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MCP Catalog

Browse 584 Model Context Protocol servers · Development & Coding · PythonClear

Archiet XrayOfficial
io.github.Anioko/archiet-xray

Deterministic repo architecture maps: auth coverage, blast radius, readiness score, diagrams

Development & CodingCloud & DevOps
LAMA0Pythonv0.2.3pypi
Toon Parse MCPOfficial
io.github.ankitpal181/toon-parse-mcp

MCP server that reduces LLM context by removing code comments and converting data formats to TOON

Development & Coding
LAMC0Pythonv1.0.3-betapypi
Pyspark MCPOfficial
io.github.AnnasMazhar/pyspark-mcp

SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.

Development & CodingData & Databases
LAMA0Pythonv0.0.4pypi
Fake Star AuditOfficial
io.github.ardev-lab/fake-star-audit

Transparent rule-based GitHub fake-star detector — LOW/MEDIUM/HIGH with per-rule evidence.

SecurityDevelopment & Coding
LAMB0Pythonv0.1.2pypi
Star TrajectoryOfficial
io.github.ardev-lab/star-trajectory

Transparent rule-based GitHub star-trajectory classifier + calibrated 100-star/48h projection

Data & DatabasesDevelopment & Coding
LAMA0Pythonv0.1.0pypi
Fake Star AuditOfficial
io.github.Armada735/fake-star-audit

Transparent rule-based GitHub fake-star detector — LOW/MEDIUM/HIGH with per-rule evidence.

SecurityDevelopment & Coding
LAMB0Pythonv0.1.1pypi
AifpOfficial
io.github.aryanduntley/aifp

Database-driven FP enforcement and project management for AI-maintained codebases

Development & Coding
LAMA0Pythonv0.1.1pypi
Dsa Tracker MCP ServerOfficial
io.github.ashmitrrr/dsa-tracker-mcp-server

Track DSA/LeetCode practice with spaced repetition, ships with NeetCode 150.

Development & CodingProductivity & Docs
LAMA0Pythonv1.0.1pypi
Blast ScopeOfficial
io.github.Atharva-Jayappa/blast-scope

Contextual blast-radius scoring for shell commands an AI agent is about to run

SecurityDevelopment & Coding
LAMA0Pythonv0.5.1pypi
MCP Seo AuditOfficial
io.github.atomno-labs/mcp-seo-audit

Technical SEO site audit MCP: health score, issues, robots, sitemap, JSON-LD.

Development & CodingSearch & Web
LAMA0Pythonv0.4.1pypi
CartographOfficial
io.github.benteigland11/cartograph

Local-first reusable implementation registry for AI agents and versioned widgets.

Development & CodingKnowledge & Memory
MA0Pythonv0.1.3pypi
TokennukeOfficial
io.github.BigJai/tokennuke

Code indexing MCP: 15 tools, 10 languages, hybrid search, call graphs, O(1) retrieval.

Development & Coding
LAMC0Pythonv1.3.0pypi
Over-Reach DetectorOfficial
io.github.choreoatlas/over-reach-detector

Detect when AI code changes exceed declared task scope (MCP server).

Development & CodingSecurity
LAMB0Pythonv0.0.6pypi
github-twinOfficial
io.github.ChristopherDavenport/github-twin

Personal RAG over your GitHub history (commits, code, reviews), served to Claude Code over MCP.

Development & CodingKnowledge & Memory
LAMA0Pythonv0.0.17pypi
ClicheFactory Document IntelligenceOfficial
io.github.ClicheFactory/clichefactory-mcp

Extract structured JSON from PDFs, images, DOCX, XLSX, CSV, EML attachments, and DSPy pipelines.

Data & DatabasesDevelopment & Coding
LAMA0Pythonv0.1.8pypi
MCP Einvoicing BeOfficial
io.github.cmendezs/mcp-einvoicing-be

Belgian e-invoicing MCP server: Peppol BIS 3.0, UBL 2.1, EU PINT v1.0.1, Mercurius.

Finance & CryptoDevelopment & Coding
LAMA0Pythonv0.4.1pypi
MCP E-Invoicing CoreOfficial
io.github.cmendezs/mcp-einvoicing-core

Base package for European e-invoicing MCP servers with shared models, XML utils, and OAuth2 client.

Finance & CryptoDevelopment & Coding
LAMA0Pythonv1.14.0pypi
commit-check MCPOfficial
io.github.commit-check/commit-check-mcp

Validate commit messages, branch names, author info, push safety, and repo state.

Development & CodingCloud & DevOps
LAMA0Pythonv0.1.9pypi
Compuute MCP Security ScannerOfficial
io.github.Compuute/compuute-scan-api

Scan any public GitHub MCP-server repo for security issues. 37 MCP-specific L1 rules, 8 languages.

SecurityDevelopment & Coding
LAMA0Pythonv0.3.0remote
ArezzoOfficial
io.github.ConvergentMethods/arezzo

Deterministic Google Docs API compiler. Your agent stops silently corrupting documents.

Development & CodingProductivity & Docs
LAMB0Pythonv0.1.1pypi
air-QOfficial
io.github.CorantGmbH/mcp-airq

MCP server for direct HTTP communication with air-Q air quality sensor devices

Development & CodingBrowser & Automation
LAMA0Pythonv1.6.3pypi
Agent Token Budget MCPOfficial
io.github.CSOAI-ORG/agent-token-budget-mcp

Agent Token Budget MCP — hard per-session token + spend cap with signed budget-exhausted

Development & CodingCloud & DevOps
LAMA0Pythonv1.1.6pypiremote
Meok Fria Generator MCPOfficial
io.github.CSOAI-ORG/meok-fria-generator-mcp

meok-fria-generator-mcp MCP server by MEOK AI Labs

Development & Coding
LAMB0Pythonv1.0.3pypi
Meok MCP Injection Scan MCPOfficial
io.github.CSOAI-ORG/meok-mcp-injection-scan-mcp

MCP injection / prompt-poisoning / SSRF scanner. 30+ canonical rules covering the April 2026

SecurityDevelopment & Coding
LAMA0Pythonv1.0.12pypi