Odel

Software development

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

5,489 servers4,373 publishers15 tags

All of Software development

By GitHub stars, at most two per publisherRemoteLocal
MCP server: One MCP server.
culprit
@noordeen123 · External

Deterministic, offline root-cause analysis and pre-commit fix verification for coding agents.

7% 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.
diffctxRun by its publisher: served from their own domain, namespace checked by the registry.
@nikolay-e · External

Selects the minimum code an LLM needs to review a git diff

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.
Qai Consultant
@gvasile29 · External

Keyless local MCP server for QA: standards retrieval, effort estimation, doc review, test analysis.

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 PyPI.Free to use.
MCP server: One MCP server.
Reuse Before Generate
@aradar46 · External

Checks whether your idea already exists before your agent builds it. Searches GitHub, npm, Python.

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.
CodeCartographerRun by its publisher: served from their own domain, namespace checked by the registry.
@huginnindustries · External

Turn an unfamiliar codebase into validated architecture, contracts, and a reimplementation spec.

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 npm.Free to use.
MCP server: One MCP server.
McuBuddyRun by its publisher: served from their own domain, namespace checked by the registry.
@cunjun · External

AI-native MCU debugging and observability through probes, symbols, RTOS, logs, and build tools.

3% 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 PyPI.Free to use.
MCP server: One MCP server.
Notepatra
@singhpratech · External

Notepatra editor MCP server — 35 tools; every write human-approved in the editor; local-only.

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 cargo.Free to use.
MCP server: One MCP server.
Précis Finance MCP
@precis-finance · External

Public read-only Précis Finance MCP demo with synthetic data; no account or credentials required.

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.A remote server; no sign-in.Free to use.
MCP server: One MCP server.
Sqlike
@orifisher2 · External

Lints SQL and checks rewrites return the same rows. Postgres, MySQL, MariaDB, SQLite, MSSQL, DuckDB

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 npm.Free to use.
MCP server: One MCP server.
Godot Agent Loop
@beremaran · External

MCP automation loop with 167 tested tools for Godot 4

4% 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.
SaglitzdesignRun by its publisher: served from their own domain, namespace checked by the registry.
@halidsaglam · External

Expert design & marketing MCP: UI/UX, design languages, SEO/GEO, tokens, a11y, recipes.

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.
Retro Diffusion Pixel ArtRun by its publisher: served from their own domain, namespace checked by the registry.
@retrodiffusion · External

Generate authentic pixel art - sprites, animations, and tilesets - from any MCP client

4% 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.A remote server; no sign-in.Free to use.
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.
Webcake Landing
@vuluu2k · External

Build, validate, and persist Webcake landing-page source JSON: element schemas plus AI usage hints.

8% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.Free to use.
MCP server: One MCP server.
GitLab
@vish288 · External

GitLab MCP server for MCP 2026-07-28: projects, MRs, files, reviews, pipelines, CI/CD, issues

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.
Visily UI Design
@visily-app · External

UI design from prompts, screenshots, and URLs for AI coding agents and theme tokens.

7% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.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.

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