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Agent Ops Patterns provides operational patterns for secret redaction, agent-memory integrity linting, and skill regression testing.
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Evidence-backed listing facts
Only known values with retained provenance are shown. Missing fields are omitted instead of being filled with guesses.
- Product form Verified
- Framework or SDK
Evidence: Read and apply — protocol, with the two libs as reference implementations
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- Primary job Verified
- Security and governance
Evidence: GitHub - u00dxk2/agent-ops-patterns: Operational patterns for running LLM agents in production: output-boundary secret redaction, agent-memory integrity linting, fail-soft detector…
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- Source availability Verified
- Open source
Evidence: MIT © David Kooi
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- License Verified
- MIT
Evidence: MIT © David Kooi
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Reviewed sources
These sources were reachable when the listing evidence was checked.
Listing checked
About Agent Ops Patterns
Agent Ops Patterns documents operational patterns for running LLM agents in production.
Evidence: GitHub - u00dxk2/agent-ops-patterns: Operational patterns for running LLM agents in production: output-boundary secret redaction, agent-memory integrity linting, fail-soft detector…
Official website(opens in new tab)OfficialChecked
Agent Ops Patterns includes fail-soft detector discipline and skill regression testing.
Evidence: GitHub - u00dxk2/agent-ops-patterns: Operational patterns for running LLM agents in production: output-boundary secret redaction, agent-memory integrity linting, fail-soft detector…
Official website(opens in new tab)OfficialChecked
Capabilities
Agent Ops Patterns redacts secret-shaped text.
Evidence: Redacts secret-shaped text (API keys, JWTs, DB URIs, PEM blocks…) at the output boundary of any recall/search path, with named shape tokens ( [redacted:github-token] ) so hits stay findable.
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Agent Ops Patterns can lint a memory directory.
Evidence: Lint a memory directory (caller does the I/O; the lib is pure):
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Use cases
Use Agent Ops Patterns to redact stored text.
Evidence: Redact at the display boundary of anything that recalls stored text:
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Run Agent Ops Patterns tests with npm test on Node 20 or newer.
Evidence: Run the tests: npm test (built-in node:test , no dev dependencies, Node ≥ 20).
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Who Agent Ops Patterns fits — and what to check
Decision guidance below is tied to the cited evidence. Treat observed third-party claims as leads, not product guarantees.
Best for
Teams running LLM agents in production.
Evidence: GitHub - u00dxk2/agent-ops-patterns: Operational patterns for running LLM agents in production: output-boundary secret redaction, agent-memory integrity linting, fail-soft detector…
Official website(opens in new tab)OfficialChecked
Limitations to check
Agent Ops Patterns covers secret redaction, agent-memory linting, fail-soft detectors, and skill regression testing.
Evidence: GitHub - u00dxk2/agent-ops-patterns: Operational patterns for running LLM agents in production: output-boundary secret redaction, agent-memory integrity linting, fail-soft detector…
Official website(opens in new tab)OfficialChecked
Method: ClawSites keeps discovery copy separate from publishable claims, retains a source excerpt, and displays the date each cited source was checked. Pricing and availability can still change after that date.
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