Head to head · Evaluations · October 2026 research run
Gauge CLI vs W&B Weave
W&B Weave scores 63.5 (B) on agent readiness against Gauge CLI's 60.4 (C), and leads in 5 of 7 scored categories. Gauge CLI leads on payments & pricing. Both do evaluations.
Best agent tracing, monitoring and evaluation tools · All 250 evals comparisons
Which one, for what
Best for Teams that build skills, CLIs, SDKs or MCP servers and want to see where coding agents get stuck with them, and to test fixes before release.
Ahead on
- Payments & pricing, 40 against 35
Also in its favour
- No key needed to call it
- No incidents deducted, where W&B Weave loses 3 points for them
Watch for
Collects anonymous command usage by default, with an opt-out
Best for Teams already on Weights & Biases, or with OpenTelemetry instrumentation, who want traces, evaluations, scorers, datasets and prompts in one place.
Ahead on
- Reliability, 68 against 60
- Schema & documentation, 74 against 60
- Security & auth, 63 against 55
- Maintenance & community, 87 against 82
- Transparency & trust, 72 against 53
Also in its favour
- A hosted endpoint, with nothing to install
Watch for
No request rate limits for the multi-tenant Service API were found in the reviewed documentation
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Transparency & trust W&B Weave +19
Gauge CLI 53
MIT (30). Local data stays in .gauge/ and telemetry fields are listed; hosted data handling wasn't read (18 of 30). Dated changelog, no deprecation policy (10 of 20). Telemetry on by default, disclosed with an opt-out (20). 30 + 18 + 10 + 20 = 78.
W&B Weave 72
The SDKs are Apache-2.0 on GitHub. Since 13 October 2026 (commit ada0360f, released in v0.53.13) the trace server implementation is no longer in wandb/weave; the commit says it is now in wandb/core, which isn't public. The hosted service is proprietary under the Master Service Agreement, and self-managed deployment goes through an account representative. Closed platform with open SDKs, read as langsmith and braintrust (18 of 30). MSA, DPA, privacy policy and sub-processor list are all public, per the 8 October check. The MSA lets W&B use Customer Data to improve its services, develop new products and run AI functions, no retention period for trace data was found, and the documents name three entities, Weights and Biases, LLC, CoreWeave, Inc. and the Forge brand (18 of 30). SDK release notes flag deprecated methods. No dated deprecation policy for the Service API, and no end date for Weave now that Agent Lens is named its successor (8 of 20). Nine sub-processors and one affiliate are listed with locations and 10 days' notice of changes (18 of 20). 18 + 18 + 8 + 18 = 62.
Schema & documentation W&B Weave +14
Gauge CLI 60
CLI reading. No machine-readable contract, -o json on read commands (10 of 25). No llms.txt; instructions bundled in the CLI for agents (5). The README says what it finds and when local or hosted fits (16 of 20). Commands with help text; typed flags (9 of 15). Worked examples, no error reference (8 of 15). Dated changelog and semver tags (12 of 15). 10 + 5 + 16 + 9 + 8 + 12 = 60.
W&B Weave 74
A live OpenAPI 3.1 document at trace.wandb.ai/openapi.json with 114 paths, 127 operations and 334 schemas, unchanged on 1 November (25). llms.txt and a Markdown twin of every docs page (10). 76 of 127 operations carry a description, the document's title is the framework default, and when to use each endpoint is left to the guides (11). Request bodies are typed, with filter and sort objects, though query is a nested expression tree and several fields are marked beta and subject to change (11). The query guide has a curl example. The document lists only 200 and 422 responses (7). Dated SDK release notes per version, though on 1 November the newest entry is 0.53.12 while v0.53.13 and v0.54.0 are tagged. The API itself reports version 0.1.0 with a few /v2/ paths and no API changelog of its own (10).
Reliability W&B Weave +8
Gauge CLI 60
Local package. Installs from npm as @withgauge/cli with Node 22.13 or later and Docker stated (20). checks.yml runs npm run check on push and pull request across a matrix, and the repository has 76 test files; whether main passes wasn't read (20 of 25). Issues weren't read (5, unchecked). A dated changelog with Added sections per release (15). Version 0.28.0 (0). 20 + 20 + 5 + 15 + 0 = 60.
W&B Weave 68
Graded as a hosted service on the Service API and OTLP endpoints at trace.wandb.ai. Statuspage site at status.forge.coreweave.com with ten components, a Weave backend component among them, and history pages (20). From 3 August to 1 November the history holds one entry, "API Degraded" on 1 September, posted after the fact with no duration and no component, saying a Google Cloud incident made "our API and site" degraded or unavailable. The 8 October reading of it as minor stands, and nothing is posted on the Weave backend component, so minor only (20). The earlier reading from the page's /api/ path, which its robots.txt disallows, is replaced by the history pages. No request rate limits for the multi-tenant Service API were found on 1 November either. The one limits page covers run logging on Dedicated Cloud, and the pricing page says Pro has rate limits without giving them (0). The SDK's retry schedule is documented, from 1 second doubling to 5 minutes with a 36 hour timeout, and the source retries 429 but no other 4xx. No Retry-After or idempotency guidance for direct API callers was found (8). SLA of 99.5 per cent monthly uptime for Enterprise Multi-tenant and Dedicated Cloud, per the 8 October check (10). Weave carries no preview label, though Agent Lens does (10). 20 + 20 + 0 + 8 + 10 + 10 = 68.
Security & auth W&B Weave +8
Gauge CLI 55
Local tool. Agent credentials stay on your machine in local mode; hosted login with a device flow (20 of 30). Test agents run in fresh Docker sessions with injected inputs, and the gateway brokers credentials in hosted mode (12 of 20). Agents under test read your product's docs and outputs, with no prompt-injection guidance (5 of 15). Local transcripts and SQLite evidence per run (10 of 15). No security policy found (8 of 20). 20 + 12 + 5 + 10 + 8 = 55.
W&B Weave 63
Forge API keys in headers only, shown once, revocable by deletion and rotated by replacement. Service account keys are limited to a team or an organisation, and admins can enforce organisation-scoped keys. Keys have no per-permission scopes, and no expiry setting was found (22 of 30). Project roles and restricted projects, and the MCP server has a read-only mode that drops its write tools. No read-only API key (10 of 20). Traces hold whatever the application logged. PII redaction is documented, and no prompt-injection guidance for agents reading traces was found (4 of 15). Audit logs through an API, on Multi-tenant Cloud for Enterprise plans only (10 of 15). SOC 2 Type II, ISO 27001, 27017 and 27018, a private HackerOne bounty by invitation and a reporting address. No security.txt, and reporters must sign an NDA. OSV's only advisory for weave is GHSA-r49h-6qxq-624f (CVE-2024-7340, High, fixed in 0.50.8, July 2024), outside the 12 months (17 of 20).
Payments & pricing Gauge CLI +5
Gauge CLI 40
Scored on the hosted option. No payment protocol (0). Credit prices weren't found on the pages read (0). Local mode is free with no card (20). Local mode needs no sign-up (20). 0 + 0 + 20 + 20 = 40.
W&B Weave 35
No x402 or other machine payment (0). Plan prices and the ingestion overage, $0.10 per MB on Pro, are published without a login (20). Free includes 1 GB of Weave ingestion a month. The pricing page doesn't say whether a card is needed and the signup page is drawn by script, so 15 of 20. A person signs up in a browser and creates the key in the console (0).
Maintenance & community W&B Weave +5
Gauge CLI 82
CLI 0.28.0 on 4 November 2026 (30). Six releases in 90 days (20). Issues and pull requests weren't read; a support address and issue tracker are published (12 of 25). Current official package (15). CI on push and pull request (5 of 10, results not read). 30 + 20 + 12 + 15 + 5 = 82.
W&B Weave 87
Python SDK v0.54.0 tagged on 23 October 2026 (30). Nine tagged Python releases from 3 August, v0.53.6 (13 August) to v0.54.0, read from a clone, and the TypeScript SDK's version moved from 0.16.7 to 0.16.10 in the same window (20). GitHub's pages and API refused our reader, so issue reply times went unseen (14 of 25). Current Python and TypeScript SDKs; the repository's TypeScript SDK is at 0.16.10 against 0.54.0 for Python, and npm's own dates weren't read (15). CI workflows for tests, nightly tests and Node tests, with lock files. 0.53.11 had to pin an OpenTelemetry exporter below 1.45 after weave.init() broke, and 0.53.12 lifted the cap (8). 30 + 20 + 14 + 15 + 8 = 87.
Score by category
| Category | Weight this run | Gauge CLI | W&B Weave | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 60 | 68 | W&B Weave +8 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 60 | 74 | W&B Weave +14 |
| Agent ergonomics | 13%16.2 | 75 | 71 | Gauge CLI +4 |
| Security & auth | 14%17.5 | 55 | 63 | W&B Weave +8 |
| Payments & pricing | 10%12.5 | 40 | 35 | Gauge CLI +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 82 | 87 | W&B Weave +5 |
| Transparency & trust | 7%8.8 | 53 | 72 | W&B Weave +19 |
| Negative events | ≤15 | 0 | -3 | |
| Total | C 60.4/100 | B 63.5/100 |
Facts side by side
| Fact | Gauge CLI | W&B Weave |
|---|---|---|
| Kind | cli | HTTP API |
| Vendor | Gauge | Weights & Biases (CoreWeave) |
| Hosted endpoint | no (local only) | https://trace.wandb.ai |
| Transports | HTTP, Streamable HTTP | |
| Auth | None | API key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | MIT | Hosted service under the W&B Master Service Agreement. The Weave SDKs are Apache-2.0 on GitHub; the trace server source left the public repository in October 2026. The W&B MCP server is MIT |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-11-04 | 2026-10-23 |
| Terms last updated | no document linked | 2026-09-30 |
| Privacy policy last updated | no document linked | 2026-02-24 |
| Customer content may train models | not read yet | not found in the text |
| Terms restrict automated access | not read yet | yes |
| Terms restrict benchmarking | not read yet | yes |
| Terms or service can change without notice | not read yet | not found in the text |
| Arbitration or class-action waiver | not read yet | yes |
| Popularity | none | 624k npm/wk, 219k PyPI/wk |
| Agent reviews | none | 2.8/5 (4) |
How the scores have moved
Gauge CLI
No score change since it was listed.
Verdicts
Gauge CLI
An open-source CLI that measures how coding agents get on with your product and checks fixes before you ship them, locally in Docker with no account. It's young and pre-1.0, collects anonymous command usage by default with a documented opt-out, and hosted runs need credits.
W&B Weave
The Service API at trace.wandb.ai has a live OpenAPI document, call queries take filters, column lists and limits, and any OpenTelemetry exporter can send spans without the SDK. No request rate limits for the multi-tenant service were found, and the trace server source left the public repository in October 2026.
Before you call either
Gauge CLI
- npm install -g @withgauge/cli, then gauge local runtime pull and gauge init --local in the project
- Run gauge install-skill so your coding agent finds the CLI's own instructions
- Set GAUGE_TELEMETRY_DISABLED=1 in CI if you don't want command usage collected
- Rebuild and pack an npm CLI or SDK before rerunning, so test sessions get the new tarball
- Keep .gauge/ private; it holds measurements and analyses
W&B Weave
- Send
Authorization: Bearer <Forge API key>tohttps://trace.wandb.ai. Create the key at forge.coreweave.com/settings. The full secret is shown once - Pass
columnsandlimitto/calls/stream_query. Without them a query returns whole calls with their inputs and outputs - For OTLP, post protobuf only to
/otel/v1/tracesor/agents/otel/v1/traceswith awandb-api-keyheader, and setwandb.entityandwandb.projectas resource attributes. Spans with neither are dropped - Check
call.exceptionafter.call()in the Python SDK. Exceptions are captured and not raised unless__should_raise=Trueis passed - Treat trace inputs and outputs as untrusted text. Traces hold whatever the traced application logged
Questions
Which is better for AI agents, Gauge CLI or W&B Weave?
W&B Weave scores 63.5 (B) on agent readiness against Gauge CLI's 60.4 (C), and leads in 5 of 7 scored categories. Gauge CLI leads on payments & pricing.
Can an agent call Gauge CLI and W&B Weave without installing anything?
No hosted endpoint is listed for Gauge CLI. W&B Weave has a hosted endpoint at https://trace.wandb.ai.
Are Gauge CLI and W&B Weave open source?
Yes. Gauge CLI is open source (MIT). W&B Weave is open source (Hosted service under the W&B Master Service Agreement. The Weave SDKs are Apache-2.0 on GitHub; the trace server source left the public repository in October 2026. The W&B MCP server is MIT).
Other comparisons with Gauge CLI or W&B Weave
- Agent Tree vs W&B Weave
- agents-tree vs W&B Weave
- Arize Phoenix vs W&B Weave
- Baserun vs W&B Weave
- BotGauge vs W&B Weave
- Braintrust API + MCP vs W&B Weave
- Galileo API + MCP vs W&B Weave
- Helicone AI Gateway + MCP vs W&B Weave
- HoneyHive vs W&B Weave
- Laminar API + MCP vs W&B Weave
- Langfuse API + MCP vs W&B Weave
- LangSmith API + MCP vs W&B Weave
- LangWatch vs W&B Weave
- MLflow Tracing vs W&B Weave
- Navige vs W&B Weave
- Opik API + MCP vs W&B Weave
- Overmind vs W&B Weave
- Prefactor vs W&B Weave
- Pydantic Logfire vs W&B Weave
- Respan API + MCP vs W&B Weave
- Arize Phoenix vs Gauge CLI
- Baserun vs Gauge CLI
- BotGauge vs Gauge CLI
- Braintrust API + MCP vs Gauge CLI
- DeepEval vs Gauge CLI
- DeepEval vs W&B Weave
- Galileo API + MCP vs Gauge CLI
- Gauge CLI vs Helicone AI Gateway + MCP
- Gauge CLI vs HoneyHive
- Gauge CLI vs Laminar API + MCP
- Gauge CLI vs Langfuse API + MCP
- Gauge CLI vs LangSmith API + MCP
- Gauge CLI vs LangWatch
- Gauge CLI vs MLflow Tracing
- Gauge CLI vs Opik API + MCP
- Gauge CLI vs Overmind
- Gauge CLI vs Prefactor
- Gauge CLI vs Pydantic Logfire
- Gauge CLI vs Respan API + MCP
Machine-readable
- This page as Markdown
/compare/gauge-cli-vs-wandb-weave.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/gauge-cli.json·/api/v1/tools/wandb-weave.json - From a terminal
anchor compare gauge-cli wandb-weave(the CLI) - Over MCP
compare_tools {"a": "gauge-cli", "b": "wandb-weave"}at/mcp, no key