Odel

Software development

Code, repositories, reviews, tests, debugging, databases and developer docs.

5,630 servers4,498 publishers15 tags

All of Software development

By GitHub stars, at most two per publisherRemoteLocal
MCP server: One MCP server.
Llmmcp
@zero-abd · External

MCP server for real-time LLM API documentation — stop hallucinations

6% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from a package registry.Free to use.
MCP server: One MCP server.
DB Connect MCP
@yugui923 · External

Multi-database MCP server for PostgreSQL, MySQL, and ClickHouse

5% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Pixelcheck
@xcodethink · External

Real eyes and hands on the web for AI agents. MCP-first. Local-first. Vendor-agnostic.

7% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
QuiltRun by its publisher: served from their own domain, namespace checked by the registry.
@wkoverfield · External

Track which AI agent wrote which lines in a shared Git checkout; each commits only its own lines.

4% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
GitLab
@vish288 · External

GitLab MCP server (MCP 2026-07-28): projects, MRs, pipelines, CI/CD, issues; writes or read-only

5% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Patents
@tushariitr-19 · External

Patent search and prior art discovery via Google Patents on BigQuery

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from a package registry.Free to use.
MCP server: One MCP server.
SQL Sentinel MCP Server
@tkmawarire · External

SQL Server monitoring and diagnostics for AI agents using Extended Events. No ODBC drivers required.

5% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from NuGet.Free to use.
MCP server: One MCP server.
MemoweftRun by its publisher: served from their own domain, namespace checked by the registry.
@memoweft · External

Portable AI memory as MCP tools: five reads and three controlled writes.

5% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Agendum
@sralli · External

AI agent memory: task tracking, scoped work packages, decisions, and cross-session continuity

4% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Rlg
@sebastienrousseau · External

MCP server exposing rlg log streams to LLM agents via JSON-RPC 2.0 over stdio.

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from Docker.Free to use.
MCP server: One MCP server.
FilesiftRun by its publisher: served from their own domain, namespace checked by the registry.
@roshunsunder · External

Local file search for AI agents — semantic + keyword indexing over your codebase.

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
GroundTruthRun by its publisher: served from their own domain, namespace checked by the registry.
@rm-rf-prod · External

Live docs MCP server. 793+ libraries, evidence-verified answers, code audit, snippets, dispatch.

8% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Jira
@raalarcon9705 · External

Jira & Confluence MCP: 24 tools for issues, sprints, comments, transitions & wiki. Run via npx.

6% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Selenium
@pshivapr · External

Selenium Tools for MCP

5% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
AGENTS.md GeneratorRun by its publisher: served from their own domain, namespace checked by the registry.
@nushey · External

Analyzes codebases with tree-sitter and generates AGENTS.md files for AI coding agents.

3% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Fedlex
@malkreide · External

Swiss federal law, consultations (Fedlex) & TERMDAT terminology (LINDAS) via SPARQL

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
MemharnessRun by its publisher: served from their own domain, namespace checked by the registry.
@las7 · External

Bi-temporal, provenance-carrying long-term memory for AI agents, in one SQLite file.

4% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Logicapps
@laveeshb · External

MCP server for Azure Logic Apps - debug workflows, manage runs, and authoring

4% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
GitDealFlow — GitHub signals for startup investors
@kindrat86 · External

GitHub engineering acceleration signals for venture deal flow across 15 sectors.

5% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Blacksmith
@grahamnotgrant · External

MCP server for Blacksmith CI - query runs, analyze test failures, detect flaky tests.

24% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
GuardvibeRun by its publisher: served from their own domain, namespace checked by the registry.
@goklab · External

Deterministic security layer your AI can't be. 594 rules, 39 tools, CLI + doctor + host audit.

6% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Florentine Ai MCPRun by its publisher: served from their own domain, namespace checked by the registry.
@florentine-ai · External

MCP server for Florentine.ai - Natural language to MongoDB aggregations

6% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
ForkfluxRun by its publisher: served from their own domain, namespace checked by the registry.
@forkflux · External

Self-hosted multi-agent collaboration and audit layer for AI-assisted engineering teams

4% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Figma To Code
@felixanhalt · External

LLM-optimized Figma MCP server.

5% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.

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