RPCS-1 Agent Tuner & Translator
io.github.travisbergen2/rpcs1-agent-tuner · v0.2.2 · MCP 2025-11-25
Diagnose AI agent failures & translate ambiguous human input into clear intent using RPCS-1.
Reachability
reachable
checked 2026-07-14 04:29 UTC
Registry status active
Tools pinned 7
4623a24f18ae
Tools last changed
unchanged since first capture 2026-07-14
Provenance
Registry namespace io.github.travisbergen2
(GitHub-account verified by the official registry)
Repository
github.com/travisbergen2/rpcs1-sdk
Remote endpoints
https://rpcs1.dev/mcp (streamable-http)
Observed changes
| When (UTC) | Event | Detail |
|---|---|---|
| 2026-07-14 03:21 | first capture | 7 tools pinned |
Pinned tool definitions (7)
| Tool | Description |
|---|---|
| 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,... |
| 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... |
| 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. |
| 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. |
| 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... |
| 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... |
| 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... |
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