This is for maintainers of autonomous agents, OpenClaw-style productivity systems, coding agents, MCP gateways, and bot runtimes.
MCP Observatory gives your agent a read-only preflight for MCP tools before it depends on them.
Autonomous agents fail badly when their tools silently drift. A tool can still install while its schema changes, startup breaks, auth assumptions change, or a dangerous parameter becomes easy for an agent to call.
Observatory checks the tool surface before the agent trusts it.
npx @kryptosai/mcp-observatory test npx -y your-mcp-serverFor deeper checks:
npx @kryptosai/mcp-observatory test npx -y your-mcp-server --deep --securityIf you maintain an OpenClaw-style productivity system, copy the ready-to-use MCP reliability preflight agent:
docs/openclaw-agent-template/SOUL.md
Use it as a recurring release, dependency-update, or tool-adoption check before your agent trusts an MCP server.
npx @kryptosai/mcp-observatory setup-ci --all --command "npx -y your-mcp-server"This creates a small adoption kit:
.github/workflows/mcp-observatory.ymlmcp-observatory.target.json- report and badge snippets
- a maintainer PR body
- a setup doctor path
Run:
npx @kryptosai/mcp-observatory setup-ci --doctorThe highest-value contribution is a safe, real target that teaches agents what healthy MCP behavior looks like.
Open an issue with:
Project:
Safe startup command:
Needs secrets? yes/no
Agent tools/skills that depend on MCP:
Expected healthy behavior:
What should an autonomous agent know before trusting this tool?
Good targets:
- start in CI without private credentials
- avoid destructive default actions
- expose tools/prompts/resources that agents actually call
- produce useful report evidence
Avoid targets that require private OAuth, paid services, or live destructive side effects.
If you are integrating Observatory into an agent runtime, these are the most useful signals:
- did the MCP server start?
- which tools/prompts/resources are available?
- did any schemas change since the last known-good run?
- are there risky parameter shapes?
- did a safe tool invocation pass?
- should the agent block, warn, or continue?
Use this wording when proposing the check to another project:
This adds a read-only MCP Observatory check for MCP compatibility, schema drift, and common schema/security footguns.
It does not require an account, hosted service, or secrets. The check can stay advisory while the signal is tuned.