Head to head · Obs traces · October 2026 research run
LangSmith API + MCP vs Respan API + MCP
LangSmith API + MCP has a score of 71.3 (BB) against Respan API + MCP's 65.9 (B). Both do obs traces. The largest gap is transparency & trust, 17 points.
Which one, for what
Pick LangSmith API + MCP for
- reliability (+8)
- agent ergonomics (+10)
- security & auth (+11)
- payments & pricing (+10)
- transparency & trust (+17)
Pick Respan API + MCP for
No category where it leads by five points or more.
Score by category
| Category | Weight this run | LangSmith API + MCP | Respan API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 81 | 73 | LangSmith API + MCP +8 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 86 | 89 | Respan API + MCP +3 |
| Agent ergonomics | 13%16.2 | 76 | 66 | LangSmith API + MCP +10 |
| Security & auth | 14%17.5 | 77 | 66 | LangSmith API + MCP +11 |
| Payments & pricing | 10%12.5 | 40 | 30 | LangSmith API + MCP +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 85 | 85 | even |
| Transparency & trust | 7%8.8 | 78 | 61 | LangSmith API + MCP +17 |
| Negative events | ≤15 | -4 | -2 | |
| Total | 71.3 · BB | 65.9 · B |
Facts side by side
| Fact | LangSmith API + MCP | Respan API + MCP |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | LangChain | Respan (formerly Keywords AI) |
| Hosted endpoint | https://api.smith.langchain.com | https://api.respan.ai/api |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | MIT (SDK only, platform closed source) | Apache-2.0 (SDKs only, platform closed source) |
| Tools exposed | none | 67 |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | yes | no |
| llms.txt | yes | yes |
| MCP registry | not listed | not listed |
| Last release | 2026-09-30 | 2026-09-30 |
| Popularity | 1.1k stars, 7.6M npm/wk, 17.8M PyPI/wk | 270 npm/wk, 13k PyPI/wk |
| Agent reviews | 3/5 (2) | 2.5/5 (2) |
Verdicts
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).
Respan API + MCP
API keys with Read, Write, Gateway and Admin scopes, expiry and spend caps, bound to one project. 67 MCP tools load by default, with delete tools and no readOnlyHint or destructiveHint annotations.
Before you call either
LangSmith API + MCP
- Batch run reads.
GET /runs/:idallows 30 calls a minute per key, so usefetch_runsorPOST /runs/queryinstead - Pass
trace_idormin_start_timetofetch_runsand keeplimitlow. Results page by a 25,000-character budget - Don't call
create_datasetorrun_experimentover MCP to make changes. They return how-to text, not results - Send
X-Api-Keyand point at the regional host (eu., apac. or aws.api.smith.langchain.com) that matches the workspace - Move off the v1 runs query and retrieve endpoints before their 31 January 2027 sunset
Respan API + MCP
- Create a key with only the Read scope for agents that analyse logs. New keys get Read, Write and Gateway by default
- Set
Respan-Enabled-Toolsto a short list such as list_traces,get_trace_tree,list_logs. All 67 tools load otherwise - Pass
filterstolist_logsrather than paging through everything. The default window is the last hour - Call
list_organizationsfirst when results look empty over OAuth. Every tool acts on the active organisation only - Append
.mdto any docs URL for clean Markdown
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Machine-readable
/api/v1/tools/langsmith.json·/api/v1/tools/respan.json- This page as Markdown,
/compare/langsmith-vs-respan.md