MCP Server Quality Scores
Independent quality analysis of 33641 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19201 |
anythingmcp
Claim
Convert any API into an MCP server in minutes. REST, SOAP, GraphQL, Database, M…
|
A 87 3⁄3 | ||||||||
| 19202 |
|
A 87 3⁄3 | ||||||||
| 19203 |
Сonnects to live JVMs via JDWP protocol,
enabling LLM agents to autonomously de…
|
A 87 3⁄3 | ||||||||
| 19204 |
Compare on-demand compute + storage pricing across AWS, Azure, and GCP. Bulk wo…
|
A 87 3⁄3 | ||||||||
| 19205 |
PostgreSQL MCP Server — 27 tools for queries, schema, CRUD, DBA, HA & server ma…
|
A 87 3⁄3 | ||||||||
| 19206 |
Enables querying Rybbit Analytics data directly through MCP-compatible clients …
|
A 87 4⁄3 | ||||||||
| 19207 |
Bitbucket MCP
Claim
Bitbucket Cloud MCP in Go: complete API auto-generated from spec, customizable …
|
A 87 3⁄3 | ||||||||
| 19208 |
Local-first backtesting engine with built-in overfitting detection (PBO, deflat…
|
A 87 3⁄3 | ||||||||
| 19209 |
Enables AI assistants to control and inspect a live Chrome browser for automate…
|
A 87 3⁄3 | ||||||||
| 19210 |
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
|
A 87 4⁄3 | ||||||||
| 19211 |
Persistent AI memory server with 3-layer hybrid search (vector + FTS5 + keyword…
|
A 87 3⁄3 | ||||||||
| 19212 |
Collective intelligence for browser automation agents. Site capabilities, selec…
|
A 87 3⁄3 | ||||||||
| 19213 |
The Underground Cultural District MCP server. 23 tools for AI agents: 13 free d…
|
A 86 3⁄3 | ||||||||
| 19214 |
Bridges DICOM, HL7v2, and FHIR with cross-standard mapping and optional PACS co…
|
A 86 3⁄3 | ||||||||
| 19215 |
Search and install AI skills, prompts, MCP configs, and workflows from TokRepo.
|
A 86 3⁄3 | ||||||||
| 19216 |
Cloudflare MCP Server — 84 tools for DNS, Tunnels, WAF, Zero Trust, R2, KV & Wo…
|
A 86 4⁄4 | ||||||||
| 19217 |
Universal memory runtime for AI agents — episodic, semantic, and procedural mem…
|
A 86 3⁄3 | ||||||||
| 19218 |
kai
Claim
Kai is a semantic analysis engine that sits on top of Git. It captures meaningf…
|
A 86 3⁄3 | ||||||||
| 19219 |
PDF-to-Markdown router. Per-page backend selection + confidence scoring for RAG…
|
A 86 3⁄3 | ||||||||
| 19220 |
Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protoc…
|
A 86 3⁄3 | ||||||||
| 19221 |
Open-source AI research assistant for VS Code + GitHub Copilot. Connects to Pub…
|
A 86 3⁄3 | ||||||||
| 19222 |
Simulate and visualize quantum physics phenomena with high precision and public…
|
A 86 3⁄3 | ||||||||
| 19223 |
Structured thinking + steel-manning verification for AI agents. Backed by 43+ p…
|
A 86 3⁄3 | ||||||||
| 19224 |
Real-time crypto intelligence: technical analysis, sentiment, and funding rates
|
A 86 3⁄3 | ||||||||
| 19225 |
GitLab MCP Server with progressive disclosure - 2 meta-tools, 90% token reducti…
|
A 86 3⁄3 | ||||||||
| 19226 |
Tribunal — Enterprise Claude Code plugin. TDD enforcement, quality gates, vault…
|
A 86 3⁄3 | ||||||||
| 19227 |
Workspace template + MCP server for Claude Code, Codex CLI, Cursor & Windsurf. …
|
A 86 3⁄3 | ||||||||
| 19228 |
MCP server that reads and writes the system clipboard — tables, text, code, JSO…
|
A 86 3⁄3 | ||||||||
| 19229 |
Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private an…
|
A 86 3⁄3 | ||||||||
| 19230 |
Compare-first local MCP sidecar for browser AI workflows.
|
A 86 3⁄3 | ||||||||
| 19231 |
Cross-service API dependency graph for microservice codebases. Give it a busine…
|
A 86 3⁄3 | ||||||||
| 19232 |
Share encrypted, self-destructing secrets from your AI agent. Zero-knowledge E2…
|
A 86 3⁄3 | ||||||||
| 19233 |
Scan for AI tools and agents - MCP servers & CLIs for scanning, auditing, and m…
|
A 86 3⁄3 | ||||||||
| 19234 |
Final Cut Pro MCP — 88 tools: FCPXML engine, live FCP control, media analysis, …
|
A 86 3⁄3 | ||||||||
| 19235 |
🚀 Kill the Junior AI Era. 🤖 Level up AI code to automatically Principal standar…
|
A 86 3⁄3 | ||||||||
| 19236 |
google-suite-mcp
Claim
Read and write Google Sheets, Docs, Drive, and Apps Script from any MCP client.…
|
A 86 3⁄3 | ||||||||
| 19237 |
context-sherpa
Claim
Context Sherpa MCP server provides code mapping, deterministic feedback loops, …
|
A 86 3⁄3 | ||||||||
| 19238 |
Enables querying and analysis of FedRAMP documentation, compliance requirements…
|
A 86 3⁄3 | ||||||||
| 19239 |
Movi MCP v1
Claim
Review-first stdio MCP for Movi: analyze, review, overlay edit, and dry-run pre…
|
A 86 3⁄3 | ||||||||
| 19240 |
Live codebase intelligence for AI agents: conventions, blast radius, import gra…
|
A 86 3⁄3 | ||||||||
| 19241 |
MCP server exposing JetBrains TeamCity CI/CD workflows to AI coding assistants
|
A 86 4⁄3 | ||||||||
| 19242 |
Access Swiss meteorological open data from MeteoSwiss, powered by foehn
|
A 86 3⁄3 | ||||||||
| 19243 |
Local stdio MCP server for searching and analyzing the Philippine schools maste…
|
A 86 3⁄3 | ||||||||
| 19244 |
Fully local MCP server and CLI for web research
|
A 86 3⁄3 | ||||||||
| 19245 |
Task Orchestration
|
A 86 3⁄3 | ||||||||
| 19246 |
Local-first cross-agent memory MCP. 6-layer WHY structure + AST file diff cache…
|
A 86 3⁄3 | ||||||||
| 19247 |
Figma MCP server for AI agents. 9 tools: design context, variables, screenshots…
|
A 86 3⁄3 | ||||||||
| 19248 |
MCP server for structured AI reasoning — decompose problems into atomic thought…
|
A 86 3⁄3 | ||||||||
| 19249 |
Enables structural framing analysis of documents, identifying perspectives, omi…
|
A 86 3⁄3 | ||||||||
| 19250 |
Automated testing for Model Context Protocol servers. Ship MCP Servers with con…
|
A 86 3⁄3 | ||||||||