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A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.PrivacyTermsv0.1 · early network
Capabilities/ai

AI Services

Model access, evaluation and agent infrastructure.

3.0k records1847 liveRefine in search →
Model AccessEvaluation & BenchmarksPrompt ManagementAgent Discovery
llm-benchmark-mcp-serverMCP serverMCP
by AiAgentKarl
Unknown

MCP Server for LLM comparison, benchmarks, and pricing — find the best model for any task

Pricing & QuotesModel AccessEvaluation & Benchmarks
pypi:llm-benchmark-mcp-server · local packagepublished 8 mo ago
llm-api-benchmark-mcp-serverMCP serverMCP
Unknown

Runs a throughput benchmark for LLM APIs, measuring generation throughput, prompt throughput, and Time To First Token (TTFT) under various concurrency levels.

Evaluation & Benchmarks~100%
pypi:llm-api-benchmark-mcp-server · local packagepublished 17 mo ago
librarian-mcpMCP serverMCP
Unknown

Pre-curated canonical memory + prose/code provenance for any AI coding client. MCP-native.

Agent MemoryEvaluation & Benchmarks
pypi:librarian-mcp · local packagepublished 7 mo ago
lerobot-mcpMCP serverMCP
by Noah Wardlow
Unknown

MCP server for running and inspecting LeRobot workflows

Model AccessDocument Conversion~84%Packages & Dependencies~83%CI/CD & Deploy~76%Version Control~75%
pypi:lerobot-mcp · local packagepublished 1 mo ago
league-analysis-mcp-serverMCP serverMCP
Unknown

Model Context Protocol server for Yahoo Fantasy Sports API with advanced historical analysis and manager profiling

Evaluation & Benchmarks~84%
pypi:league-analysis-mcp-server · local packagepublished 14 mo ago
ldap-mcpMCP serverMCP
by Major Hayden
Unknown

MCP server for LDAP directory operations

FilesystemAgent Discovery~100%
pypi:ldap-mcp · local packagepublished 10 mo ago
LDAP Assistant MCPMCP serverMCP
by droideck
Unknown

MCP server for 389 Directory Server health diagnostics, log analysis, and SOS-report investigation

Filesystem~100%Agent Discovery~100%
pypi:ldap-assistant-mcp · local packagepublished 4 mo ago
langsmith-mcp-serverMCP serverMCP
Unknown

MCP server for Langsmith SDK integration

Prompt Management~87%
pypi:langsmith-mcp-server · local packagepublished 8 mo ago
Klaren — French Companies DirectoryMCP serverMCP
by ccamborde
Unknown

Search French companies, directors and associations (INPI, INSEE, RNA).

Filesystem~77%Agent Discovery~77%
pypi:klaren-mcp · local packagepublished 6 mo ago
kira-mcpMCP serverMCP
Unknown

Local MCP server for AI agents: local YOLO-based UI-element detection (OmniParser-v2 icon detector) with per-element OCR, hash caching, and full keyboard / mouse / screen / clipboard control via pyautogui + mss.

Desktop Control~100%Model Access~91%
pypi:kira-mcp · local packagepublished 6 mo ago
kg-mcpMCP serverMCP
by Davide Leopardi
Unknown

Memory/Knowledge Graph MCP Server for IDE Assistants - Persistent context and knowledge for AI coding agents

Knowledge GraphsPrompt Management~87%
pypi:kg-mcp · local packagepublished 10 mo ago
kensa-mcpMCP serverMCP
Unknown

MCP server for kensa, the open source agent evals harness

Evaluation & BenchmarksTestingDocumentation Lookup~79%
pypi:kensa-mcp · local packagepublished 6 mo ago
kanban-mcpMCP serverMCP
by multidimensionalcats
Unknown

Kanban board MCP server for Claude Code — track issues, features, and todos

Databases~100%Project ManagementModel Access~91%Vector Search~89%Version Control~75%
pypi:kanban-mcp · local packagepublished 8 mo ago
jupyter-code-executor-mcp-serverMCP serverMCP
by curry tang
Unknown

Jupyter code executor mcp server

Code Execution~100%Packages & Dependencies~100%Prompt Management~87%Reporting & Dashboards~84%Version Control~75%
pypi:jupyter-code-executor-mcp-server · local packagepublished 9 mo ago
judge-audit-mcpMCP serverMCP
by Asif
Unknown

Judge QA for agents — measures whether your LLM judge agrees with humans, drifted between runs, or is biased, before you ship the number

Evaluation & Benchmarks
pypi:judge-audit-mcp · local packagepublished 4 mo ago
WhatsApp MCP ServerMCP serverMCP
by nakulben
Unknown

Manage WhatsApp Business templates and send messages via Meta Cloud API

SMS & VoicePrompt Management~100%
pypi:jina-whatsapp-mcp · local packagepublished 7 mo ago
jewei-mcp-server-templateMCP serverMCP
Unknown

mcp server template

Prompt Management~100%
pypi:jewei-mcp-server-template · local packagepublished 13 mo ago
aus-accounting-mcpMCP serverMCP
by ryanduguid
Unknown

Reviews, 14 bounded tax and super worksheets, cited retrieval from your local Markdown. Not advice.

AccountingEvaluation & Benchmarks~69%
pypi:aus-accounting-mcp · local packagepublished 6 d ago
CosmergonMCP serverMCP
by rkocosmergon
Unknown

Living economy for AI agents — Conway physics, energy currency, marketplace, reputation.

Evaluation & BenchmarksMarkets & Trading
pypi:cosmergon-agent · local packagepublished 5 d ago
jac-mcpMCP serverMCP
Unknown

MCP server for AI-assisted Jac development

Prompt Management~87%Documentation Lookup~79%
pypi:jac-mcp · local packagepublished 4 mo ago
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Aliases

ai, llm, model