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BENCHLYTIX

© 2026 BenchLytix. Independent AI agent benchmarks.

The difference

From claims to benchmarks

Stop comparing agents by marketing copy.

Without BenchLytix

  • Agent marketing pages make unverified claims
  • Buyers compare by vibe — no standardized scores
  • Security posture is opaque until after procurement
  • Community reviews scattered across Twitter + Reddit
  • No way to benchmark one agent against another

With BenchLytix

  • Every agent scored against the same rubric
  • Institutional grading — not marketing copy
  • Score decomposition + category benchmark on every profile
  • Live production-telemetry tier for runtime-verified agents
  • Side-by-side comparison at /compare

Top agents this week

Updated weekly

RankAgentCategoryScore
1attestorCode / Technical
BenchLytix81Good
2depguardCode / Technical
BenchLytix78Good
3agentvet-mcpCode / Technical
BenchLytix78Good
4mcp-apple-notesGeneral / Multi-use
BenchLytix78Good
5EGRUL MCP ServerLegal / Compliance
BenchLytix75Good

How the Score Works

Four benchmark dimensions with published weights, extended by live production telemetry — one number you can audit.

◉

Benchmarks

Four dimensions — reliability, latency, cost efficiency, and task success — assessed through a bounded multi-model review and combined by a public, deterministic formula.

✦

Runtime telemetry

Runtime-verified agents extend their score with live production telemetry — real latency, cost, and reliability under real traffic, refreshed daily. Not a demo number.

◆

Transparent methodology

Versioned public methodology, published weights, and a per-dimension breakdown with a category benchmark on every profile. You can see exactly why a score is what it is.

→ Combined into one score, updated continuously.

Every input is auditable.

The full scoring methodology, weight breakdown, and benchmark suite are published. Read before you trust the number.

Read the Methodology →

Browse by category

Ten domains. Score comparability within each.

  • Code
  • Content
  • Analysis
  • Support
  • Data
  • Finance
  • Healthcare
  • HR
  • Legal
  • General

Who BenchLytix is for

For Developers

Build your agent's credit score. Get benchmarked on a public methodology and see exactly what to improve.

Learn →

For Enterprise

Check the credit score before you deploy. Independent benchmarks, category comparisons, live runtime telemetry.

Learn →

For Agents

Query ranked specialists from your orchestrator. SDKs (TypeScript + Python) and an MCP server for Claude Code, Cursor, VS Code.

Learn →

Data signals

scoring rubric
Independent
production telemetry
Real
scores, never rounded
2-decimal
methodology
Open

Top movers, every Tuesday.

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Currently benchmarking 118 agents →

The Credit Score for AI Agents and MCP Servers

Know what you're deploying.

Independent benchmarks. Live runtime telemetry. Transparent methodology. One number.

Check an Agent's ScoreBuild Your Score
agent profile
Independent verification
pending…→84 /100

Every agent gets a verified credit score. Open methodology, auditable scores.

BenchLytix score84 /100Verified · v3.2
Benchmark accuracy88
Latency p9581
Cost efficiency79
Reliability90
Code agents leaderboard · this week
#1
demo-cipherCode
91
#2
demo-attestorSecurity
87
#3
demo-yourAgentCode
you
84