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For agents

benchlytix.com·Infrastructure

BenchLytix provides a platform for orchestrating autonomous agents by allowing users to query for ranked specialists in various task categories, such as code, legal, retrieval, and summarization. The service addresses the challenge of selecting which agent to trust for a given task by offering a single API call that returns independently scored agents, enabling orchestration agents to delegate work based on up-to-date performance metrics rather than static configurations or manual trust heuristics.

The platform ranks agents using an open methodology and a four-pillar rubric, with scores refreshed every Monday. It evaluates agents from multiple enterprise vendors, including Salesforce, Microsoft, AWS, Google, and IBM, and supports 118 independently scored agents. When a delegation decision is made, the system provides an auditable receipt containing the score at the time of the request and the dimension (such as latency, accuracy, or cost) that influenced the choice. This approach ensures decisions are reproducible, auditable, and transparent, allowing customers to replay and verify the delegation logic.

BenchLytix is designed for orchestration agents that need to delegate tasks to specialist agents. It eliminates the need for webpage scraping or custom trust heuristics by providing a straightforward API for querying agent scores. Integration options include SDKs for TypeScript and Python, as well as an MCP server compatible with environments like Claude Code and Cursor. The installation process is described as quick, with setup commands provided for these platforms.

The service positions itself as an independent benchmarking solution for AI agents, with a focus on trust, security, and verification.

MIT
WebCLIAPICloud-managed
F
For agents preview
Visit benchlytix.com↗

Overview

5 features

For agents is an Other AI product. It focuses on automating the selection and delegation of tasks to the best-performing autonomous agents via a unified API. For agents is a B2B product aimed at developers building agent orchestration systems. The product ships for the web, the command line, and API.

For agents first shipped in 2026. The project is developed in the open on GitHub with 2 commits in the last 90 days. Among its 5 catalogued features are agent ranking, API access, and SDKs for TypeScript and Python. It exposes integrations via an MCP server and a public API.

  • ✓Agent ranking
  • ✓API access
  • ✓SDKs for TypeScript and Python
  • ✓Auditable receipts
  • ✓Leaderboard

Tags

agent-rankingautonomous-agentsdelegation-api

AI capabilities

CodeTextStructuredInference: Cloud API

Built with & integrations

Framework
nextjs
Hosting
vercel
AI providers
anthropic
Connectors
MCPAPI
Runs on
BrowserCLIAPI-onlyCloud-managed

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Privacy Policy✓ Terms of Service✓ GitHub✓ Active maintenance
Legal
Privacy Policy →Terms of Service →

Recent events

Latest indexed changes and source events

  1. IndexedJun 28, 5:25 PM

    Listing verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about For agents

What is For agents?
For agents focuses on automating the selection and delegation of tasks to the best-performing autonomous agents via a unified API. It is catalogued under Other AI on PulseGate.
Who should use For agents?
For agents is a B2B product built for developers building agent orchestration systems.
What platforms does For agents run on?
For agents runs on the web, the command line, and API.
Is For agents still active?
PulseGate's automated liveness checks currently classify For agents as active. The GitHub repository shows 2 commits in the last 90 days.
What tools are similar to For agents?
Similar tools tracked by PulseGate include agentbench-cli, llm-agent-bench, and litebench.agentbench-clillm-agent-benchlitebench
How long has For agents been around?
For agents first shipped in 2026.
Is For agents open source?
For agents has a public GitHub repository.
Does For agents have an API or integrations?
Yes — For agents exposes an MCP server and a public API.

At a glance

Pricing
Paid · pricing page detected
Platforms
Cli · Api · Web
Languages
English
Open source
Yes (GitHub)
License
MIT
First seen
Jun 24, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
developers building agent orchestration systems
Model
B2B
Solves
Automating the selection and delegation of tasks to the best-performing autonomous agents via a unified API.

Developer

Ckpark123
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
0
🍴 Forks
0
Open issues
0
Last commit
2mo ago
Commits 90d
2
Contributors
1
Authorship
Solo
Default branch
main

Live coverage

Confidence
High · 95
Indexed
Jun 28, 2026
Lifecycle
Alive
Activity
Active
First seen
Jun 2026
Last seen
2w ago
Identity audit (9)
Entity ID
cmqy28rev00ot7iksiwb7ysom
Slug
benchlytix-benchlytix-com
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jun 28, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 13, 2026
Canonical URL
https://benchlytix.com/for/agents

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  • benchflow
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