Metabuilder-Labs/tokenjam

Add `tj optimize --validate`: measure a finding's actual token/cost/quality delta on your own recorded calls about 2 hours ago

enhancement help wanted

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

Add a `verbosity` analyzer: surface high output-token spend (the output-side lever the other analyzers miss) about 2 hours ago

enhancement help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

docs: cli-reference.md is missing 8 shipped commands 15 days ago

documentation good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

`tj context`: attribute MCP schema-injection tokens as a named overhead category 15 days ago

bug help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[ingest] Raw-OTLP cost spans missing session.id mint a throwaway UUID instead of attaching to their trace's session 15 days ago

bug help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[tokenmaxx] Add a tokenjam-bench call-to-action to the tokenmaxx panel 15 days ago

good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[mcp] Include a "verify with bench" hint in get_optimize_report downsize findings 15 days ago

enhancement help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[onboard] Mention the prove step (tokenjam-bench) in post-onboard next steps 15 days ago

good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[export] Note bench validation in exported routing-config comments 15 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Add a "Prove this holds" link on the Optimize screen's downsize candidates 15 days ago

enhancement help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[optimize] Print a ready-to-run `tjb` command after a downsize finding 15 days ago

enhancement help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Analytics KPI tile doesn't reflect the active breakdown (shows the all-events total even when grouping by a partial dimension) 17 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[bug] api_backend.py uses datetime.now() instead of utcnow() (Critical Rule 9) 17 days ago

bug good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Analytics leaderboard shows no total for the current breakdown (KPI Events ≠ chart subtotal when grouping by a partial dimension) 17 days ago

bug good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[pricing] Complete Bedrock + LiteLLM entries in models.toml 17 days ago

good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[test] Add tier-boundary unit coverage for tj tokenmaxx 18 days ago

good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Traces window selector missing 30d/90d options (blank when URL has since=30d) 18 days ago

bug good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Dashboard 'Recent activity: N' doesn't match the traces view it links to 18 days ago

bug good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens/drift] 'Run at least 10 sessions' shown despite >10 sessions; backfill builds no baselines 18 days ago

bug good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Render alert detail as formatted fields instead of raw JSON 18 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Trace waterfall doesn't position spans along a time axis 18 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Analytics 'Stack' dropdown returns 'No data' for most combinations 18 days ago

bug good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[enhancement] Add read-only tj pricing list to inspect the resolved pricing table 18 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

docs: Add a tj demo (Agent Incident Library) doc page 18 days ago

documentation good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[doctor] Add an MCP-wiring health check to tj doctor 18 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[enhancement] Unify tj backfill claude-code on --since 30d (match langfuse/helicone/otlp) 18 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[examples] Add a tj demo incident scenario for a tool-error cascade 18 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[enhancement] tj budget is missing the --json flag every other command has 18 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Traces endpoint 50-row silent cap makes 24h and 7d look identical 19 days ago

bug good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Traces list: group by agent with collapsible (collapsed-by-default) sections 19 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Analytics CSV export: richer columns + ensure it matches the on-screen pivot 19 days ago

enhancement help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

Add CODE_OF_CONDUCT.md (Contributor Covenant) 19 days ago

good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Optimize cost-by-component chart renders as a single block + empty recoverable bar looks broken 19 days ago

bug help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Cache savings chart is hard to interpret — overloaded dual-axis, unclear takeaway 19 days ago

enhancement help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Trace waterfall improvements: fixed span-name column, cost/token-magnitude bars, timestamps, status 19 days ago

enhancement help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

Onboarding first-run experience: welcome banner + 'next steps' nudge 19 days ago

enhancement help wanted

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

[Lens] Status screen: card / list view toggle 19 days ago

enhancement good first issue

Metabuilder-Labs/tokenjam

94

Token Efficiency For AI Agents

Python

#ai-agents#autonomous-agents#cli#duckdb#llm#observability#openclaw#opentelemetry#python

Open Issues Need Help