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MCP live v1.0.0 MCP 2025-11-25 streamable-http

ai.geodesiclabs/governance-platform

ai.geodesiclabs/governance-platform

Deterministic AI governance platform. Validates agent outputs, discovers patterns, solves math.

Uptime
22.4%
85 probes
Response
1498ms
last probe
Tools
37
callable
Resources
1
readable
Prompts
2
available
Primary URL
https://app.geodesiclabs.ai/mcp

Tools · 37

validate

Validate structured data against a Blueprint's rules BEFORE the result is used. Returns PASS, FAIL, or REVIEW with plain-language findings, repair suggestions, a determinism hash, and a re-ver…

validate_repair

Validate structured data against a Blueprint and, when it fails, include repair suggestions (corrected values with the rule each fix is based on) in the same call. Same verdicts as validate: P…

create_blueprint

Create a Blueprint - the governance contract validation runs against. A Blueprint defines what correct means for your data: fields, the math that must hold between them, and acceptable ranges…

list_blueprints

List the Blueprints on this account with field/rule/constraint counts and mode. Use the returned workflow_name as 'blueprint' in validate.

repair

One-shot repair: return corrected values that would make failing data valid under the Blueprint. Use repair_path to see the steps instead.

check_blueprint_health

Static pre-deploy analysis of a Blueprint's rule set. Returns a health verdict - healthy, acceptable, fragile, rigid, split, brittle_islands, or unsatisfiable - with advice, including joint co…

compare_semantic_equivalence

Compare two payloads under the dual-hash design: content_hash is invariant to field order and numeric formatting (5 vs '5.00'); semantic_hash additionally to field renaming. Verdicts: iden…

govern_inference

Quality-govern an in-progress AI generation step BEFORE its output is used (complements validate, which checks finished documents). Returns an action - STOP, CONTINUE, REPAIR_REGION, REUSE_MOT…

get_inference_trace

Retrieve the durable audit trail for a governed generation: every recorded decision and its reasons.

recent_inference_decisions

Recent generation-governance decisions across all runs - what was approved, held, and escalated.

verify_certificate

Independently re-verify a validation certificate. Integrity mode checks the hash chain; full mode (certificate + original data) recomputes every attested rule from scratch - trust nothing, rec…

profile_blueprint_robustness

Sweep the Blueprint's numeric constraint bounds and report verdict stability: the stable band, the scales where the verdict first flips, and advice. Use before deploying bound changes.

forecast

Deterministic forward reasoning: from the current data state, generate and rank the valid next states reachable under the Blueprint's rules.

discover_patterns

Learn candidate validation rules and structural document types from a batch of your records, deterministically - no Blueprint required. Promote results with approve_rule. Source data is not st…

repair_path

Find the shortest sequence of field changes taking invalid data to a valid state, as an ordered path of intermediate states. Different from repair (one-shot nearest fix): use repair_path to ex…

counterfactual

Run the same data under two rule sets and compare which future states remain valid - what-if analysis for rule changes.

analyze_anomaly

Explain whether a record fits the usual pattern for records like it, and which fields stand out. No Blueprint required.

create_chain

Create a multi-agent sequential chain: stages validate in order against one Blueprint, repairs propagate forward, TTL bounds the run. Siblings: submit_chain_stage advances the chain; handoff_a…

submit_chain_stage

Submit data for the chain's current stage; the platform validates it and advances the chain if it passes. Response includes next-stage info and accumulated repairs.

handoff_audit

Audit a handoff between two chain stages: a context capsule of verified facts from the prior stage, and (if proposed_data is given) a compatibility verdict that catches fields mutated in trans…

approve_rule

Promote a rule discovered by discover_patterns into Blueprint-ready form.

reject_rule

Reject a discovered candidate rule so it will not be promoted into a Blueprint. Pair with approve_rule after discover_patterns.

structural_types

Retrieve the document categories a discover_patterns session identified (counts, distinguishing fields, domain hints). Read-only; returns status=no_session if discovery has not run for this na…

decompose_failure

Split the error between original and corrected values into direct rule violations, boundary violations, and systemic structural error, with per-field contributions. Use with a known-correct ve…

geometric_confidence

Summarize an already-computed state_vector into a confidence level (high/medium/low) with a recommendation. Post-hoc digest - use analyze_anomaly or check_drift for fresh analysis of raw data.…

check_realization

Structural realization analysis of a payload against the Blueprint's reference configuration (requires a 'realization' block; otherwise status=skipped). Diagnostics-tier tool; prefer validate …

check_drift

Check whether recent submissions still match the established pattern for this Blueprint. Returns a stability verdict and observation count.

authorize_execution

Go/no-go for a real-world action (payment, filing, API write): runs full validation, then the Blueprint's execution gate. authorized=true only on PASS; REVIEW means do not proceed automaticall…

load_rule_pack

Load a prebuilt Blueprint template (invoices, timecards, legal, POs, claims). Call without pack_id to list packs; then create_blueprint to save a customized copy.

get_execution_trace

Run validation and return the per-node execution trace (node names, deterministic flags, timing) plus the verdict and determinism hash. Use validate for normal operation; this is for debugging…

verify_replay

Verify two replay contracts represent the same deterministic execution: same input + same rules = same result, byte-identical. Mismatch fields localize the cause (data, rules, platform version…

account_status

This account's plan, key usage, Blueprint counts, and the deployed platform build fingerprint (version, build, deployed).

delete_blueprint

Permanently delete a Blueprint and revoke its API keys. Irreversible; requires confirm=true. Account-level keys are unaffected.

update_blueprint

Update an existing Blueprint in place. Only passed fields change; pass [] to clear a list. workflow_name cannot be renamed and existing API keys keep working. Different from create_blueprint: …

list_api_keys

List this account's API keys (masked) with their Blueprint bindings.

rotate_api_key

Replace an API key with a fresh one. The old key stops working immediately; the new key inherits its bindings.

delete_api_key

Permanently delete one of the caller's API keys. DESTRUCTIVE — agents using the deleted key will receive auth errors immediately. The Blueprint a key was tied to (if any) is NOT affected;…

Resources · 1

user_guide_resource

The GeodesicAI user guide. Covers all tools, Blueprint design, Trajectory mode, and demo walkthroughs. Agents should read this on first connection to understand the platform's capabilities, s…

geodesicai://docs/user-guide

Prompts · 2

blueprint_guide

Comprehensive guide to designing GeodesicAI Blueprints — governance contracts that define validation rules for structured data.

explain_result

Turn a validation result into plain English using the agent's own LLM. This is a prompt, not a tool — it returns a summarization template that the calling agent fills in with its own inferenc…

How to use

Add to your Claude Desktop / Cursor / Cline MCP config:

{
  "mcpServers": {
    "ai.geodesiclabs/governance-platform": {
      "url": "https://app.geodesiclabs.ai/mcp",
      "transport": "streamable-http"
    }
  }
}