Lets AI coding agents coordinate asynchronously through a private git repository. No server.
Tamper-evident proof creation and verification for AI agents via MCP, A2A, and REST.
Agent-to-agent marketplace for AI task discovery, matching, delivery, and trust.
Run reproducible scientific workloads on GPUs, local compute, Slurm, and PBS with provenance.
A typed, policy-controlled OS capability layer for AI agents.
Structural code-quality tools for AI coding agents.
Trace AI agent execution: every tool call, every error, every dollar. Open source, local-first.
MCP runtime security proxy. Blocks dangerous AI agent tool calls with a policy engine.
Security-first, self-hosted email archive with search, cited answers, and sending for AI agents.
Give your AI assistant access to real Helm chart data. No more hallucinated values.yaml files.
Cloaked headless browser for AI agents — stealth TLS, smart extraction, SPA fallback.
Research-only MCP server: turn your AI into a quant research desk — backtests, no trades.
Epoch time estimation MCP server for PERT, COCOMO, Monte Carlo, calibration, cost, and risk.
Guardrailed video editing for AI agents: FFmpeg, captions, effects, Hyperframes, and receipts.
Read, send, search & manage Instagram DMs through AI assistants. 15 tools, cookie auth.
45+ interactive charts, dashboards, flowcharts, and KPIs inside any AI conversation.
Access your Patreon creator data - campaigns, patrons, tiers, and posts.
AI agent identity, permissions, trust scores, and tamper-evident audit trails via Vorim AI.
OCR, transcription, file extraction, and image generation for AI agents via MCP.
Epistemic guard for AI coding: tracks uncertain values and blocks writes until verified.
Agentic testing: HyperExecute jobs, test failure triage, SmartUI visual diffs, a11y audits.
AEO scoring, llms.txt audit, and agent-readiness checks for AI agents.
Clean raw HTML into LLM-ready text before agents spend tokens.
Five-to-twelve-cent source-attributed public URL and domain result packs for AI agents.
About AI & Agents MCP servers
This category collects servers that make agents better at being agents. You will find orchestration layers that run multi-step pipelines, routers that hand a task to the right model or sub-agent, evaluation and tracing tools, prompt and skill libraries, and bridges that let one assistant call another. Some wrap commercial model APIs; others are thin coordination layers around open-source frameworks.
Because these servers often sit between your agent and other systems, look closely at where data flows and what is logged. Prefer servers that document their tool contracts clearly, support streaming where relevant, and can run locally when the workload is sensitive. Many are new and move quickly, so check the repository's recent activity before relying on one in production.