Agent Traces
Durable provenance and observability records of coding-agent work.
| Criterion | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Product identity | ||||||||||||||||||
| Source model | Split source↗ | Open source↗ | Open source↗ | Hosted service↗ | Open source↗ | Open source↗ | Open source↗ | Open source↗ | Split source↗ | Open source↗ | Hosted service↗ | Hosted service↗ | Split source↗ | Open source↗ | Open source↗ | Split source↗ | Source available↗ | Open source↗ |
| Primary workflow object | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ | Agent trace↗ |
| Product status | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ |
| Execution and data boundary | ||||||||||||||||||
| Execution location | Local process, Host ide process, Vendor cloud↗ | Local process, Vendor cloud↗ | Local daemon, Container, User cloud↗ | Local process, Vendor cloud↗ | Local daemon, User cloud↗ | Local process↗ | Local process, Local daemon, Container↗ | Local process↗ | Local process, Container, User cloud↗ | Local process, Container, User cloud, Vendor cloud↗ | Local process, Vendor cloud↗ | Local process, Vendor cloud↗ | Local process, Vendor cloud↗ | Local process, Local daemon, User cloud↗ | Local process↗ | Local daemon, Container, User cloud, Vendor cloud↗ | Local daemon, Container, User cloud, Vendor cloud↗ | Local process, Vendor cloud↗ |
| Capture | ||||||||||||||||||
| Harness and client captureThe exact coding-agent clients or generic instrumentation paths that the product can ingest. | CLI and IDE capture across Claude, Codex, Cursor, Droid, Antigravity, DeepSeek, and Copilot↗ | Lifecycle hooks for built-in and external coding-agent adapters↗ | Transparent provider proxy, transcript sync, and harness plugins↗ | Local discovery, agent lifecycle hooks, skills, Git hooks, and ingestion API↗ | Direct parsers for local agent session stores plus S3-compatible roots↗ | Git hooks and integrations capture AI-authored code from supported coding agents↗ | Read-only parsers for 19 coding agents plus Hermes Agent↗ | User-selected Claude Code JSONL, Codex rollout JSONL, OTLP JSON, and TraceCrate reports↗ | Claude Code, Cursor, and Codex hooks plus OpenTelemetry instrumentation across 70+ frameworks and providers↗ | Token and cost usage from dozens of coding-agent stores, APIs, OTEL usage spans, and headless output↗ | SDK, OpenTelemetry, and framework integrations↗ | SDK, OpenTelemetry, and framework integrations↗ | SDK and framework integrations capture model and agent calls↗ | Read-only discovery of 29 documented coding-assistant session stores↗ | Read-only adapters for 15 documented local coding-agent histories↗ | SDK, OpenTelemetry, and framework integrations capture LLM and agent traces↗ | OpenTelemetry and framework integrations capture LLM and agent traces↗ | SDK and integrations record agent runs, LLM calls, tools, and events↗ |
| Multi-harness ingestion | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ |
| Storage and privacy | ||||||||||||||||||
| Storage boundaryLocal files or database, repository-backed records, hosted storage, or a configurable combination. | Local Markdown by default; optional SpecStory Cloud sync↗ | Git refs or checkpoint branch in the repository↗ | Operator-owned PostgreSQL append-only raw-turn log↗ | Local SQLite discovery cache plus hosted namespaces↗ | Local SQLite by default; optional PostgreSQL, DuckDB, and S3-compatible inputs↗ | Local Git Notes plus a local SQLite event store; optional hosted or self-hosted sharing↗ | Reads agent-local stores; optional durable history and state remain local↗ | Client-side Web Workers and in-memory sessions; only downloaded exports persist↗ | Self-hosted OpenLIT and ClickHouse stack or an operator-selected OTLP backend↗ | Local source reads and caches, with optional aggregate submission to a hosted or self-hosted social platform↗ | LangSmith service or self-hosted enterprise deployment↗ | Braintrust data plane and web application↗ | W&B-hosted project with open-source SDK components↗ | Local source files and local application indexes; optional operator-hosted WebUI↗ | Local source histories and local-only indexes on macOS↗ | Langfuse Cloud or operator self-hosted deployment↗ | Local, self-hosted, or Arize-managed deployment↗ | Instrumented process with AgentOps dashboard service↗ |
| Redaction and privacy controls | Built in↗ | Built in↗ | Unknown | Built in↗ | Limited↗ | Limited↗ | Limited↗ | Built in↗ | Limited↗ | Limited↗ | Built in↗ | Unknown | Unknown | Limited↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ |
| Git provenance | ||||||||||||||||||
| Commit, branch, and worktree linkage | Limited↗ | Built in↗ | Unknown | Built in↗ | Limited↗ | Built in↗ | Limited↗ | Unknown | Limited↗ | Limited↗ | Unknown | Unknown | Unknown | Limited↗ | Limited↗ | Limited↗ | Limited↗ | Limited↗ |
| Continuity | ||||||||||||||||||
| Replay or session reconstructionReopen, rewind, resume, fork, or reconstruct a recorded agent session. | Built in↗ | Built in↗ | Unknown | Limited↗ | Limited↗ | Limited↗ | Built in↗ | Limited↗ | Limited↗ | Unknown | Limited↗ | Limited↗ | Unknown | Built in↗ | Built in↗ | Limited↗ | Limited↗ | Limited↗ |
| Inspection | ||||||||||||||||||
| Searchable session timeline | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ |
| Captured record | ||||||||||||||||||
| Prompt and transcript coverage | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Limited↗ | Built in↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ |
| Tool calls and results | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ |
| Artifacts, files, and diffs | Limited↗ | Built in↗ | Unknown | Unknown | Limited↗ | Built in↗ | Built in↗ | Unknown | Limited↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ |
| Interoperability | ||||||||||||||||||
| Export or ingestion API | Markdown, stdout/JSON CLI output, and Cloud API↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | CLI, JSON statistics, Git Notes, and an open event format↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ |
| Team workflow | ||||||||||||||||||
| Collaboration and sharing | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Limited↗ | Limited↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Unknown | Built in↗ | Built in↗ | Built in↗ |
| CI and team analytics | Limited↗ | Limited↗ | Limited↗ | Built in↗ | Limited↗ | Built in↗ | Limited↗ | Limited↗ | Built in↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ |
| Deployment | ||||||||||||||||||
| Self-hosting | Limited↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Unknown | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ |
| Open-source project | ||||||||||||||||||
| Repository metric scopeWhat the joined repository represents for this product column. | Public source tree↗ | Product repository↗ | Product repository↗ | Not tracked | Product repository↗ | Apache-licensed Git AI CLI and open attribution standard; the hosted Teams service is outside repository metrics.↗ | Product repository↗ | Product repository↗ | Repository metrics cover the Apache-2.0 community edition; documented enterprise-only features live outside the public repository.↗ | Product repository↗ | Not tracked | Not tracked | Public source tree↗ | Product repository↗ | Product repository↗ | Product repository↗ | Product repository↗ | Product repository↗ |
| Latest verified release | v2.15.1↗ | v0.11.4↗ | v0.49.1↗ | Not tracked | v0.44.0↗ | v1.7.5↗ | None published↗ | v0.2.0↗ | openlit-2.1.0↗ | v4.18.0↗ | Not tracked | Not tracked | v0.53.7↗ | v1.31.0↗ | v5.6↗ | v4.55.0↗ | arize-phoenix-v20.20.0↗ | 0.4.21↗ |
| Release date | 2026-09-24↗ | 2026-10-06↗ | 2026-10-05↗ | Not tracked | 2026-09-21↗ | 2026-09-09↗ | Not applicable↗ | 2026-09-13↗ | 2026-09-10↗ | 2026-10-05↗ | Not tracked | Not tracked | 2026-08-27↗ | 2026-10-04↗ | 2026-10-08↗ | 2026-10-08↗ | 2026-10-09↗ | 2025-08-29↗ |
| Repository license | Apache-2.0↗ | MIT↗ | Apache-2.0↗ | Not tracked | MIT↗ | Apache-2.0↗ | MIT↗ | MIT↗ | Apache-2.0↗ | MIT↗ | Not tracked | Not tracked | Apache-2.0↗ | MIT↗ | MIT↗ | Mixed: MIT core with separately licensed enterprise directories↗ | Elastic-2.0↗ | MIT↗ |
| Repository stars | 1.3K↗ | 5.2K↗ | 329↗ | Not tracked | 6.1K↗ | 2.8K↗ | 377↗ | 308↗ | 2.8K↗ | 5.6K↗ | Not tracked | Not tracked | 1.1K↗ | 2.2K↗ | 894↗ | 35.6K↗ | 11.8K↗ | 5.9K↗ |
| Repository forks | 89↗ | 483↗ | 30↗ | Not tracked | 684↗ | 310↗ | 64↗ | 3↗ | 423↗ | 467↗ | Not tracked | Not tracked | 172↗ | 235↗ | 65↗ | 4K↗ | 1.2K↗ | 644↗ |
| Open repository issues | 51↗ | 342↗ | 36↗ | Not tracked | 151↗ | 260↗ | 68↗ | 5↗ | 147↗ | 87↗ | Not tracked | Not tracked | 199↗ | 20↗ | 4↗ | 1K↗ | 1.1K↗ | 191↗ |
| Contributor entries | 21↗ | 68↗ | 13↗ | Not tracked | 166↗ | 67↗ | 23↗ | 1↗ | 124↗ | 157↗ | Not tracked | Not tracked | 122↗ | 61↗ | 12↗ | 221↗ | 250↗ | 49↗ |
| Source lines at measured refPinned to a verified stable release, a clearly labelled prerelease, or an exact default-branch commit. | 99.8K↗ | 453.5K↗ | 81.7K↗ | Not tracked | 997.1K↗ | 261.1K↗ | 63.2K↗ | 4K↗ | 382.5K↗ | 251.6K↗ | Not tracked | Not tracked | 239.9K↗ | 166K↗ | 235.3K↗ | 961.9K↗ | 943.5K↗ | 107.3K↗ |
| Primary language | Go 93.29%↗ | Go 98.58%↗ | Go 98.53%↗ | Not tracked | Go 87.76%↗ | Rust 94.43%↗ | Python 53.67%↗ | TypeScript 94.53%↗ | TypeScript 62.8%↗ | Rust 76.49%↗ | Not tracked | Not tracked | Python 88.96%↗ | TypeScript 53.73%↗ | Swift 89.5%↗ | TypeScript 96.77%↗ | Python 48.7%↗ | Python 60.02%↗ |
| Repository size | 70.2 MB↗ | 723.0 MB↗ | 46.5 MB↗ | Not tracked | 50.5 MB↗ | 89.0 MB↗ | 28.1 MB↗ | 1.1 MB↗ | 349.7 MB↗ | 96.1 MB↗ | Not tracked | Not tracked | 1.5 GB↗ | 11.1 MB↗ | 258.7 MB↗ | 236.4 MB↗ | 533.8 MB↗ | 173.5 MB↗ |
| Repository last push | 2026-10-09↗ | 2026-10-09↗ | 2026-10-07↗ | Not tracked | 2026-10-09↗ | 2026-10-07↗ | 2026-10-08↗ | 2026-09-24↗ | 2026-10-09↗ | 2026-10-05↗ | Not tracked | Not tracked | 2026-10-09↗ | 2026-10-05↗ | 2026-10-09↗ | 2026-10-09↗ | 2026-10-09↗ | 2026-06-25↗ |
| Repository status | Active repository↗ | Active repository↗ | Active repository↗ | Not tracked | Active repository↗ | Active repository↗ | Active repository↗ | Active repository↗ | Active repository↗ | Active repository↗ | Not tracked | Not tracked | Active repository↗ | Active repository↗ | Active repository↗ | Active repository↗ | Active repository↗ | Active repository↗ |
| Repository data refreshed | 2026-10-09↗ | 2026-10-09↗ | 2026-10-09↗ | Not tracked | 2026-10-09↗ | 2026-10-09↗ | 2026-10-09↗ | 2026-10-09↗ | 2026-10-09↗ | 2026-10-09↗ | Not tracked | Not tracked | 2026-10-09↗ | 2026-10-09↗ | 2026-10-09↗ | 2026-10-09↗ | 2026-10-09↗ | 2026-10-09↗ |
No comparison rows match this view.
