bots.st/rpcs-1-agent-tuner-translation-bridge
RPCS-1 Agent Tuner & Translation Bridge
Diagnose agent failures and translate prompts
3082 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 9
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://rpcs1.dev/mcp
What it can do
| Tool | What it says it does |
|---|---|
calibrate_profile | Build a ReceiverProfile (TI, SG, FT, UE, AR — continuous 0-100, never a category label) from five behavioral forced-choice answers. Call with NO answers to get the five questions to ask the user; call again with their answers (a/b/c per primitive) to get the profile. Store the returned profile… |
fork | The calibrated ambiguity surface: deterministic structural fork detectors (reference, scope, grouping, compare-vs-choose, polysemy) with character-offset spans, plus per-reading one-line clarifiers the sender can append to lock a reading in. Returns competing readings, an ask-back question, and a… |
interpret | Detect ambiguity in user messages using the RPCS-1 Signature Ambiguity Framework. Returns AR level (AR0-AR5), confidence, candidate interpretations with scores, clarifying questions, and suggested next step. Use when a user says something vague, passive-aggressive, or underspecified. |
normalize | Clean up text with ellipses, fragments, and run-on thoughts into coherent prose. Use when a user types stream-of-consciousness or fragmented input. |
prepare_prompt | The inbound half of the Translation Bridge loop. Takes the user’s raw message (possibly ambiguous, fragmented, or underspecified) plus their ReceiverProfile, and returns the recovered intent, a canonical translation to act on, ambiguity level, and — profile-aware — whether to clarify or commit… |
recommend_agent_configuration | Diagnose why a deployed AI agent may fail. Takes environmental entropy, predictability, stakes, context horizon, and commitment style, then returns receiver profile values (TI, SG, FT, UE, AR), platform parameters (temperature, top_p, strategy), regime prediction, reasoning, and warnings… |
render_reply | The outbound half of the Translation Bridge loop. Takes your draft reply plus the user’s ReceiverProfile and returns deterministic rendering instructions (structure, warmth, explicitness, revision posture, ambiguity handling — each with a why-trace). Apply the instructions to your draft before… |
rewrite | Get rewrite instructions for adapting text to a specific style: technical, plain, socially_gentle, concise, detailed, or direct. Use when communication needs tone adjustment. |
route_intent | Entropy routing over competing interpretations — the model proposes, the deterministic core disposes. YOU generate the candidate readings of the user’s message (3–7 short hypotheses covering the plausible interpretations, INCLUDING likely-typo readings, idiom-vs-literal readings, and domain… |
In its maker's words
Find your AI agent's likely failure mode, get runtime settings, and clarify ambiguous prompts.
- Website
- rpcs1.dev/tuner?utm_source=official-mcp-registry&utm_medium=mcp-directory&utm_campaign=listing
- Source
- github.com/travisbergen2/rpcs1-sdk
- Publisher
- travisbergen2 (2 listings in the registry)
- Listed from
- the official MCP Registry as
io.github.travisbergen2/rpcs1-agent-tuner - Version
- 0.3.0, updated 28 Jul 2026
- Kinds of work
- AI models and agent tools, Writing and translation
The domain it lives on
- rpcs1.dev
- registered 16 May 2026 (6 months ago), at IONOS SE
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 3082 ms | |
| Answered | 2428 ms | |
| Answered | 716 ms |
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