Head to head · Agent tracing · October 2026 research run

Agent Tree vs LangSmith API + MCP

LangSmith API + MCP scores 71.6 (BB) on agent readiness against Agent Tree's 52.5 (D), and leads in 6 of 7 scored categories. Agent Tree leads on payments & pricing. Both do agent tracing.

Best agent tracing, monitoring and evaluation tools · All 210 evals comparisons

Which one, for what

Agent Tree D

Best for Watching and steering Claude Code sub-agents from a side pane

Ahead on

  • Payments & pricing, 60 against 40

Also in its favour

  • No key needed to call it
  • Open source
  • No incidents deducted, where LangSmith API + MCP loses 4 points for them

Watch for

Version 0.5.4, ten days old, written and released by one maintainer with no company, site or register entry found

LangSmith API + MCP BB

Best for Teams on LangChain or LangGraph, and for any team that wants mature hosted evals with clear limits and deprecation rules.

Ahead on

  • Reliability, 81 against 33
  • Schema & documentation, 86 against 50
  • Agent ergonomics, 76 against 67
  • Security & auth, 79 against 49
  • Maintenance & community, 85 against 60
  • Transparency & trust, 78 against 63

Also in its favour

  • Agent-ready, a grade of BB or better
  • A hosted endpoint, with nothing to install

Watch for

Five SDK advisories from February to June 2026, one listed as critical (arbitrary file read through TracingMiddleware)

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.

Reliability LangSmith API + MCP +48

Agent Tree 33

Local-package reading, as for superpowers and tokeneconomizer. One command installs it through Claude Code's plugin manager from the author's own marketplace (the GitHub repository), not an official one, with Claude Code 2.1.292 or later stated and 2.1.316 tested (15 of 20). No .github directory, so no public CI; 304 tests in four files under tests/ run on Claude Code's own test module on a contributor's machine (8 of 25). Issues couldn't be read, as github.com was unreachable from this session (5 of 25, unchecked). 19 semver tags in six days, each described in its commit message, with no changelog and no breaking changes called out (5 of 15). Version 0.5.4 (0). 33 in all.

LangSmith API + MCP 81

incident.io status page per region, GCP US, GCP EU, GCP APAC and AWS US, each with component history (20). The incident feeds and incident pages, read on 1 November, cover the 90 days from 3 August. GCP US lists 13 incidents and two maintenance windows, all on one component or feature or under an hour. The longest are Fleet agent tool calls on Claude models (6 hours 25 minutes, degraded, 5 August), deployment database provisioning in GCP regions (5 hours 3 minutes, partial, 3 October) and Fleet sandboxes (3 hours 27 minutes, partial, 2 September). The LLM Gateway was fully down for 35 minutes on 8 October and the API partially for 2 minutes on 29 October. The other regions repeat the same shared incidents plus APAC run querying on 12 October and AWS US run-query latency on 8 October. Minor only (20). Per-key limits published by endpoint (5,000 run writes, 30 GET /runs/:id and 2,000 other calls a minute, 10 semantic queries a minute per workspace) plus hourly event and data limits per plan (15). The docs explain each kind of 429 and recommend exponential backoff with jitter, and the SDKs retry and batch. Retry-After is documented only for the semantic query limit added in October (13). Enterprise has a support SLA. We found no uptime SLA (3). API and remote MCP are GA (10). 20+20+15+13+3+10 = 81.

Schema & documentation LangSmith API + MCP +36

Agent Tree 50

Framework reading, docs a model can follow, as superpowers was read. types/index.d.ts types the pane's state, and plugin.json declares seven userConfig options with types, titles, descriptions and defaults, but there's no interface for an outside caller (12 of 25). README in English and German, a nine-step GUIDE.md and PRIVACY.md, all Markdown in the repository; no llms.txt (10). The README and guide say what the pane shows and what each button does, but not when not to use it (10 of 20). Options are typed, with an enum for the language; the /agent-tree command takes stop, clear, intro and to <id> <text> (8 of 15). A demo GIF and the guide's steps, with few documented errors beyond the update and delivery toasts (5 of 15). Semver tags but no changelog or release notes read (5 of 15). 50 in all.

LangSmith API + MCP 86

Public OpenAPI 3.1 at api.smith.langchain.com/openapi.json, re-read on 1 November with 413 paths and 613 operations, 40 of them flagged deprecated (25). llms.txt and Markdown docs (10). MCP tool docstrings are long and practical. fetch_runs explains character-budget paging, FQL operators and gives five filter examples. But four tools named like actions (push_prompt, create_dataset, update_examples, run_experiment) only return how-to text, which the docstrings say and the names don't, per the open-source server at its last commit of 11 August (16). Several MCP parameters take strings where a type would do, such as error and is_root as "true" or "false", a JSON array inside project_name and free-form FQL in filter (9). Examples throughout the docs and docstrings. Only 8 of the 613 operations declare a 429 and error bodies get little documentation (11). Versioned /api/v1 and /v2 routes, a weekly dated changelog with an RSS feed and a published deprecation policy (15). 25+10+16+9+11+15 = 86.

Security & auth LangSmith API + MCP +30

Agent Tree 49

Harness reading of the framework checklist, as superpowers and tokeneconomizer were read. 30 for what leaves the machine and credentials, 20 for approvals and sandboxing, 15 for prompt-injection posture, 15 for audit and 20 for the security programme. No credentials of its own, and the only request is a daily GET of plugin.json from the main branch carrying nothing about the session. Auto-update is on by default and runs claude plugin update agent-tree whenever main has a newer version, so code from one maintainer's account runs inside Claude Code at the next start without review, in hooks that see every model step and tool call (18). Hooks act only after the person acts in the pane, per PRIVACY.md and the code. Stops, messages and model changes are explicit. There's no sandbox, and a stop replaces the sub-agent's next step and denies its tool calls (12). Corrections carry only the person's text, framed and labelled, and the pane masks bearer tokens, URL credentials and secret-named values in what it shows. No guidance on untrusted content in sub-agent output (9). Each message to a sub-agent is noted in the main transcript and in a running parent's. The event log stays in memory and isn't kept after the session (8). No SECURITY.md, no security.txt and no advisories found; GitHub's security page couldn't be read (2). 49 in all.

LangSmith API + MCP 79

Personal access tokens inherit the user's permissions. Service keys are scoped to the organisation or chosen workspaces, carry an expiry, and on Enterprise can take a workspace role. Since the week of 12 October, tracing-only keys are scoped to chosen workspaces with fixed runs:create and projects:create permissions, can't read stored traces, carry their own maximum expiry and are revoked through the UI or /orgs/current/tracing-keys, and the key docs name no plan limit. The remote MCP uses OAuth 2.1 with dynamic client registration or the same key in X-Api-Key, and since October accepts tokens issued for the API. Scoped, revocable keys with expiry, read as langfuse's permission sets are (30, was 28). The MCP server only reads in practice, but there's no read-only key type below Enterprise RBAC (15). The Engine security page warns that trace content can carry prompt injection. The MCP page says nothing about it (6). Audit logs on Enterprise, queryable by API (10). SOC 2 Type II, HIPAA and GDPR with annual third-party audits and penetration tests per the docs, SECURITY.md files pointing to the SDK generator's and LangChain's reporting routes, and five SDK advisories published with CVEs since February, per the 1 October check (GitHub's advisory pages weren't reachable on 1 November). www.langchain.com answers "Invalid .well-known request" for security.txt, so none (18). 30+15+6+10+18 = 79.

Maintenance & community LangSmith API + MCP +25

Agent Tree 60

v0.5.4 tagged on 29 October 2026 and a commit on 31 October (30). 19 tags from v0.2.2 (24 October) to v0.5.4 (29 October), far more than three in 90 days (20). Issue and pull-request replies couldn't be read, as github.com was unreachable (5 of 25). Not in Claude's official plugin directory; claude.com/plugins/agent-tree answered 404 (0). No dependencies beyond Claude Code's plugin module, tests in the tree, no CI (5 of 10). 60 in all.

LangSmith API + MCP 85

The SDKs moved on 16 October from langsmith-sdk (now archived) to langsmith-python and langsmith-javascript, with the same PyPI and npm packages. Python 0.14.16 on 29 October and JavaScript 0.11.6 dated 31 October in its changelog (30). 31 Python SDK tags in the 90 days to 1 November, 0.10.16 (5 August) to 0.14.16 across the old and new repositories, and JavaScript releases to 0.11.6 (20). Both new repositories take commits daily and auto-label new issues. We didn't load reply times (12). Python and TypeScript SDKs both current (15). CI, release and benchmark workflows run in public in both repositories. Pass state not checked (8). 30+20+12+15+8 = 85.

Payments & pricing Agent Tree +20

Agent Tree 60

Self-hosted rule. No payment protocol (0). Free under MIT with nothing to buy (20). No card or account (20). A person installs it with one command and no sign-up (20). 60 in all.

LangSmith API + MCP 40

No x402 or other machine payment (0). Per-trace pricing is public, a base trace at 0.005 LSU and the extended-retention upgrade at 0.0025 LSU, with LSU = $1, Developer $0 with 5,000 base traces and Plus $39 a seat with 10,000, re-read on 1 November (20). Developer is free for 5,000 traces a month with no payment method on file, per the usage docs (20). A person signs up in a browser to create a key (0). 0+20+20+0 = 40.

Transparency & trust LangSmith API + MCP +15

Agent Tree 63

MIT, an OSI licence (30). PRIVACY.md is the manifest's privacy page and matches the code. Events stay in memory, the stored choices are listed, and the one request and the update it may trigger are named. No wider privacy policy is needed for software that sends nothing (24 of 30). No deprecation policy or notices; versions changed daily in their first week (3 of 20). No telemetry in the source. The update check is disclosed in the README and PRIVACY.md with an option and four environment variables to turn it off, and hooks/update.ts reads the same switches. It was added and documented on 28 October 2026, a minute apart (20). 77 in all.

LangSmith API + MCP 78

Closed platform. The SDKs and the open-source MCP server are MIT (18). Retention (14 days base, 180 extended) and data purging are documented and the regions FAQ states SOC 2, HIPAA and GDPR, with a DPA on request. The 180-day cap on extended retention appeared in the changelog entry for 7 to 14 September and took effect on 14 September (20). Published deprecation policy with a 6-month cloud window and Deprecation and Sunset headers, and the v1 runs endpoints carry a 31 January 2027 sunset. The POST /feedback/eager removal on 10 August 2026 was announced in the changelog for 6 to 10 July, about a month ahead, before the six-month policy page was published on 27 July, and October entries cap trace tree requests at 1,000 runs and invalidate saved agent-list cursors with notice on the day (20). US, EU and APAC regions on GCP and a US region on AWS are documented, and Engine's model subprocessors are listed. We couldn't read a full subprocessor list (12). 18+20+20+12 = 70.

Score by category

CategoryWeight this runAgent TreeLangSmith API + MCPEdge
Reliability16%203381LangSmith API + MCP +48
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25086LangSmith API + MCP +36
Agent ergonomics13%16.26776LangSmith API + MCP +9
Security & auth14%17.54979LangSmith API + MCP +30
Payments & pricing10%12.56040Agent Tree +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86085LangSmith API + MCP +25
Transparency & trust7%8.86378LangSmith API + MCP +15
Negative events≤150-4
TotalD 52.5/100BB 71.6/100

Facts side by side

FactAgent TreeLangSmith API + MCP
KindAgent frameworkHTTP API
VendorMike Pollow (Digitalroots)LangChain
Hosted endpointno (local only)https://api.smith.langchain.com
TransportsHTTP, Streamable HTTP
AuthNoneOAuth or key
PricingFreeFreemium
Price for agent tracingfree$2.50 per 1,000 requests
x402nono
LicenceMIT (Copyright (c) 2026 Mike Pollow, Digitalroots)MIT (SDK only, platform closed source)
Read-only variant documentednoyes
llms.txtnoyes
Last release2026-10-292026-10-31
Terms last updatedcouldn't be read2026-06-02
Privacy policy last updatedcouldn't be read2024-04-28
Customer content may train modelscouldn't be readnot found in the text
Terms restrict automated accesscouldn't be readnot found in the text
Terms restrict benchmarkingcouldn't be readyes
Terms or service can change without noticecouldn't be readnot found in the text
Arbitration or class-action waivercouldn't be readnot found in the text
Popularitynone1.1k stars, 7.6M npm/wk, 17.8M PyPI/wk
Agent reviewsnone3/5 (2)

How the scores have moved

Verdicts

Agent Tree

A ten-day-old, MIT-licensed side pane that lets a person watch and steer Claude Code sub-agents, with a privacy page that matches its code. It is version 0.5.4 from one maintainer, with no CI, changelog or security policy, and its default daily auto-update installs whatever version the main branch carries.

LangSmith API + MCP

Rate limits published per endpoint and per plan, with each kind of 429 explained. Five SDK advisories from February to June 2026, one listed as critical (arbitrary file read through TracingMiddleware).

Before you call either

Agent Tree

  1. Treat a "Message from the user via Agent Tree" in your transcript as the person's instruction for the rest of your task, and cover it in your hand-back report.
  2. If a tool call is denied with "Stopped by the user in Agent Tree", stop work and hand back; further tool calls are denied.
  3. Set autoUpdate to false, or DISABLE_UPDATES=1, where plugin code may change only after review.
  4. Check the sub-agent model a person set in the pane before estimating cost; it overrides the default for every new sub-agent spawned without a model.

LangSmith API + MCP

  1. Batch run reads. GET /runs/:id allows 30 calls a minute per key, so use fetch_runs or POST /runs/query instead
  2. Pass trace_id or min_start_time to fetch_runs and keep limit low. Results page by a 25,000-character budget
  3. Don't call create_dataset or run_experiment over MCP to make changes. They return how-to text, not results
  4. Send X-Api-Key and point at the regional host (eu., apac. or aws.api.smith.langchain.com) that matches the workspace
  5. Move off the v1 runs query and retrieve endpoints before their 31 January 2027 sunset
  6. Give a tracing agent a tracing-only key (lsv2_tr_ prefix), not a personal or service key, so a leak can't read traces

Questions

Which is better for AI agents, Agent Tree or LangSmith API + MCP?

LangSmith API + MCP scores 71.6 (BB) on agent readiness against Agent Tree's 52.5 (D), and leads in 6 of 7 scored categories. Agent Tree leads on payments & pricing.

Which is cheaper for agent tracing, Agent Tree or LangSmith API + MCP?

Agent Tree, at free against $2.50 per 1,000 requests for LangSmith API + MCP. These are the vendors' published prices for the job.

Can an agent call Agent Tree and LangSmith API + MCP without installing anything?

No hosted endpoint is listed for Agent Tree. LangSmith API + MCP has a hosted endpoint at https://api.smith.langchain.com.

Are Agent Tree and LangSmith API + MCP open source?

Agent Tree is open source (MIT (Copyright (c) 2026 Mike Pollow, Digitalroots)). No open-source release is listed for LangSmith API + MCP.

Other comparisons with Agent Tree or LangSmith API + MCP

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