SymBioForge
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Features and capabilities supported by this server
Protocol revision2025-11-25
| Capability | Details |
|---|---|
| tasks | {
"list": {},
"cancel": {},
"requests": {
"tools": {
"call": {}
}
}
} |
| tools | {
"listChanged": true
} |
| prompts | {
"listChanged": true
} |
| resources | {
"subscribe": true,
"listChanged": true
} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| calculateC | Perform basic arithmetic calculations |
| convert_temperatureC | Convert temperature units based on file content or direct input. Supports Celsius (C) and Fahrenheit (F). |
| register-factoryA | Register a new factory with its declared waste streams and generate its SPCB compliance report. |
| get-compliance-reportA | Retrieve the SPCB Annual Environmental Statement report for a specific factory. |
| trigger-compliance-checkA | Forces Sentinel to run its periodic compliance deadline check. |
| get-cluster-stateA | Retrieve the live state of the industrial cluster, including factories, matches, products, and activity logs. |
| control-swarmA | Start, stop, or reset the autonomous agent swarm and scheduler. |
| trigger-disruptionA | Simulate a factory shutdown or volume change to test the Sentinel self-healing capabilities. |
| get-ecosystem-mapB | Retrieve nodes and edges representing factories and symbiotic waste flows for the ecosystem map. |
| get-opportunity-feedB | Retrieve a ranked feed of symbiotic matches and product concepts. |
| get-product-conceptsA | Retrieve AI-invented product concepts generated from waste streams. |
| get-waste-profilesB | Retrieve factories and their detailed classified waste streams. |
| get-pathwayB | Retrieve the step-by-step manufacturing pathway/blueprint for a specific opportunity. |
| get-carbon-metricsA | Retrieve cluster-wide environmental and financial impact metrics. |
| run-simulationA | Run SymbioSim Time Machine — replay 12 months of ecosystem evolution. Resets state, adds factories one by one, discovers matches, invents products, triggers a disruption, self-heals, and returns monthly snapshots showing the circular economy score climbing from 0% to ~78%. |
| get-impact-storyA | Generates a human-readable impact story based on current ecosystem metrics. |
| get-district-overviewB | Retrieve a District Environmental Officer view of the industrial cluster: compliance rates, deadline alerts, risk heatmap, landfill diversion progress, carbon credits, and industry breakdown. |
| ingest-telemetryA | Ingest live telemetry data from an IoT sensor or external system. Updates a factory waste stream volume in real-time and triggers agent re-evaluation. |
| ingest-factory-bulkA | Bulk import factories from an external data source (data.gov.in, CPCB, CSV export). Accepts an array of factory objects and processes them through the full agent pipeline. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
| calculator_help | Get help with calculator operations |
| ask_symbioforge | Ask SymbioForge — the ecosystem intelligence that explains its own autonomous decisions. Ask why factories were paired, which industry to register next, how self-healing works, or anything about the circular economy cluster. |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
| Calculator Operations | List of available calculator operations |
| Live SymbioForge Cluster State | Exposes the complete live state of the industrial cluster, including factories, matches, products, and activity logs. |
| Health Checks | Current health status of all registered health checks |
| Calculator Result | UI component for Calculator Result |
| Compliance Dashboard | UI component for Compliance Dashboard |
| Agent Swarm Monitor | UI component for Agent Swarm Monitor |
| Ecosystem Map | UI component for Ecosystem Map |
| Opportunity Feed | UI component for Opportunity Feed |
| Product Cards | UI component for Product Cards |
| Waste Profiles | UI component for Waste Profiles |
| Pathway Viewer | UI component for Pathway Viewer |
| Carbon Dashboard | UI component for Carbon Dashboard |
| Symbiosis Timeline | UI component for Symbiosis Timeline |
| Impact Story | UI component for Impact Story |
| District Dashboard | UI component for District Dashboard |
| Widget Examples | Provides metadata and examples for all registered UI widgets |
TDQS
Scored across 19 tools
Most tools have distinct purposes, but 'get-waste-profiles' and 'get-cluster-state' could be confused for similar factory information. The inclusion of 'calculate' and 'convert_temperature' feels out of place but are clearly distinct from each other.
Majority of tools use kebab-case with verb-noun pattern, but 'convert_temperature' uses snake_case and 'calculate' is just a verb, breaking consistency. The pattern is still readable overall.
19 tools is slightly above the typical well-scoped range (3-15). The inclusion of generic utility tools ('calculate', 'convert_temperature') adds bloat without clear domain fit, making the count feel heavier than necessary.
Covers many key aspects: registration, compliance, simulation, metrics, opportunities, and ecosystem maps. However, missing CRUD operations for factories/streams (no update/delete) and no manual match creation, leaving some gaps for complete lifecycle management.