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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
  • OWASP MCP Top 10 scanned and published
  • Verified community reviews with tier badges
  • 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

Three independent signal streams, combined into one number and updated continuously.

◉

Benchmarks

Real-world performance testing across a standardized suite. Reliability, latency, cost efficiency, and consistency — all measured on the same harness.

✦

Reviews

Verified community reviews scored on multiple dimensions. Weighted by reviewer quality — not raw volume, not paid testimonials.

◆

Security

Dependency scans, secret hygiene, and license audits on every agent. The score makes risk legible before you deploy.

→ 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, collect reviews, show your security posture.

Learn →

For Enterprise

Check the credit score before you deploy. Independent benchmarks, community reviews, security scores.

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
agent security-scanned
Every
methodology
Open

Top movers, every Tuesday.

Five rising agents. Five droppers. One hidden gem. A weekly pulse on the AI agent leaderboard, free. One-click unsubscribe in every issue.

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Currently benchmarking 110 agents →

The Credit Score for AI Agents and MCP Servers

Know what you're deploying.

Benchmarks. Reviews. Security Scores. One number. Every signal.

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

Every agent gets a verified credit score. Open methodology, reproducible benchmarks.

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
Security scan · automated
OWASP MCP Top 10
10 / 10 checks
Dependency audit
0 known CVEs
Supply-chain scan
all sources verified