MCP Catalog

io.github.MukundaKatta/agentfitOfficial

Token-aware message truncation: fit a chat history into your model's context budget.

io.github.MukundaKatta/agentsnapOfficial

Snapshot tests for AI tool-call traces: diff, validate, and catch silent regressions.

io.github.MukundaKatta/agentvetOfficial

Validate tool-call args before execution. Returns LLM-friendly retry hints.

io.github.MukundaKatta/citecite-mcpOfficial

Inject, parse, and strip [N] citation markers in RAG outputs.

io.github.MukundaKatta/ragdrift-mcpOfficial

Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.

io.github.MukundaKatta/ragmetric-mcpOfficial

RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.

io.github.MukundaKatta/streamparseOfficial

Parse partial / truncated / messy JSON for LLM tool calls and structured outputs.

io.github.NikitaDatar/vectordecisions-mcp-serverOfficial

AI Governance MCP Server - GATRI trust scoring, kill-switch, EU AI Act compliance for Claude

io.github.OjasKord/local-model-suitability-mcpOfficial

Check if a task runs locally vs cloud. Save money on calls that don't need cloud inference.

io.github.OnChainAIIntel/pqs-mcp-serverOfficial

PQS scores any prompt before the model runs. 8 dimensions. 5 frameworks. Pre-flight, not post-hoc.

io.github.PKaldone/substrateOfficial

Persistent AI entity framework with causal memory, emotional state, and identity.

io.github.PantelisGeorgiadis/dicomweb-mcp-serverOfficial

MCP server exposing a DICOMweb DICOM archive to AI assistants via QIDO-RS and WADO-RS.

io.github.PavelGuzenfeld/geminiOfficial

MCP server that exposes Google Gemini as tools for Claude Code

io.github.QWarranto/leafenginesOfficial

🌱 Agricultural AI: Soil analysis, crop recommendations, weather forecasts. FREE TurboQuant.

io.github.RoninForge/ai-price-index-mcpOfficial

Read-only, zero-key MCP server for point-in-time AI model API prices. Open data, CC BY 4.0.

io.github.Shawn5cents/agentskinOfficial

The Semantic Layer for AI Agents. Prunes noisy API data by 70%+ for token-efficient reasoning.

io.github.Singlishman/kerdos-x402-mcpOfficial

Crypto market intelligence MCP — pay-per-tool-call in USDC on Base via the x402 protocol.

io.github.Sowiedu/edictOfficial

AI-agent programming language. JSON AST in, WASM out. Typed, effect-tracked, Z3-verified.

io.github.SunrisesIllNeverSee/sigrank-mcpOfficial

Ranks AI coding operators by token cascade efficiency. Live leaderboard + signed submission.

io.github.Synclub-tech/synclub-dxtOfficial

SynClub MCP Server for AI-powered comic creation with script generation and image tools

io.github.abm-dev-git/abm-mcpOfficial

Account-based marketing for AI agents. A great rep once knew every account. Now your agents do.

io.github.achilliesbot/agentiam-mcpOfficial

Stdio MCP wrapper for AgentIAM's 18 x402 endpoints — agent safety + intelligence on Base.

io.github.achilliesbot/delphi-oracleOfficial

Real-time AI intelligence signals and temporal knowledge graph for agent economy

io.github.adorbistech/adorbis-mcpOfficial

Adorbis AI MCP server. One key, 40+ models, auto-routed.