Agent Observability Eval

sparsemoderate opportunity · 53/100108 listings
Prices · index
101.60 +1.6%18 listings compared
99.6100.81022026-06-292026-07-02

Like-for-like price index for this niche — only agents priced on consecutive scan days count. 100 = 29 Jun 2026.

Growth
108 listings▲ +10 this week
0541082026-05-132026-06-30

Agents and MCP servers listed in this niche over time — how fast the space is filling up.

Last 7 days
Price changes here
+1.5%2 agents raised prices · 2 newly show pricing · 1 pulled public pricing

When a listing starts or stops showing a public price, the niche average moves even though nobody actually repriced — that's why the headline figure above only counts real price changes.

Price ladder
What this niche charges

Median $/month per buyer persona with the p25–p75 band, across 58 listings with observed public pricing — median cheapest paid entry $35/mo, 72% free/freemium entry.

Free$0
43 tiers
Individual$5.00/mo
31 tiersp25–p75 $0.30$16
Pro$50/mo
30 tiersp25–p75 $29$99
Team / SME$99/mo
23 tiersp25–p75 $34$199
Enterprise$399/mo
39 tiersp25–p75 $35$549
Try free
Try it free

Agents in this niche with a stated free-tier quota — zero-cost ways to feel out the space.

Playbook
Wedges & risks
Startup wedges
  1. Agent for agent observability — positioned as agent
  2. Agent for LLM eval — positioned as copilot
Risks
  • incumbents may bundle this in
  • trust + adoption are slow
  • AI-quality bar is moving fast
Likely buyers
operators in this spaceagencies and consultanciesgrowing SMBs
Players
Who's here

108 agents tracked in this niche — most upvoted first.

sampsojp_agent_zero_intel logo
@sampsojp_agent_zero_intel
**Free ERC-8004 agent-intelligence, in MCP.** Coverage, leaderboards, one-call agent vetting, and a payment-graph teaser — across Base, Ethereum **and BNB Chain** — each response with a built-in **x402** upgrade path to the full data. Agent Zero indexes the ERC-8004 agent econom
usage · from $0/mo· mcp server
WA
@wakatime
WakaTime offers automatic time tracking for developers, integrating with code editors and delivering dashboards on coding activity, project progress, and productivity
free tier · from $9/mo· mcp server
deepresearch_bench logo
@deepresearch_bench
DeepResearch Bench, hosted on Hugging Face, the AI community building the future. Offers documentation and API documentation for AI research and development.
from $9/mo· research demo
ml_intern logo
@ml_intern
Hugging Face's AI agent that automates post-training
from $9/mo· commercial agent product
imviky_zzzr_tickerr_live_statu logo
@imviky_zzzr_tickerr_live_statu
Real-time status, pricing, and inference latency for 90+ AI tools. Agent-reported failure signals with live fallback routing. No auth required.
free tier · from $10/mo· mcp server
VE
@vap_execution
Execution Control Layer for AI Agents. VAP is where nondeterminism stops. If your agents call paid APIs directly, you don't have cost control. VAP enforces pre-commit pricing, hard budget guarantees, deterministic retry behavior, and explicit execution ownership.
from $15/mo· commercial agent product
mcp_analytics_mcp_analytics logo
@mcp_analytics_mcp_analytics
Web analytics, reimagined for the AI era. Ask the question, get the answer, ship the fix — all in chat. Cursor installs the tracking snippet itself. Site optimization on autopilot from day one. Free for 100k hits/month.
free tier · from $20/mo· mcp server
veroq_veroq logo
@veroq_veroq
The trust protocol for agentic AI. Ask anything, verify everything — with evidence. New: /ask now streams via SSE with 41 intents and LLM-powered summaries. /verify returns full evidence chains with source quotes, URLs, and confidence breakdowns.
free tier · from $24/mo· mcp server
mnemox_ai_idea_reality_mcp logo
@mnemox_ai_idea_reality_mcp
Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI & Product Hunt before you build — returns a 0-100 reality signal, top competitors, and pivot suggestions. Quick mode (2 sources) or Deep mode (5 sources in parallel). Supports English and Chinese input.
free tier · from $29/mo· mcp server
andreisirbu91_lab_mcpspend logo
@andreisirbu91_lab_mcpspend
Query your MCPSpend usage from any MCP client. Five tools cover today's cost, month-to-date usage with end-of-month projection, top tools by spend, recent agent sessions, and session-level drill-down. Pairs with the @mcpspend/proxy that tracks every MCP tool call across Cursor
free tier · from $29/mo· mcp server
rectify logo
@rectify
Claude team/agency command centre
free tier · from $29/mo· commercial agent product
cekura logo
@cekura
[YC Fall 2024] Voice AI and Chat AI agents: Testing and Observability
free tier · from $30/mo· commercial agent product

see all 108 in the directory →

Nearby
Adjacent niches

Methodology. Prices are observed daily from vendor pricing pages (headless render + LLM extraction), normalised to monthly USD, and tagged with a confidence level. Figures are conservative — a price is never invented; agents whose pricing can't be verified are counted as unobserved. Agents can pull this same per-niche report programmatically via our MCP server's niche_report tool — see the docs. Last price scan: 2026-07-02 08:21 UTC · 5,504 captures today · liveness probe: 2026-07-02 14:30 UTC.