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Aegis

undercurrentai/aegis-mcp
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Summary

If you're building agents that do anything consequential, this gives them a decision checkpoint they can call before acting. It runs six quantitative gates (risk, profit, novelty, complexity, quality, utility) and returns PROCEED, PAUSE, HALT, or ESCALATE with scored rationale. The real win is the hash-chained audit trail: every decision gets a tamper-evident log entry you can hand to compliance. Works locally in sandbox mode with no signup, or connect to the hosted server for full history and verification tools. Designed for NIST AI RMF and EU AI Act artifact generation, so it's aimed at regulated environments where "the agent did it" isn't documentation.

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UpdatedJun 10, 2026
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AEGIS Governance — MCP Server

PyPI License: BSL-1.1

Quantitative governance for AI agents and engineering decisions. AEGIS evaluates proposals through six quantitative gates — Risk, Profit, Novelty, Complexity, Quality, Utility — and returns a structured decision (PROCEED / PAUSE / HALT / ESCALATE) with confidence scores, rationale, and a hash-chained audit trail.

Give your agent a decision gate it can call before it acts — and an audit record compliance can actually read (NIST AI RMF, EU AI Act Annex IV).

  • Works immediately, no signup: the local server runs in sandbox mode (10 evaluations/day).
  • 6 local tools (evaluations, risk checks, health, decision history, usage) — 10 on the hosted server.
  • Hosted server with hash-chained audit trails — free Community tier (100 evaluations/month, no credit card).
  • Want to see it before connecting? Try the Advisor in your browser — no install, no signup.

Quickstart (local, no account needed)

pip install "aegis-governance[mcp]"

Claude Code

claude mcp add aegis -- aegis-mcp-server

Cursor (.cursor/mcp.json) / Windsurf / any stdio MCP client:

{
  "mcpServers": {
    "aegis": { "command": "aegis-mcp-server" }
  }
}

VS Code (.vscode/mcp.json):

{
  "servers": {
    "aegis": { "type": "stdio", "command": "aegis-mcp-server" }
  }
}

Runs in sandbox mode out of the box. Set AEGIS_API_KEY in the server's environment (free key) to unlock decision history, usage reports, and risk checks. Requires Python >= 3.10.

Hosted server (streamable-http, full 10-tool surface)

Get a free API key at portal.undercurrentholdings.com (GitHub/Google sign-in, key provisioned automatically), then:

Claude Code

claude mcp add --transport streamable-http aegis https://mcp.aegis.undercurrentholdings.com/mcp \
  --header "Authorization: Bearer YOUR_API_KEY"

Cursor (.cursor/mcp.json) / Windsurf / any streamable-http MCP client:

{
  "mcpServers": {
    "aegis": {
      "type": "streamable-http",
      "url": "https://mcp.aegis.undercurrentholdings.com/mcp",
      "headers": {
        "Authorization": "Bearer YOUR_API_KEY"
      }
    }
  }
}

VS Code (.vscode/mcp.json):

{
  "servers": {
    "aegis": {
      "type": "http",
      "url": "https://mcp.aegis.undercurrentholdings.com/mcp",
      "headers": {
        "Authorization": "Bearer YOUR_API_KEY"
      }
    }
  }
}

Prefer a local SDK instead of MCP?

The Python SDK has a sandbox mode that works with no account at all (10 evaluations/day):

pip install aegis-governance
from aegis import Aegis

decision = Aegis().evaluate(
    proposal_summary="Add Redis caching layer to reduce API latency",
    risk_baseline=0.02, risk_proposed=0.05,
    novelty_score=0.75, complexity_score=0.8, quality_score=0.9,
)
print(decision.status)  # "proceed"

The local stdio MCP server above ships in aegis-governance >= 1.3.0 via the [mcp] extra.

Tools

ToolWhat it does
aegis_evaluate_proposalFull six-gate evaluation of a proposal; returns PROCEED/PAUSE/HALT/ESCALATE with per-gate scores and rationale
aegis_quick_risk_checkFast risk screen for a proposed change
aegis_check_thresholdsCurrent gate threshold configuration
aegis_get_scoring_guideDomain-specific guidance for deriving gate parameters (e.g. cicd)
aegis_record_proposalRecord a proposal for later verification
aegis_list_proposalsList recorded proposals
aegis_verify_proposalsVerify recorded proposals against outcomes
aegis_list_decisionsList past governance decisions
aegis_get_decisionFetch a specific decision with full audit detail
aegis_crypto_statusHash-chain audit integrity status

Why a governance gate?

AI agents make thousands of decisions with no record of why. AEGIS gives every consequential action a quantitative evaluation and a tamper-evident audit entry — so "the agent decided to deploy" becomes a signed, replayable record with gate scores and rationale.

  • Six gates: Risk, Profit, Novelty, Complexity, Quality, Utility — calibrated thresholds, KL-divergence drift detection
  • Audit-ready: hash-chained decision log; NIST AI RMF and EU AI Act Annex IV artifact generation
  • Five integration surfaces: MCP (this repo), Python SDK, REST API, CLI, GitHub Action

Links

  • Docs: aegis.undercurrentholdings.com/docs · MCP tools reference
  • Try it in the browser (no install): AEGIS Advisor
  • Pricing: portal.undercurrentholdings.com/pricing — free Community tier; paid tiers for teams and regulated environments
  • Source distribution: PyPI aegis-governance (BSL-1.1)

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