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Connect AI agents to Neotic to create and manage contextual in-app product experiences based on routes, user plans, events, and custom conditions.

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Status
Unhealthy
Uptime
27.4% over 72 days
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP
URL

TDQS

C2.4/5.0

Scored across 140 tools

Disambiguation1/5

Every one of the 70 logical tools is exposed twice (cognitive.name and cognitive_name), so agents cannot reliably distinguish which variant to call. Beyond the duplication, significant conceptual overlap exists among orchestration tools (execute_task, solve_and_compare, run_closed_loop_agent) and counterfactual tools (counterfactual_what_if, evaluate_counterfactual_query, plan_with_counterfactuals).

Naming Consistency2/5

The naming scheme mixes two prefix separators for identical tools (dot 'cognitive.' vs underscore 'cognitive_'), making the pattern unpredictable. Individual verbs are mostly descriptive verb_noun forms, but the systematic separator split and a few bare verbs like 'cognitive.infer' break consistency.

Tool Count1/5

140 tools is an extreme count for any MCP server, and even collapsing duplicates leaves 70 tools spanning math, ethics, language, simulation, and strategy management. This is far beyond a well-scoped surface and would overwhelm any agent's tool selection.

Completeness4/5

The cognitive-engine domain is broadly covered: strategy lifecycle (propose, verify, get), experience episodes (start, record, submit), evidence graphs, planning, simulation, math, language grounding, and ethics. Minor gaps exist, such as no explicit strategy-listing or retirement tool, but core workflows have no obvious dead ends.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 4 tool updates
    • Addedcognitive_crucible_stress_test
    • Addedcognitive_refine_lattice_from_feedback
    • Addedcognitive.crucible_stress_test
    • Addedcognitive.refine_lattice_from_feedback
  2. 12 tool updates
    • Addedcognitive_compile_invariant_lattice
    • Addedcognitive_compute_lattice_signature
    • Addedcognitive_induce_morphic_transfer
    • Addedcognitive_project_to_manifold
    • Addedcognitive_synthesize_singular_path
    • Addedcognitive_verify_lattice_transition
    • Addedcognitive.compile_invariant_lattice
    • Addedcognitive.compute_lattice_signature
    • Addedcognitive.induce_morphic_transfer
    • Addedcognitive.project_to_manifold
    • Addedcognitive.synthesize_singular_path
    • Addedcognitive.verify_lattice_transition
  3. 2 tool updates
    • Changedcognitive_solve_word_problem6 fields changed
      • removedInput schema / properties / quantities / additionalProperties
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "number"
        -    },
        -    {
        -      "type": "integer"
        -    }
        -  ]
        -}
      • addedInput schema / properties / quantities / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": {
        +      "anyOf": [
        +        {
        +          "type": "number"
        +        },
        +        {
        +          "type": "integer"
        +        }
        +      ]
        +    },
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedInput schema / properties / quantities / default
        Added value: +null
      • removedInput schema / properties / quantities / type
        Removed value: -"object"
      • addedInput schema / properties / question / default
        Added value: +""
      • removedInput schema / required
        Removed value: -[
        -  "question",
        -  "quantities"
        -]
    • Changedcognitive.solve_word_problem6 fields changed
      • removedInput schema / properties / quantities / additionalProperties
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "number"
        -    },
        -    {
        -      "type": "integer"
        -    }
        -  ]
        -}
      • addedInput schema / properties / quantities / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": {
        +      "anyOf": [
        +        {
        +          "type": "number"
        +        },
        +        {
        +          "type": "integer"
        +        }
        +      ]
        +    },
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedInput schema / properties / quantities / default
        Added value: +null
      • removedInput schema / properties / quantities / type
        Removed value: -"object"
      • addedInput schema / properties / question / default
        Added value: +""
      • removedInput schema / required
        Removed value: -[
        -  "question",
        -  "quantities"
        -]
  4. 20 tool updates
    • Addedcognitive_audit_evidence_graph
    • Addedcognitive_build_evidence_graph
    • Addedcognitive_evaluate_claim_evidence
    • Addedcognitive_evaluate_counterfactual_query
    • Changedcognitive_execute_task5 fields changed
      • removedInput schema / properties / task / additionalProperties
        Removed value: -true
      • addedInput schema / properties / task / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedInput schema / properties / task / default
        Added value: +null
      • removedInput schema / properties / task / type
        Removed value: -"object"
      • removedInput schema / required
        Removed value: -[
        -  "task"
        -]
    • Addedcognitive_get_final_evidence_result
    • Changedcognitive_identify_task5 fields changed
      • removedInput schema / properties / task_structure / additionalProperties
        Removed value: -true
      • addedInput schema / properties / task_structure / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedInput schema / properties / task_structure / default
        Added value: +null
      • removedInput schema / properties / task_structure / type
        Removed value: -"object"
      • removedInput schema / required
        Removed value: -[
        -  "task_structure"
        -]
    • Changedcognitive_parse_task5 fields changed
      • addedInput schema / properties / description
        Added value: +{
        +  "default": "",
        +  "title": "Description",
        +  "type": "string"
        +}
      • addedInput schema / properties / prompt
        Added value: +{
        +  "default": "",
        +  "title": "Prompt",
        +  "type": "string"
        +}
      • addedInput schema / properties / task_text
        Added value: +{
        +  "default": "",
        +  "title": "Task Text",
        +  "type": "string"
        +}
      • addedInput schema / properties / text / default
        Added value: +""
      • removedInput schema / required
        Removed value: -[
        -  "text"
        -]
    • Addedcognitive_plan_with_counterfactuals
    • Changedcognitive_solve_and_compare5 fields changed
      • removedInput schema / properties / task / additionalProperties
        Removed value: -true
      • addedInput schema / properties / task / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedInput schema / properties / task / default
        Added value: +null
      • removedInput schema / properties / task / type
        Removed value: -"object"
      • removedInput schema / required
        Removed value: -[
        -  "task"
        -]
    • Addedcognitive.audit_evidence_graph
    • Addedcognitive.build_evidence_graph
    • Addedcognitive.evaluate_claim_evidence
    • Addedcognitive.evaluate_counterfactual_query
    • Changedcognitive.execute_task5 fields changed
      • removedInput schema / properties / task / additionalProperties
        Removed value: -true
      • addedInput schema / properties / task / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedInput schema / properties / task / default
        Added value: +null
      • removedInput schema / properties / task / type
        Removed value: -"object"
      • removedInput schema / required
        Removed value: -[
        -  "task"
        -]
    • Addedcognitive.get_final_evidence_result
    • Changedcognitive.identify_task5 fields changed
      • removedInput schema / properties / task_structure / additionalProperties
        Removed value: -true
      • addedInput schema / properties / task_structure / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedInput schema / properties / task_structure / default
        Added value: +null
      • removedInput schema / properties / task_structure / type
        Removed value: -"object"
      • removedInput schema / required
        Removed value: -[
        -  "task_structure"
        -]
    • Changedcognitive.parse_task5 fields changed
      • addedInput schema / properties / description
        Added value: +{
        +  "default": "",
        +  "title": "Description",
        +  "type": "string"
        +}
      • addedInput schema / properties / prompt
        Added value: +{
        +  "default": "",
        +  "title": "Prompt",
        +  "type": "string"
        +}
      • addedInput schema / properties / task_text
        Added value: +{
        +  "default": "",
        +  "title": "Task Text",
        +  "type": "string"
        +}
      • addedInput schema / properties / text / default
        Added value: +""
      • removedInput schema / required
        Removed value: -[
        -  "text"
        -]
    • Addedcognitive.plan_with_counterfactuals
    • Changedcognitive.solve_and_compare5 fields changed
      • removedInput schema / properties / task / additionalProperties
        Removed value: -true
      • addedInput schema / properties / task / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedInput schema / properties / task / default
        Added value: +null
      • removedInput schema / properties / task / type
        Removed value: -"object"
      • removedInput schema / required
        Removed value: -[
        -  "task"
        -]
  5. 22 tool updates
    • Addedcognitive_compute_number_theory
    • Addedcognitive_create_simulated_environment
    • Addedcognitive_evaluate_generalization_benchmarks
    • Addedcognitive_matrix_algebra
    • Addedcognitive_run_closed_loop_agent
    • Addedcognitive_run_multi_agent_simulation
    • Addedcognitive_solve_arithmetic
    • Addedcognitive_solve_equation_system
    • Addedcognitive_solve_word_problem
    • Addedcognitive_step_simulated_environment
    • Addedcognitive_verify_arithmetic_claim
    • Addedcognitive.compute_number_theory
    • Addedcognitive.create_simulated_environment
    • Addedcognitive.evaluate_generalization_benchmarks
    • Addedcognitive.matrix_algebra
    • Addedcognitive.run_closed_loop_agent
    • Addedcognitive.run_multi_agent_simulation
    • Addedcognitive.solve_arithmetic
    • Addedcognitive.solve_equation_system
    • Addedcognitive.solve_word_problem
    • Addedcognitive.step_simulated_environment
    • Addedcognitive.verify_arithmetic_claim
  6. 24 tool updates
    • Addedcognitive_analyze_communication
    • Addedcognitive_arbitrate_temporal_objectives
    • Addedcognitive_compute_intrinsic_rewards
    • Addedcognitive_evaluate_cooperation
    • Addedcognitive_generate_and_prioritize_goals
    • Addedcognitive_ground_language
    • Addedcognitive_infer_human_values
    • Addedcognitive_inspect_lexicon
    • Addedcognitive_learn_language_interaction
    • Addedcognitive_resolve_intent
    • Addedcognitive_theory_of_mind
    • Addedcognitive_verify_ethics_and_norms
    • Addedcognitive.analyze_communication
    • Addedcognitive.arbitrate_temporal_objectives
    • Addedcognitive.compute_intrinsic_rewards
    • Addedcognitive.evaluate_cooperation
    • Addedcognitive.generate_and_prioritize_goals
    • Addedcognitive.ground_language
    • Addedcognitive.infer_human_values
    • Addedcognitive.inspect_lexicon
    • Addedcognitive.learn_language_interaction
    • Addedcognitive.resolve_intent
    • Addedcognitive.theory_of_mind
    • Addedcognitive.verify_ethics_and_norms
  7. 18 tool updates
    • Addedcognitive_allocate_compute
    • Addedcognitive_assess_competence
    • Addedcognitive_counterfactual_what_if
    • Addedcognitive_inspect_self_model
    • Addedcognitive_learn_world_model
    • Addedcognitive_monitor_reasoning
    • Addedcognitive_predict_world_state
    • Addedcognitive_safe_self_improve
    • Addedcognitive_simulate_actions
    • Addedcognitive.allocate_compute
    • Addedcognitive.assess_competence
    • Addedcognitive.counterfactual_what_if
    • Addedcognitive.inspect_self_model
    • Addedcognitive.learn_world_model
    • Addedcognitive.monitor_reasoning
    • Addedcognitive.predict_world_state
    • Addedcognitive.safe_self_improve
    • Addedcognitive.simulate_actions
  8. 18 tool updates
    • Addedcognitive_analogical_transfer
    • Addedcognitive_causal_analysis
    • Addedcognitive_compose_strategies
    • Addedcognitive_few_shot_induce
    • Addedcognitive_hierarchical_plan
    • Addedcognitive_infer
    • Addedcognitive_learn_from_mistake
    • Addedcognitive_synthesize_program
    • Addedcognitive_tree_search
    • Addedcognitive.analogical_transfer
    • Addedcognitive.causal_analysis
    • Addedcognitive.compose_strategies
    • Addedcognitive.few_shot_induce
    • Addedcognitive.hierarchical_plan
    • Addedcognitive.infer
    • Addedcognitive.learn_from_mistake
    • Addedcognitive.synthesize_program
    • Addedcognitive.tree_search
  9. 4 tool updates
    • Addedcognitive_parse_task
    • Changedcognitive_start_experience2 fields changed
      • addedInput schema / properties / parent_experience_id
        Added value: +{
        +  "default": "",
        +  "title": "Parent Experience Id",
        +  "type": "string"
        +}
      • addedInput schema / properties / subgoal
        Added value: +{
        +  "default": "",
        +  "title": "Subgoal",
        +  "type": "string"
        +}
    • Addedcognitive.parse_task
    • Changedcognitive.start_experience2 fields changed
      • addedInput schema / properties / parent_experience_id
        Added value: +{
        +  "default": "",
        +  "title": "Parent Experience Id",
        +  "type": "string"
        +}
      • addedInput schema / properties / subgoal
        Added value: +{
        +  "default": "",
        +  "title": "Subgoal",
        +  "type": "string"
        +}
  10. 6 tool updates
    • Addedcognitive_execute_task
    • Addedcognitive_get_strategy_report
    • Addedcognitive_list_experiments
    • Addedcognitive.execute_task
    • Addedcognitive.get_strategy_report
    • Addedcognitive.list_experiments
  11. 12 tool updates
    • Addedcognitive_get_experiment
    • Addedcognitive_get_guidance
    • Addedcognitive_get_strategy
    • Addedcognitive_identify_task
    • Addedcognitive_propose_strategy
    • Addedcognitive_record_experience
    • Addedcognitive_report_transfer
    • Addedcognitive_solve_and_compare
    • Addedcognitive_start_experience
    • Addedcognitive_submit_outcome
    • Addedcognitive_verify_strategy
    • Changedcognitive.verify_strategy2 fields changed
      • addedInput schema / properties / task_structure_id
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Task Structure Id"
        +}
      • addedInput schema / properties / trust_trace_objective
        Added value: +{
        +  "default": false,
        +  "title": "Trust Trace Objective",
        +  "type": "boolean"
        +}
  12. 1 tool update
    • Addedcognitive.solve_and_compare
  13. 10 tool updates
    • First observedcognitive.get_experiment
    • First observedcognitive.get_guidance
    • First observedcognitive.get_strategy
    • First observedcognitive.identify_task
    • First observedcognitive.propose_strategy
    • First observedcognitive.record_experience
    • First observedcognitive.report_transfer
    • First observedcognitive.start_experience
    • First observedcognitive.submit_outcome
    • First observedcognitive.verify_strategy

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