CClawMetryDocs

Runtime reference

Deep Agents#

Deep Agents checkpoints every thread through LangGraph's SQLite saver. A session is a thread in the root namespace; sub-agents run in their own checkpoint namespace inside the same database.

Runtime iddeepagents
CategoryLangGraph agent harness
VendorLangChain
TierPaid tier (Starter and up)
Upstreamgithub.com/langchain-ai/deepagents

Where the data comes from#

ClawMetry reads these locations, in order, and never writes to any of them.

  • ~/.deepagents/.state/sessions.db — the dcode CLI default
  • ~/.deepagents/sessions.db — legacy fallback

Format. LangGraph checkpoint schema: checkpoints and writes, both with serialised blobs.

Environment variables#

VariableEffect
CLAWMETRY_DEEPAGENTS_DBpoint at any SqliteSaver database

See Environment variables for the variables that apply to every runtime.

Tokens and cost#

Tokens. From each message's usage_metadata; a child's usage is its own, so per-child tokens never double-count.

Cost. Derived from the token split and model.

Why this section exists

Runtimes differ enormously in what they persist. Rather than showing a plausible number everywhere, ClawMetry reports what the store actually contains and marks the rest unknown. A cost of $0.00 and a cost of unknown mean different things, and the dashboard keeps them different.

Sub-agents and delegation#

Namespaces written by the task tool are real delegations and become parented child sessions. Generic subgraph namespaces are surfaced only as metadata.

Things worth knowing#

  • Note the .state subdirectory in the default path — the legacy path without it is only a fallback.
  • There are two real message layouts (cumulative checkpoints and incremental writes) and they must be parsed as a union.
  • Library users with no checkpointer persist nothing. Those runs never appear, and nothing is fabricated for them.

Verify it is being read#

bash
# Is this runtime detected, and would this install unlock it?
clawmetry runtimes --json | jq '.runtimes[] | select(.id=="deepagents")'

# Why is it locked, if it is?
clawmetry runtimes --why deepagents

# Any sessions ingested yet?
curl -s 'http://localhost:8900/api/local/sessions?limit=5' \
  | jq '.rows[] | {session_id, agent_id, events, cost_usd}'

If detection succeeds but no sessions appear, work through Troubleshooting — the usual causes are a relocated data directory (set the override above), a session limit that is hiding older runs, or a runtime that simply has not written anything yet.

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