 481, across 2 files
- stop and ask for clarification if inputs are missingin 9 of 481, across 2 files
- define on-call questions before adding telemetryin 9 of 481, across 4 files
Said here and by no other author read
- Explore execution flows
- Read key files for implementation details
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.