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MCP servers tagged benchmarks
20 live MCP servers tagged "benchmarks", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with benchmarks.
Optees
Optees is an open-source desktop toolkit for optimization: LP (SciPy/HiGHS), MILP (OR-Tools CP-SAT), and 0/1 knapsack. Clean Architecture, TDD, dataset adapters (LPnetlib, MIPLIB,…
EcoDB
Collective AI memory for multi-agent teams. 10-stage GAMR search engine, knowledge graph (Apache AGE), document ingestion, 32+ MCP tools.
Or Info
CLI + MCP server for OpenRouter models: prices, benchmarks, context and comparisons
Vizcrush
High-performance data primitives for browser visualization — Rust/WASM downsampling, binning, spatial indexing, streaming aggregation, with an MCP server
Ultrametric
The open startup repo — everything a founder (or their agent) needs to start and run a company: the comprehensive founder processes from an agentic lens, jurisdiction rules, open…
ToolkitArchive
Verified archive of AI models, coding agents, free AI access, skills & MCPs, benchmarks and $0 alternatives — updated Sept 2026
Top Industrial AI Agents
Curated list of LLM-agent projects, tools, benchmarks for industrial OT — SCADA, MES, historians, industrial protocols
Toolgym
Train AI agents on tools, validate real work, and publish portable mastery evidence
Agentic Skills
The Journey of Learning New Skills Never Stops. The Everything Index for Agentic Learning: 300+ verified open-source AI skills, ELO benchmarks, native MCP Hub, and agent manifests.
Artificial Analysis MCP
An unofficial MCP server for the Artificial Analysis API
Agmind MCP
MCP server for measured local-LLM benchmarks from the AGmind claim registry — AMD Strix Halo (Ryzen AI Max+ 395) llama.cpp numbers today, NVIDIA DGX Spark on the bench. search_cla…
Moemodels
Open tooling and verifiable evidence for planning, measuring, and reviewing mixture-of-experts deployments.
Software Engineering Rl Lab
Reproducible MCP tool-discovery environments for evaluating coding-agent engineering work.
Leowiki
🎓 ⊰ Diploma Thesis ⊱ : 🧰 MCP Server for Semantic Search within HTL Leonding's DokuWiki ("LeoWiki") – Serving content via Role-Based Access Control (RBAC) (Teacher/Student/Admin) a…
AI Leaderboard Tracker Skill Brightdata
Agent skill: a dated, side-by-side briefing of the Artificial Analysis AI leaderboards (LLMs, coding agents, image, video, speech) with run-over-run change tracking. Fetches via t…
Cherry Evals
Search, cherry-pick, and export examples from public AI evaluation datasets. Built for AI engineers and AI agents.
Meetanlora Com
Anlora (meetanlora.com) sells an autonomous AI chatter for OnlyFans talent agencies: a managed service that runs day-to-day fan messaging on an agency's existing management platfo…
Context Benchmark
Reproducible MCP context measurements, GitHub tool catalogues, and paired agent task experiments.
Artificial Analysis Plugin
Independent model benchmarks in your agent: the Artificial Analysis MCP server for Claude, ChatGPT, Cursor and Gemini CLI
Claude Token Management
Local Claude Code token-drain control plane with guard hooks, benchmarks, schemas, and live/runtime certification.