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Evidence-first reliability tools for agents, MCP, and scientific software

AEB builds small, independently usable tools that make automated decisions and failures easier to inspect, reverse, reproduce, and prove. Start with ResiliReplay when an MCP server works on the happy path but its recovery behavior is unknown.

Route. Transact. Verify. Replay. Probe. Prove.

Need Start here Status Concrete output
Preserve constraints while selecting an agent, model, or MCP route GaugeMesh 0.2.0 GitHub developer preview; crates.io unavailable selected or denied decision and digest-bound conservation evidence
Isolate, inspect, accept, or roll back coding-agent edits AgentTX 0.2.0 GitHub alpha; npm remains 0.1.0 transaction ledger, diff, risk report, and rollback receipt
Retry a frozen model only while an explicit verifier justifies it Verifaxis 0.2.0 GitHub research prerelease; PyPI unavailable claim, verifier decisions, stopping reason, and offline-verifiable evidence
Inject and replay deterministic MCP failures ResiliReplay 0.7.0 released flagship recovery evidence and an executable regression
Find a reproducible qualitative simulation transition PhaseProbe 0.3.0 released on PyPI bracketed transition evidence, standalone verification, and generated pytest regression
Check a released Action from outside its source repository ResiliReplay Action Smoke evidence infrastructure downstream workflow result and validated artifacts

The tools exchange versioned files or invoke released CLIs at process boundaries; none requires the rest of the portfolio. The smoke repository is intentionally not a user-facing product.

See the scored front-door decision, positioning records, and public claim/evidence matrix.

Public install paths

Every command below resolves an immutable public version. Registry publication is stated explicitly; GitHub release assets are used where registry ownership is not configured.

# ResiliReplay 0.7.0 from npm
npx --yes resilireplay@0.7.0 mcp demo --keep

# PhaseProbe 0.3.0 from PyPI
python -m pip install "phaseprobe==0.3.0" "pytest==8.4.1"
phaseprobe scan --example logistic
phaseprobe generate-test .phaseprobe/runs/<run-id>/replay.json
phaseprobe verify-evidence tests/generated/logistic_map-pytest-evidence.json
python -m pytest -q tests/generated

# Verifaxis 0.2.0 from its public GitHub release wheel (not PyPI)
python -m pip install "https://github.com/aliengineering-byte/verifaxis/releases/download/v0.2.0/verifaxis-0.2.0-py3-none-any.whl"
verifaxis demo --evidence-output demo-evidence.json
verifaxis verify-evidence demo-evidence.json

# AgentTX 0.2.0 from its public GitHub release tarball (npm latest is 0.1.0)
pnpm dlx "https://github.com/aliengineering-byte/agenttx/releases/download/v0.2.0/agenttx-0.2.0.tgz" demo

# GaugeMesh 0.2.0 Linux release archive (not crates.io)
curl --fail --location --remote-name https://github.com/aliengineering-byte/gaugemesh/releases/download/v0.2.0/gaugemesh-v0.2.0-x86_64-unknown-linux-gnu.zip
unzip gaugemesh-v0.2.0-x86_64-unknown-linux-gnu.zip -d gaugemesh-v0.2.0
./gaugemesh-v0.2.0/gaugemesh route explain --decision-contract > selected.json
./gaugemesh-v0.2.0/gaugemesh route validate selected.json

Checksums and release notes: GaugeMesh 0.2.0, AgentTX 0.2.0, Verifaxis 0.2.0, and PhaseProbe 0.3.0.

Five-minute flagship proof

With Node.js 22 or 24:

npx --yes resilireplay@0.7.0 mcp demo --keep

The credential-free local demo runs a clean MCP call, reproduces one deterministic failure, verifies bounded recovery with no duplicate effect, generates and executes a regression, and keeps the evidence under .resilireplay/demo/. See the five-minute MCP guide and the independent Action smoke.

Two honest tracks

  • Agent reliability: GaugeMesh routes while preserving declared constraints; AgentTX contains repository edits; Verifaxis evaluates explicit claims; ResiliReplay tests MCP recovery. Use only the stages the task actually needs.
  • Scientific reliability: PhaseProbe brackets a qualitative transition and exports a pytest regression. Verifaxis or ResiliReplay belongs here only when a real verifier or failure-replay boundary is present.

Current boundaries

  • These tools provide evidence for their documented scopes; they are not security certifications.
  • AgentTX does not sandbox a child process or reverse external side effects.
  • GaugeMesh is a GitHub/GHCR developer preview and is not on crates.io. Verifaxis remains a research prototype distributed as a GitHub prerelease wheel, not through PyPI.
  • AgentTX 0.2.0 is available from GitHub; the npm registry still serves 0.1.0 as latest.
  • PhaseProbe requires the user to define a scientifically meaningful observable and predicate.
  • ResiliReplay requires explicit ownership and approval before exercising remote or effectful tools.

Found a reproducibility failure, confusing quickstart, or missing integration? Open an issue in the affected repository. Successful integrations can be reported through each project's adoption or compatibility issue path. No AEB tool sends telemetry or stars a repository on a user's behalf.

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