Agent Reliability Skills
OfficialSupports repositories using CrewAI by detecting it in dependency manifests and generating a repository-specific pre-coding reliability skill from Trustabl detection rules for CrewAI.
Supports repositories using Google ADK by detecting it in dependency manifests and generating a repository-specific pre-coding reliability skill from Trustabl detection rules for Google ADK.
Supports repositories using LangChain by detecting it in dependency manifests and generating a repository-specific pre-coding reliability skill from Trustabl detection rules for LangChain.
Supports repositories using LangGraph by detecting it in dependency manifests and generating a repository-specific pre-coding reliability skill from Trustabl detection rules for LangGraph.
Supports repositories using the OpenAI Agents SDK by detecting it in dependency manifests and generating a repository-specific pre-coding reliability skill from Trustabl detection rules for that SDK.
Supports repositories using Pydantic AI by detecting it in dependency manifests and generating a repository-specific pre-coding reliability skill from Trustabl detection rules for Pydantic AI.
Supports repositories using the Vercel AI SDK by detecting it in dependency manifests and generating a repository-specific pre-coding reliability skill from Trustabl detection rules for that SDK.
This server does not currently have a deployable release on Glama. Follow the repository's setup instructions to install and configure it for your MCP client, including any required credentials and local dependencies.
Agent Reliability Skills MCP server
Forge Claude Code skills generate more reliable agents.
Agent Reliability Skills is the MCP server for Trustabl Forge. It writes a pre-coding reliability skill for your
repository: Forge reads the repository's dependency manifests (package.json, pyproject.toml, requirements.txt,
go.mod and others), finds the agent SDKs it uses, and builds a SKILL.md from Trustabl's detection rules for
exactly those SDKs. An agent that reads the skill applies the rules while it writes code, instead of meeting them
later as findings in a scan.
The skill is generated per repository. It is not a fixed skill to install, and it changes as your dependencies and Trustabl's rules change.
Supported SDKs include the Claude Agent SDK, OpenAI Agents SDK, Google ADK, MCP, LangChain and LangGraph, CrewAI, Pydantic AI, the Vercel AI SDK and AutoGen.
Install
Requires Node.js 22 or later. Every install below downloads the release file from GitHub.
Claude Code
claude mcp add agent-reliability-skills -- npx -y https://github.com/trustabl/agent-reliability-skills/releases/download/v0.1.0-rc.2/agent-reliability-skills-0.1.0-rc.2.tgzCursor
Add to .cursor/mcp.json in your project, or ~/.cursor/mcp.json for every project:
{
"mcpServers": {
"agent-reliability-skills": {
"command": "npx",
"args": ["-y", "https://github.com/trustabl/agent-reliability-skills/releases/download/v0.1.0-rc.2/agent-reliability-skills-0.1.0-rc.2.tgz"]
}
}
}Claude Desktop
Open Settings → Developer → Edit Config and add the same mcpServers entry to
claude_desktop_config.json, then restart Claude Desktop.
Claude Desktop has no project folder, so name the repository when you ask, for example: "Generate the Trustabl pre-coding skill for /Users/me/code/my-agent and write it to .claude/skills/trustabl-pre-coding/SKILL.md."
Related MCP server: patchwork
The trustabl_forge tool
Input | Required | Meaning |
| see below | Absolute path of the repository. A relative path is resolved against the client's workspace. |
| no | SDK categories to add on top of the detected ones, for an SDK not yet in a manifest (for example |
| no | Languages to add: |
| no | Write the skill here, relative to the repository. Usually |
It returns a short summary (the SDKs covered, where the skill was written) and the SKILL.md content.
It writes a file only when output_path is given. The path must stay inside the repository, and an existing
file is replaced only if Forge generated it, so regenerating a stale skill works but a hand-written file is never
overwritten.
When path is needed
path is optional when your client reports its workspace through MCP roots, and required otherwise. Forge never
guesses from the server's working directory, because some clients start servers from your home directory.
Client | Reports its workspace |
Claude Code | pending |
Cursor | pending |
Claude Desktop | pending |
Settings
Variable | Default | Meaning |
|
| Analyzer release to run, for example |
| unset | Used only to download the analyzer. Avoids GitHub's anonymous limit of 60 requests an hour. |
| unset | Path to a local |
The server runs the Trustabl analyzer's
trustabl forge. On first use it downloads the analyzer release for your OS and architecture, checks it against
the release's checksums.txt (a mismatch is a hard failure), and caches it in ~/.agent-reliability-skills/<version>/.
The analyzer's own TRUSTABL_TELEMETRY setting applies to the binary it runs; analyzer telemetry is off until
you configure it.
Network
The first call fetches two things: the analyzer binary, and Trustabl's rules repository, which the analyzer
caches. After that both work offline from cache. No git binary is needed.
Download counts
Each release attaches agent-reliability-skills-<version>.tgz and checksums.txt, and every install above
downloads the .tgz, so GitHub counts it. pending. A weekly workflow records the counts in
.github/stats/download-history.json. They are downloads, not users, and include automated installs such as CI.
Releasing
In one pull request, set
versioninpackage.json, update the release URLs in this README andmcp.json(CI fails until they match), runnpm run buildinserver/, and commitdist/index.js.After it merges, tag the merge commit
v<version>and push the tag. The release workflow checks the tag againstpackage.json, packs the server, and publishes the.tgzwithchecksums.txt.
Security
See SECURITY.md.
This server cannot be deployed
Maintenance
Related MCP Connectors
Lint a SKILL.md for frontmatter, structure, secrets and size. All 6 tools free.
Recommends open-license agent skills (SKILL.md) for a project from its stack and task tags.
MEOK AGENTS.md Linter MCP — validates the cross-vendor coding-agent spec (Cursor / Claude Code /
Research-backed lint + generation for agent context files (CLAUDE.md, AGENTS.md) + prompt enhancer.
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