Odel

Software development

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

5,433 servers4,326 publishers15 tags

All of Software development

By GitHub stars, at most two per publisherRemoteLocal
MCP server: One MCP server.
HwcontractRun by its publisher: served from their own domain, namespace checked by the registry.
@mohibshaikh · External

Judge hardware timing/serial against a contract: pass/marginal/fail (WS2812, DShot, logs)

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.
Webhook StudioRun by its publisher: served from their own domain, namespace checked by the registry.
@webhook-studio · External

Keyless webhook endpoints: capture, wait, replay, forward, and generate types from real traffic.

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.A remote server; no sign-in.Free to use.
MCP server: One MCP server.
Streamline MCP ServerRun by its publisher: served from their own domain, namespace checked by the registry.
@streamlinehq · External

Search and download icons, illustrations, elements and emojis in PNG or SVG formats.

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.A remote server; you sign in with your account.Free to use.
MCP server: One MCP server.
webhook.coRun by its publisher: served from their own domain, namespace checked by the registry.
@webhook · External

Receive, inspect, replay and deliver webhooks — with signature verification and agent triggers.

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.A remote server; you sign in with your account.Gone from the registry since 11 Oct.Free to use.
MCP server: One MCP server.
MiroMiro Design Extraction MCPRun by its publisher: served from their own domain, namespace checked by the registry.
@miromiro · External

Turn any live website into brand colors, fonts, design tokens, SVGs, Lottie and paste-ready code.

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.A remote server; you sign in with your account.Free to use.
MCP server: One MCP server.
OtterKitRun by its publisher: served from their own domain, namespace checked by the registry.
@useotterkit · External

Tunnels and webhooks for AI agents: capture, await, verify, replay, and send signed test events.

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

Agent-native API client: execute/test REST/GraphQL/WS/SSE with assertions, extraction, collections

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.
pgvector
@mittalpk · External

Similarity search, hybrid search, and index management for pgvector-backed PostgreSQL tables

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.
EasyAccessPDF
@luotwo · External

PDF accessibility checks (veraPDF PDF/UA-1), auto-fix and Markdown conversion. EU-hosted.

6% 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; no sign-in.Free to use.
MCP server: One MCP server.
SitelemetryRun by its publisher: served from their own domain, namespace checked by the registry.
@sitelemetry · External

OAuth website audits: security, SEO, AI visibility, integrations, accessibility and performance.

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.A remote server; you sign in with your account.Free to use.
MCP server: One MCP server.
Ghostlink
@bgorzelic · External

Sandboxed repo access for coding agents: search, read, patch, run, git -- confined to a repo root.

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 npm.Free to use.
MCP server: One MCP server.
Kirk — Unsupervised Structural Change Detection
@ulyssesmodel · External

The Kalman filter for the non-Gaussian, non-stationary world. Unsupervised structural change.

8% 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.
Snipara Project Intelligence
@snipara · External

Hosted MCP for source-backed project context, memory, code impact, and agent workflow continuity.

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.
BountyVerdict Agent Decision Tools
@mimirs402 · External

Free selector plus read-only GitHub bounty, agent harness, Actions, flake, and MCP drift decisions.

10% 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.The repository is archived.Free to use.
MCP server: One MCP server.
Agent Guard
@kavachh · External

Git-aware safe file ops for AI agents: delete anything except git-tracked source code.

10% 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 MCPB.Free to use.
MCP server: One MCP server.
DatanikaRun by its publisher: served from their own domain, namespace checked by the registry.
@datanika · External

Read-only-by-default MCP for Datanika: browse data, run dbt transforms, manage ELT pipelines.

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 PyPI.Free to use.
MCP server: One MCP server.
Kubernetes Ephemeral Job
@inhuman · External

Runs a command in a throwaway Kubernetes pod and returns exit code, output and artifacts.

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 Docker.Free to use.
MCP server: One MCP server.
UML Forge
@dave1362 · External

Architecture intelligence, security analysis, and living docs. 14 Mermaid tools.

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.
BountyVerdict Agent Decision Tools
@cristianmoroaica · External

Read-only GitHub bounty, agent harness, Actions failure, flake, and MCP tool-drift decisions.

10% 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.The endpoint has not answered since 7 Oct. The repository is archived.Free to use.
MCP server: One MCP server.
Ai Consensus
@thestevenjohnstone · External

Standing review layer for coding agents: Claude, GPT and Gemini debate, return consensus + dissent.

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.
ToolsRun by its publisher: served from their own domain, namespace checked by the registry.
@first-ch · External

MCP tools: WCAG contrast, JP char/X-weight count, WebP convert, JSON-LD, llms.txt.

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.
UpToCodeRun by its publisher: served from their own domain, namespace checked by the registry.
@ddyrich72 · External

Evidence-backed architecture-quality analysis for Python agent applications.

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.A remote server; it needs your API key.Free to use.
MCP server: One MCP server.
SAKH — Ayatollah Khamenei Research Corpus
@sadiqoon · External

Ayatollah Khamenei corpus: fatwas, lectures, knowledge graph. Arabic/Persian. Research access.

9% 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; you sign in with your account.Free to use.
MCP server: One MCP server.
Understand Anything - MCPRun by its publisher: served from their own domain, namespace checked by the registry.
@uamcp · External

A powerful MCP server for codebase architecture analysis and automated governance.

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.

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