ThinkNEO Control Plane
Server Details
Enterprise AI Control Plane: governance, guardrails, spend tracking, compliance & smart routing.
- Status
- Healthy
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- thinkneo-ai/mcp-server
- GitHub Stars
- 3
- Server Listing
- ThinkNEO MCP Server
Glama MCP Gateway
Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.
Full call logging
Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.
Tool access control
Enable or disable individual tools per connector, so you decide what your agents can and cannot do.
Managed credentials
Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.
Usage analytics
See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.
Tool Definition Quality
Average 3.9/5 across 71 of 71 tools scored. Lowest: 2.9/5.
Most tools have distinct purposes, but some overlap exists among safety/security tools (check, detect_injection, evaluate_guardrail) and policy tools (check_policy, policy_evaluate). Descriptions help differentiate, but the sheer number of tools (71) increases the chance of misselection.
All tools follow a consistent snake_case pattern, with a clear prefix (thinkneo_). The majority use verb_noun structure, and deviations (e.g., decision_cost) are rare and still intuitive. The naming is highly predictable.
71 tools is high, but the server covers a broad domain (governance, observability, registry, etc.). Many tools are granular (e.g., multiple get_* and check_* variants), which could be consolidated. The count is borderline excessive but not unjustified.
The tool set comprehensively covers AI governance, observability, security, cost management, performance, verification, and marketplace interactions. No obvious gaps for its stated purpose; all major lifecycle operations are present.
Available Tools
68 toolsthinkneo_a2a_auditRead-onlyIdempotentInspect
Retrieve immutable audit trail for A2A interactions with hash verification. Each event is cryptographically chained for tamper detection.
| Name | Required | Description | Default |
|---|---|---|---|
| trace_id | No | Filter by trace ID | |
| workspace | No | Workspace identifier | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_a2a_flowRead-onlyIdempotentInspect
Visualize agent-to-agent communication flow. Shows registered agents, their approval status, and interaction patterns from the live gateway.
| Name | Required | Description | Default |
|---|---|---|---|
| workspace | No | Workspace identifier | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_a2a_logRead-onlyIdempotentInspect
Retrieve A2A (agent-to-agent) interaction logs from the live gateway. Shows which agents called which, actions performed, costs, and outcomes.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Max events to return | |
| workspace | No | Workspace identifier | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_a2a_policyRead-onlyIdempotentInspect
Retrieve A2A interaction policies from the live gateway. Shows allowed actions, rate limits, cost caps, and approval requirements.
| Name | Required | Description | Default |
|---|---|---|---|
| workspace | No | Workspace identifier | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_agent_roiRead-onlyIdempotentInspect
Calculate ROI per AI agent. Shows value generated vs AI cost consumed, with daily trend, success rate, and comparison to pre-AI baseline. Answers: 'Is this agent generating or consuming value?' and 'What's the ROI trend?'
| Name | Required | Description | Default |
|---|---|---|---|
| days | No | Number of days to analyze | |
| workspace | No | Workspace identifier | default |
| agent_name | No | Specific agent to analyze. If omitted, returns all agents. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_alert_rule_createInspect
Create a Monitor Agent alert rule. Example: notify by email when API key 'X' reaches 75% of its budget → metric=key_spend_pct_of_budget, operator=gte, threshold=75, scope_value=, budget_usd=. Requires an admin API key.
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes | Human-readable rule name | |
| metric | Yes | One of: key_spend_24h_usd, key_spend_30d_usd, key_spend_pct_of_budget, workspace_error_rate_pct, workspace_max_rps, workspace_requests, workspace_spend_24h_usd, workspace_spend_30d_usd | |
| channels | No | Comma-separated: email, discord_webhook, whatsapp | |
| operator | No | Comparison: gte, gt, lte, lt, eq | gte |
| severity | No | low, medium, high, critical | medium |
| threshold | Yes | Threshold value to compare the metric against | |
| workspace | No | Workspace id (optional — defaults to the API key's workspace) | |
| budget_usd | No | Key budget in USD — required for key_spend_pct_of_budget | |
| scope_value | No | API key id — required for key_* metrics | |
| cooldown_minutes | No | Minimum minutes between firings |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_alert_rule_deleteDestructiveIdempotentInspect
Delete a Monitor Agent alert rule by its rule_id. Requires an admin API key.
| Name | Required | Description | Default |
|---|---|---|---|
| rule_id | Yes | The rule_id to delete (from thinkneo_alert_rule_list) | |
| workspace | No | Workspace id (optional — defaults to the API key's workspace) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_alert_rule_listRead-onlyIdempotentInspect
List your configurable Monitor Agent alert rules. Each rule watches a metric (e.g. an API key reaching a % of its budget, workspace spend, error rate) and notifies your channels (email/discord/whatsapp) when it fires. Requires an admin API key.
| Name | Required | Description | Default |
|---|---|---|---|
| workspace | No | Workspace id (optional — defaults to the API key's workspace) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_alert_rule_testInspect
Send a test notification through a rule's configured channels to confirm delivery (email/discord/whatsapp). Requires an admin API key.
| Name | Required | Description | Default |
|---|---|---|---|
| rule_id | Yes | The rule_id to test (from thinkneo_alert_rule_list) | |
| workspace | No | Workspace id (optional — defaults to the API key's workspace) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_audit_exportRead-onlyIdempotentInspect
Export audit events from the live gateway. Supports JSON and CSV formats with date range filtering for SIEM integration.
| Name | Required | Description | Default |
|---|---|---|---|
| format | No | Output format: ndjson or csv | ndjson |
| end_date | No | End date ISO format | |
| workspace | No | Workspace identifier | default |
| start_date | No | Start date ISO format |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_benchmark_compareRead-onlyIdempotentInspect
Compare providers side-by-side for a specific task type. Shows quality scores, verification rates, and rankings based on real outcomes. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| providers | No | Optional list of providers to compare (e.g., ['anthropic', 'openai']). Leave empty for all. | |
| task_type | Yes | Task type to compare: 'summarization', 'code_generation', 'classification', 'translation', 'analysis', 'chat' |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_benchmark_reportRead-onlyIdempotentInspect
View the outcome benchmark matrix — real quality scores per provider/model/task_type based on verified outcomes, not static estimates. Shows verification rates, sample counts, and rankings. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| task_type | No | Filter by task type: 'summarization', 'code_generation', 'classification', 'translation', etc. Leave empty for all. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_bridge_a2a_to_mcpRead-onlyIdempotentInspect
Bridge A2A agents to MCP tool format.
| Name | Required | Description | Default |
|---|---|---|---|
| agent_name | No | A2A agent name to map |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_bridge_generate_agent_cardRead-onlyIdempotentInspect
Generate an A2A Agent Card from registry data.
| Name | Required | Description | Default |
|---|---|---|---|
| agent_id | Yes | Agent ID from registry |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_bridge_list_mappingsRead-onlyIdempotentInspect
List all MCP <-> A2A bridge mappings for a tenant.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_bridge_mcp_to_a2aRead-onlyIdempotentInspect
Bridge MCP tool registry to A2A format. Shows tool-to-skill mappings.
| Name | Required | Description | Default |
|---|---|---|---|
| tool_name | No | MCP tool name to bridge |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_business_impactRead-onlyIdempotentInspect
Executive business impact dashboard. Returns a single view of: total value generated by AI agents, total AI cost, net ROI, risk avoided in dollars, cost per decision, top performing agents, and risk event summary. This is the report a CxO needs to justify AI investment.
| Name | Required | Description | Default |
|---|---|---|---|
| period | No | Time period: 'this-week', 'this-month', 'this-quarter', 'all' | this-month |
| workspace | No | Workspace identifier | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_cache_statusRead-onlyIdempotentInspect
Get semantic cache stats from the live gateway runtime metrics.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_checkRead-onlyIdempotentInspect
Free-tier prompt safety check. Analyzes text for prompt injection patterns and PII (credit card numbers, Brazilian CPF, US SSN, email, phone, passwords). Returns a safety assessment with specific warnings. No authentication required.
| Name | Required | Description | Default |
|---|---|---|---|
| text | Yes | The text or prompt to check for safety issues (max 50,000 characters) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_check_pii_internationalRead-onlyIdempotentInspect
Detect international PII across 30+ document types from 15+ countries: Brazil (CPF, CNPJ, RG, PIS), USA (SSN, EIN, ITIN, Passport), UK (NINO, UTR), Canada (SIN), EU (IBAN, VAT), Germany (Tax-ID), France (INSEE), Spain (DNI/NIE), Italy (Codice Fiscale), Argentina (CUIT), Mexico (CURP/RFC), Australia (TFN/ABN), India (Aadhaar/PAN), China (ID), Japan (My Number), and credit cards (Luhn validated). Required for LGPD/GDPR/HIPAA compliance. No authentication required.
| Name | Required | Description | Default |
|---|---|---|---|
| text | Yes | Text to scan for PII (max 100,000 chars) | |
| countries | No | Filter by country codes (BR, US, UK, CA, EU, DE, FR, ES, IT, AR, MX, AU, IN, CN, JP, INTL). Empty = all. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_check_policyRead-onlyIdempotentInspect
Check AI governance policies including model access, budget limits, data controls, and agent governance from the ThinkNEO gateway.
| Name | Required | Description | Default |
|---|---|---|---|
| workspace | No | Workspace name or ID | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_check_spendRead-onlyIdempotentInspect
Check AI spend summary for a workspace, team, or project. Returns real cost breakdown by provider, model, and time period from the ThinkNEO AI gateway.
| Name | Required | Description | Default |
|---|---|---|---|
| period | No | Time period: today, this-week, this-month, last-month | this-month |
| group_by | No | Group costs by: provider, model, team, or project | provider |
| workspace | No | Workspace name or ID | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_compare_modelsRead-onlyIdempotentInspect
Compare available AI models from the live gateway catalog.
| Name | Required | Description | Default |
|---|---|---|---|
| models | Yes | Comma-separated model IDs to compare (e.g. gpt-4o,claude-sonnet-4-20250514,gemini-2.5-flash) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_completeInspect
Run a governed LLM completion through the ThinkNEO AI gateway. The request is authorized, classified, and policy-checked against your workspace governance BEFORE any provider is called — a blocked prompt never reaches the model. Tenant/workspace are derived from your API key.
| Name | Required | Description | Default |
|---|---|---|---|
| model | No | provider/model, e.g. 'anthropic/claude-haiku-4-5-20251001' | anthropic/claude-haiku-4-5-20251001 |
| prompt | Yes | The user prompt to complete | |
| system | No | Optional system instruction | |
| max_tokens | No | Max output tokens | |
| temperature | No | Sampling temperature |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_compliance_generateRead-onlyIdempotentInspect
Generate a compliance report for regulatory frameworks (EU AI Act, ISO 42001, SOC2, NIST). Exports from live audit data.
| Name | Required | Description | Default |
|---|---|---|---|
| format | No | Output format: ndjson or csv | ndjson |
| framework | No | Framework: eu-ai-act, iso-42001, soc2, nist | eu-ai-act |
| workspace | No | Workspace identifier | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_count_tokensRead-onlyIdempotentInspect
Estimate token count for text (chars/4 approximation).
| Name | Required | Description | Default |
|---|---|---|---|
| text | Yes | Text to estimate tokens for |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_decision_costRead-onlyIdempotentInspect
Analyze cost-per-decision for AI agents. Shows the actual AI cost for each decision, compared to the pre-AI baseline. Answers: 'How much does each AI decision cost?' and 'How does it compare to doing it without AI?'
| Name | Required | Description | Default |
|---|---|---|---|
| period | No | Time period: 'today', 'this-week', 'this-month', 'all' | this-month |
| workspace | No | Workspace identifier | default |
| agent_name | No | Filter by specific agent | |
| process_name | No | Filter by specific process |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_detect_injectionRead-onlyIdempotentInspect
Detect prompt injection attempts in text using guardrail patterns. Also retrieves live guardrails_blocked stats from the gateway.
| Name | Required | Description | Default |
|---|---|---|---|
| text | Yes | Text to analyze for injection attempts |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_detect_wasteRead-onlyIdempotentInspect
Detect waste and inefficiency in AI operations. Analyzes agent performance, A2A communication overhead, error costs, unused capacity, and cost outliers. Returns specific actionable findings like 'you are losing $3,200/month on error retries' or 'this flow is 5x more expensive than your best-performing flow'. This is the diagnostic tool that creates the buying trigger.
| Name | Required | Description | Default |
|---|---|---|---|
| days | No | Analysis window in days | |
| workspace | No | Workspace identifier | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_end_traceInspect
End an active agent trace and get the session summary. Returns total cost, duration, tool/model call counts, and event count. Triggers post-session anomaly detection (cost spikes, error rate). Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| status | No | Final session status: 'success', 'failure', or 'timeout' | success |
| session_id | Yes | Session ID from thinkneo_start_trace |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_evaluate_guardrailRead-onlyIdempotentInspect
Evaluate a prompt or text against ThinkNEO guardrail policies before sending it to an AI provider. Returns risk assessment, violations found, and recommendations. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| text | Yes | The prompt or text content to evaluate for policy violations (max 32,000 characters) | |
| workspace | Yes | Workspace whose guardrail policies to apply for this evaluation | |
| guardrail_mode | No | Evaluation mode: 'monitor' (log violations only) or 'enforce' (block the request on violation) | monitor |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_evaluate_trust_scoreInspect
Evaluate your organization AI Trust Score (0-100) across 10 dimensions: Guardrails, PII Protection, Injection Defense, Audit Trail, Compliance, Model Governance, Cost Controls, Outcome Validation, Observability, and Smart Routing. Returns a score, detailed breakdown, badge level (Platinum/Gold/Silver/Bronze/Unrated), and actionable recommendations. Score is valid for 30 days. Generates a public badge URL for embedding in websites and documentation. Part of the 'From Prompt to Proof' framework. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| org_name | Yes | Organization name for the trust score badge (e.g., 'Acme Corp') |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_get_budget_statusRead-onlyIdempotentInspect
Check AI budget status including spend vs limit, forecast, and chargeback data from the ThinkNEO gateway.
| Name | Required | Description | Default |
|---|---|---|---|
| workspace | No | Workspace name or ID | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_get_compliance_statusRead-onlyIdempotentInspect
Get compliance status including framework coverage (EU AI Act, ISO 42001, NIST AI RMF, SOC 2) and governance assessments from the ThinkNEO gateway.
| Name | Required | Description | Default |
|---|---|---|---|
| framework | No | Filter by framework: eu-ai-act, iso-42001, nist-ai-rmf, soc2, all | all |
| workspace | No | Workspace name or ID | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_get_observability_dashboardRead-onlyIdempotentInspect
Get the agent observability dashboard — aggregated metrics for your AI agents. Includes total sessions, events, cost, error rate, latency, top agents, top tools, active alerts, and cost trend over time. Like Datadog, but for AI agents. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| period | No | Time period: '1h', '24h', '7d', or '30d' | 24h |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_get_proofRead-onlyIdempotentInspect
Retrieve the immutable proof record for a verified claim. Includes the original claim, verification evidence, verifier identity, and a SHA-256 proof hash for tamper detection. This is the 'proof' in 'From Prompt to Proof'. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| claim_id | Yes | UUID of the claim to get proof for |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_get_savings_reportRead-onlyIdempotentInspect
Get your AI cost savings report. Shows total requests routed, original cost (what you'd have paid with premium models), actual cost, total savings, savings percentage, breakdown by task type, and model distribution. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| period | No | Report period: '7d' (7 days), '30d' (30 days), or '90d' (90 days) | 30d |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_get_traceRead-onlyIdempotentInspect
Retrieve the full trace for an agent session. Returns the complete timeline of events (tool calls, model calls, decisions, errors), session metadata, total cost, duration, and any alerts triggered. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| session_id | Yes | Session ID to retrieve the trace for |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_get_trust_badgeRead-onlyIdempotentInspect
Get a public AI Trust Score badge by report token. Returns the organization name, score, badge level, and validity period. Use the badge URL to embed the trust badge in websites and documentation. No authentication required.
| Name | Required | Description | Default |
|---|---|---|---|
| report_token | Yes | The report token from a trust score evaluation (URL-safe string) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_list_alertsRead-onlyIdempotentInspect
List active alerts for budget, policy, SLA, and security from the ThinkNEO gateway.
| Name | Required | Description | Default |
|---|---|---|---|
| severity | No | Filter by severity: critical, high, medium, low, all | all |
| workspace | No | Workspace name or ID | default |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_log_decisionInspect
Log a business decision made by an AI agent. Tracks the AI cost and the business value generated. If a baseline exists for the process, value is auto-calculated from the baseline cost. Example: agent 'support-bot' resolved a 'customer_support_ticket' at $0.03 AI cost, replacing a $12 human-handled ticket. ROI: 400:1.
| Name | Required | Description | Default |
|---|---|---|---|
| outcome | No | Result: 'success', 'escalated', 'rejected', 'error' | success |
| metadata | No | JSON string with additional context | |
| workspace | No | Workspace identifier | default |
| agent_name | Yes | Name of the AI agent that made the decision, e.g. 'support-bot', 'loan-reviewer' | |
| confidence | No | Confidence score 0.0-1.0 | |
| ai_cost_usd | No | Actual AI cost for this decision in USD, e.g. 0.03 | |
| process_name | No | Links to a baseline process for auto ROI calculation | |
| decision_type | Yes | Type of decision, e.g. 'ticket_resolved', 'loan_approved', 'content_reviewed' | |
| value_generated_usd | No | Explicit business value in USD. If omitted and process_name has a baseline, auto-calculated. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_log_eventInspect
Log an event within an active agent trace. Supports event types: tool_call, model_call, decision, error, pii_access, guardrail_triggered. Returns event_id and running session cost. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| cost | No | Estimated cost in USD for this event (e.g., 0.003 for an API call) | |
| metadata | No | Optional dict with additional event context | |
| tool_name | No | Name of the tool called (for tool_call events) | |
| event_type | Yes | Event type: 'tool_call', 'model_call', 'decision', 'error', 'pii_access', or 'guardrail_triggered' | |
| latency_ms | No | Latency in milliseconds for this event | |
| model_name | No | Model used (for model_call events, e.g., 'gpt-4o', 'claude-sonnet-4-20250514') | |
| session_id | Yes | Session ID from thinkneo_start_trace | |
| input_summary | No | Brief summary of the input (max 500 chars, truncated if longer) | |
| output_summary | No | Brief summary of the output (max 500 chars, truncated if longer) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_log_risk_avoidanceInspect
Log a risk event that was blocked or avoided by the governance layer. Quantifies the estimated dollar impact of the avoided risk. Examples: PII leak blocked (est. $50K GDPR fine), prompt injection prevented, policy violation caught before production. If estimated_impact_usd is not provided, a default is calculated from severity.
| Name | Required | Description | Default |
|---|---|---|---|
| severity | No | Severity level: 'low', 'medium', 'high', 'critical' | medium |
| risk_type | Yes | Type: 'pii_leak', 'injection_blocked', 'policy_violation', 'spend_limit', 'compliance_breach', 'data_exfiltration' | |
| workspace | No | Workspace identifier | default |
| agent_name | No | Agent involved, if applicable | |
| description | No | Brief description of what was blocked | |
| estimated_impact_usd | No | Estimated cost if this risk had materialized in USD |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_manage_secretsRead-onlyIdempotentInspect
Check connector grants and secrets status from the gateway.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_optimize_promptRead-onlyIdempotentInspect
Analyze prompt and suggest optimizations with live metrics context.
| Name | Required | Description | Default |
|---|---|---|---|
| prompt | Yes | Prompt text to analyze |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_provider_statusRead-onlyIdempotentInspect
Get real-time health and performance status of AI providers routed through the ThinkNEO gateway. Shows latency, error rates, and availability. No authentication required.
| Name | Required | Description | Default |
|---|---|---|---|
| provider | No | Specific provider to check: openai, anthropic, google, mistral, xai, cohere, or together. Omit to get status for all providers. | |
| workspace | No | Workspace context for provider routing configuration (optional) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_read_memoryRead-onlyIdempotentInspect
Read Claude Code project memory files. Without arguments, returns the MEMORY.md index listing all available memories. With a filename argument, returns the full content of that specific memory file. Use this to access project context, user preferences, feedback, and reference notes persisted across Claude Code sessions.
| Name | Required | Description | Default |
|---|---|---|---|
| filename | No | Name of the memory file to read (e.g. 'user_fabio.md', 'project_thinkneodo_droplet.md'). Omit to get the MEMORY.md index with all available files. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_register_claimInspect
Register an action claim from an AI agent. The agent declares it performed an action (e.g., sent an email, created a PR, wrote a file) and ThinkNEO will verify it actually happened. Returns a claim_id for tracking. Part of the Outcome Validation Loop — 'From Prompt to Proof'. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| action | Yes | Type of action claimed: 'email_sent', 'http_request', 'file_written', 'db_insert', 'pr_created', 'payment_processed', 'message_sent', 'api_call', 'task_completed', 'data_exported', 'notification_sent', 'custom' | |
| target | Yes | Target of the action — what was acted upon. Examples: 'user@example.com' (email), 'https://api.example.com/endpoint' (http), '/opt/data/report.pdf' (file), 'usage_log' (db table) | |
| metadata | No | Optional verification context. For http_status: {expected_status: 200, method: 'GET'}. For file_exists: {expected_hash: 'sha256...'}. For db_row_exists: {where_column: 'id', where_value: '123'}. | |
| ttl_hours | No | Hours until claim expires if not verified (default 24, max 168) | |
| agent_name | No | Name of the agent making the claim (e.g., 'marketing-agent') | |
| session_id | No | Optional observability session_id to link this claim to a trace | |
| evidence_type | Yes | How to verify the claim: 'http_status' (check URL response), 'file_exists' (check file path), 'db_row_exists' (check database row), 'webhook' (wait for callback), 'smtp_delivery' (check email delivery), 'manual' (flag for human review) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_registry_getRead-onlyIdempotentInspect
Get full details for an MCP server package from the ThinkNEO Marketplace. Returns readme, full tools list, version history, reviews, security score, and installation instructions. No authentication required.
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes | Package name (e.g. 'thinkneo-control-plane', 'filesystem', 'github') |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_registry_installInspect
Get installation config for an MCP server from the ThinkNEO Marketplace. Returns ready-to-use JSON config for Claude Desktop, Cursor, Windsurf, or custom clients. Tracks the download. No authentication required.
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes | Package name to install (e.g. 'thinkneo-control-plane') | |
| client_type | No | Your MCP client: claude-desktop, cursor, windsurf, or custom | claude-desktop |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_registry_publishInspect
Publish an MCP server to the ThinkNEO Marketplace. Validates the endpoint by calling initialize and tools/list, runs automated security scan for secrets and injection patterns, computes a security score (0-100), and stores the entry with version history. Validates the endpoint (calls initialize + tools/list), runs security scan (secrets detection, injection patterns), and stores the entry. Authentication required.
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes | Package name (lowercase, hyphens allowed, e.g. 'my-mcp-server') | |
| tags | No | Tags for discoverability (e.g. ['ai', 'governance', 'security']) | |
| readme | No | Full readme/documentation in markdown | |
| license | No | License (e.g. MIT, Apache-2.0) | MIT |
| repo_url | No | Source code repository URL | |
| transport | No | Transport type: streamable-http, sse, or stdio | streamable-http |
| categories | No | Categories: governance, security, data, development, productivity, communication, analytics, devops, finance, marketing, other | |
| description | Yes | Short description of what this MCP server does (max 500 chars) | |
| display_name | Yes | Human-readable display name | |
| endpoint_url | Yes | MCP server endpoint URL (e.g. https://my-server.com/mcp) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_registry_reviewIdempotentInspect
Rate and review an MCP server in the ThinkNEO Marketplace. One review per user per package (updates on repeat). Rating from 1 (poor) to 5 (excellent) with optional comment. Reviews affect the package average rating shown in search results. One review per user per package (updates on repeat). Authentication required.
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes | Package name to review | |
| rating | Yes | Rating from 1 (poor) to 5 (excellent) | |
| comment | No | Review comment (max 2000 chars) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_registry_searchRead-onlyIdempotentInspect
Search the ThinkNEO MCP Marketplace — the npm for MCP tools. Discover MCP servers and tools by keyword, category, rating, or verified status. Returns name, description, tools count, rating, downloads, and verified badge. No authentication required.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Max results to return (1-100, default 20) | |
| query | No | Search query — matches name, description, tags, and tool names | |
| category | No | Filter by category: governance, security, data, development, productivity, communication, analytics, devops, finance, marketing, other | |
| min_rating | No | Minimum average rating (1.0-5.0) | |
| verified_only | No | If true, return only verified packages |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_rotate_keyDestructiveInspect
Instruct the gateway to rotate an API key.
| Name | Required | Description | Default |
|---|---|---|---|
| key_prefix | Yes | First 8 chars of the key to rotate |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_route_modelRead-onlyIdempotentInspect
AI Smart Router — find the cheapest model that meets your quality threshold. Specify your task type and quality requirements, and ThinkNEO will recommend the optimal model with estimated cost and savings vs premium models. Supports 17+ models across Anthropic, OpenAI, Google, Meta, Mistral, DeepSeek, Alibaba, Cohere, and xAI. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| task_type | Yes | The type of AI task: summarization, classification, code_generation, chat, analysis, translation, or embedding | |
| text_sample | No | Optional sample text for better routing. Helps estimate token count and task complexity. Max 500 characters. | |
| max_latency_ms | No | Maximum acceptable latency in milliseconds. Omit for no limit. | |
| estimated_tokens | No | Estimated total tokens for the request (input + output). Default 1000. | |
| quality_threshold | No | Minimum quality score required (0-100). Default 85 = enterprise-grade. | |
| budget_per_request | No | Maximum budget per request in USD. Omit for no limit. | |
| preferred_providers | No | Comma-separated list of preferred providers (e.g., 'openai,anthropic'). These will be prioritized at similar cost. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_router_explainRead-onlyIdempotentInspect
Explain why the Smart Router would choose a specific model for a task type. Shows both benchmark-based (real outcomes) and static quality estimates, and explains the reasoning behind the recommendation. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| task_type | Yes | Task type: 'summarization', 'code_generation', 'classification', 'translation', 'analysis', 'chat' | |
| quality_threshold | No | Minimum quality score required (0-100, default 85) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_schedule_demoInspect
Schedule a demo or discovery call with the ThinkNEO team. Collects contact information and preferences. No authentication required.
| Name | Required | Description | Default |
|---|---|---|---|
| role | No | Contact's role: cto, cfo, security, engineering, or other | |
| Yes | Business email address to receive follow-up from the ThinkNEO team | ||
| company | Yes | Company or organization name | |
| context | No | Additional context such as current AI providers used, request volume, or specific use case | |
| interest | No | Primary area of interest: guardrails, finops, observability, governance, or full platform | |
| contact_name | Yes | Full name of the person requesting the demo | |
| preferred_dates | No | Preferred meeting dates, times, and timezone (e.g., 'Tuesdays or Thursdays, 9-11am EST') |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_set_baselineIdempotentInspect
Define the pre-AI cost baseline for a business process. Example: 'customer_support_ticket costs $12 per ticket and takes 15 minutes without AI'. This baseline is used to calculate ROI when agents handle the same process. Call this once per process to establish the comparison point.
| Name | Required | Description | Default |
|---|---|---|---|
| notes | No | Additional context about this baseline | |
| workspace | No | Workspace identifier | default |
| unit_label | No | What one unit represents, e.g. 'ticket', 'review', 'decision', 'document' | unit |
| process_name | Yes | Name of the business process, e.g. 'customer_support_ticket', 'loan_review', 'content_moderation' | |
| cost_per_unit_usd | Yes | Pre-AI cost per unit in USD, e.g. 12.00 for a $12 support ticket | |
| avg_duration_minutes | No | Average time in minutes for one unit without AI, e.g. 15 |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_simulate_savingsRead-onlyIdempotentInspect
Simulate how much your organization would save on AI costs using ThinkNEO Smart Router. Enter your current monthly AI spend and primary model, and see estimated monthly and annual savings with a recommended model mix. No authentication required — try it now!
| Name | Required | Description | Default |
|---|---|---|---|
| primary_model | No | Your primary model: 'gpt-4o', 'claude-opus-4', 'claude-sonnet-4', 'gpt-4.1', or 'gemini-2.5-pro' | gpt-4o |
| monthly_ai_spend | Yes | Your current monthly AI API spend in USD (e.g., 5000.00) | |
| task_distribution | No | JSON string of task distribution, e.g., '{"chat": 0.3, "summarization": 0.2, "code_generation": 0.2, "classification": 0.15, "analysis": 0.1, "translation": 0.05}'. Values should sum to ~1.0. Omit for default enterprise distribution. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_sla_breachesRead-onlyIdempotentInspect
View SLA breach history — which SLAs were breached, by which agents, actual vs threshold values, and resolution status. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| days | No | Days to look back (default 30) | |
| agent_name | No | Filter by agent name |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_sla_dashboardRead-onlyIdempotentInspect
SLA overview dashboard — all agents, current status, error budgets, and recent breaches (7d). The SRE dashboard for AI agents. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_sla_defineIdempotentInspect
Define or update an SLA (Service Level Agreement) for an AI agent. Set accuracy, quality, cost, safety, or latency thresholds with automatic breach detection and configurable actions (alert, escalate, disable, switch_model). Like SRE SLOs but for AI agent outcomes. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| metric | Yes | Metric to monitor: 'accuracy' (outcome verification rate %), 'response_quality' (avg quality score), 'cost_efficiency' (cost per verified outcome), 'safety' (guardrail pass rate %), 'latency' (avg response ms) | |
| window | No | Rolling window: '1h', '24h', '7d', or '30d' | 7d |
| threshold | Yes | Target threshold value (e.g., 95.0 for 95% accuracy) | |
| agent_name | Yes | Agent name to set SLA for (e.g., 'support-bot', 'finance-agent') | |
| breach_action | No | Action on breach: 'alert' (notify), 'escalate' (notify + flag), 'disable' (stop agent), 'switch_model' (fallback model) | alert |
| threshold_direction | No | 'min' = actual must be >= threshold (for accuracy, quality). 'max' = actual must be <= threshold (for cost, latency). | min |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_sla_statusRead-onlyIdempotentInspect
Check current SLA status for all agents or a specific agent. Shows actual metric values vs thresholds, healthy/breached status, and error budget remaining. Automatically records breaches. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| agent_name | No | Optional: specific agent name. Leave empty for all agents. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_start_traceInspect
Start a new agent observability trace. Creates a session that tracks all tool calls, model calls, decisions, and errors for an AI agent run. Returns a session_id to use with thinkneo_log_event and thinkneo_end_trace. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| metadata | No | Optional dict with additional context (e.g., {"task": "email-draft", "user_id": "u123"}) | |
| agent_name | Yes | Name of the agent being traced (e.g., 'marketing-agent', 'support-bot') | |
| agent_type | No | Type of agent: 'assistant', 'autonomous', 'workflow', 'pipeline', or 'generic' | generic |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_usageRead-onlyIdempotentInspect
Returns usage statistics for your ThinkNEO API key. Shows calls today, this week, this month, monthly limit, remaining calls, top tools used, estimated cost, and current tier. Works without authentication (returns general info).
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_verification_dashboardRead-onlyIdempotentInspect
Aggregated outcome verification metrics — verification rates, failure patterns, agent reliability rankings, and daily trends. Shows how reliably your AI agents are delivering verified outcomes. 'Datadog for AI outcomes'. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| period | No | Time period: '24h', '7d', or '30d' | 7d |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_verify_claimIdempotentInspect
Trigger verification of a registered action claim. Runs the appropriate verification adapter (HTTP check, file check, database check, etc.) and returns the result with evidence. If already verified, returns cached result (use force=true to re-verify). Part of the Outcome Validation Loop — 'From Prompt to Proof'. Requires authentication.
| Name | Required | Description | Default |
|---|---|---|---|
| force | No | Force re-verification even if already verified/failed | |
| claim_id | Yes | UUID of the claim to verify (from thinkneo_register_claim) |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
thinkneo_write_memoryIdempotentInspect
Write or update a Claude Code project memory file (.md). Persists project context, user preferences, feedback, and reference notes across Claude Code sessions. Filename must end in .md with lowercase alphanumeric characters. Path traversal is blocked. Requires authentication.Use this to persist project context, user preferences, feedback, and reference notes across Claude Code sessions. The filename must end in .md and contain only lowercase letters, digits, underscores, and hyphens (e.g. 'user_fabio.md', 'project_new_feature.md'). Path traversal is blocked.
| Name | Required | Description | Default |
|---|---|---|---|
| content | Yes | Full markdown content to write to the file. | |
| filename | Yes | Name of the memory file to write (e.g. 'user_fabio.md', 'project_thinkneodo_droplet.md'). Must end in .md. |
Output Schema
| Name | Required | Description |
|---|---|---|
| result | Yes |
Claim this connector by publishing a /.well-known/glama.json file on your server's domain with the following structure:
{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"maintainers": [{ "email": "your-email@example.com" }]
}The email address must match the email associated with your Glama account. Once published, Glama will automatically detect and verify the file within a few minutes.
Control your server's listing on Glama, including description and metadata
Access analytics and receive server usage reports
Get monitoring and health status updates for your server
Feature your server to boost visibility and reach more users
For users:
Full audit trail – every tool call is logged with inputs and outputs for compliance and debugging
Granular tool control – enable or disable individual tools per connector to limit what your AI agents can do
Centralized credential management – store and rotate API keys and OAuth tokens in one place
Change alerts – get notified when a connector changes its schema, adds or removes tools, or updates tool definitions, so nothing breaks silently
For server owners:
Proven adoption – public usage metrics on your listing show real-world traction and build trust with prospective users
Tool-level analytics – see which tools are being used most, helping you prioritize development and documentation
Direct user feedback – users can report issues and suggest improvements through the listing, giving you a channel you would not have otherwise
The connector status is unhealthy when Glama is unable to successfully connect to the server. This can happen for several reasons:
The server is experiencing an outage
The URL of the server is wrong
Credentials required to access the server are missing or invalid
If you are the owner of this MCP connector and would like to make modifications to the listing, including providing test credentials for accessing the server, please contact support@glama.ai.
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