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Changelog and release history for TachiBot MCP. Every release brings new models, tools, and orchestration capabilities.
64 Tools — refine_prompt, Setup Wizard & One-Click Desktop Install
refine_prompt (new tool, cheap/fast model): raw query → goal-first brief + what-changed + open questions, never auto-fires or executes. list_prompt_techniques now defaults to the ~9 core techniques (all=true for the full 31); preview_prompt_technique gained technique="auto" recommendations and its tool param is now optional. In Claude Code, /prompt refine presents open questions as clickable choicestachibot init (new CLI wizard): detects your API keys and clients, prints the exact config for Claude Code and Claude Desktop, never writes or echoes keys. One-click Claude Desktop install via the .mcpb release asset — no JSON editing/setup (guided config via doctor), /spec (request → spec), /triage (ranked bug triage). 17 skills totalfocus orchestration output cut from 37 lines of scaffolding to 10 focused lines; GPT-5.5 high-effort reasoning no longer cut off at 3 minutes (timeout 180s → 600s); npm test exits 0 again63 Tools — debug_triage & spec_writer
debug_triage (Grok 4.3) — ranked root-cause hypotheses with likelihoods, the cheapest discriminating check for each, and the minimal fix for the top candidate. Narrows a hypothesis space instead of jumping to one answerspec_writer (GPT-5.5) — turns a loose feature request into a reviewable spec: user stories, Given/When/Then acceptance criteria, out-of-scope, open questions. For sign-off before planning — feed the approved spec to planner_makertachibot init CLI lands (setup wizard: key/client detection, per-client config emission) — expanded further in v2.26.061 Tools — Security Review, Test Gen, Diff & Plan Red-Team
testgen (runnable tests via Qwen3-Coder-Next, edge cases enumerated first), security_review (OWASP/CWE audit via DeepSeek V4 Pro — taint/data-flow analysis, severity + fix per finding), diff_review (multi-model diff-aware review — Kimi K2.7-Code + DeepSeek V4 Pro + GPT-5.5, deduplicated and severity-ranked by a Gemini judge), plan_critique (adversarial plan red-team — pre-mortem, hidden assumptions, ranked risks, Gemini-judged verdict)doctor now documented — zero-cost setup diagnostic added in an earlier release, only now reflected here: detected API keys, visible vs hidden tools (and why), active profile + source, a concrete first command to try/review (wraps diff_review on your current git diff), /redteam (wraps plan_critique on any plan). 14 skills totalGLM-5.2 — Long-Horizon Coding, 1M Context
z-ai/glm-5.2 (released June 13). Zhipu's open-weights flagship for long-horizon tasks — usable 1M-token context (up from agentic-tier 5.1), two thinking-effort levels (High/Max)glm_reason and the glm juror. GLM-5.1 kept as quota fallback (GLM-5.2 → GLM-5.1 → GLM-5)Kimi K2.7-Code — Coding-Specialized, 262K Context
moonshotai/kimi-k2.7-code (released June 12). Coding-specialized variant built on K2.6 — +21.8% on Kimi Code Bench v2 with lower token use, 262K context, native multimodal, always-thinking modekimi_thinking, kimi_code, kimi_decompose, kimi_long_context and the kimi juror. List price $0.75/$3.50 per MMiniMax M3 — 1M Context, Sparse Attention
minimax/minimax-m3 (released May 31). 1M-token context (up from 200K), native multimodal, tuned for long-horizon agentic workminimax_code, minimax_agent, and the minimax jurorCentral Tool Registry + One Honest Local Juror
registry.ts + a defineModelTool factory, with golden wire-contract tests locking all 57 tool schemas. Zero behavior changehermes juror — it was a persona prompt on the same local weights as local. Jury independence comes from different model weights, not different system prompts. hermes stays as a deduped legacy alias; 12 jurors total57 Tools — DeepSeek, GLM, StepFun, ERNIE + Free Local Models
deepseek_reason + deepseek_algo (DeepSeek V4 Pro, top AIME/CodeElo), glm_reason (GLM-5.1, SWE-Bench Pro leader), stepfun_reason (Step 3.7 Flash), ernie_reason (ERNIE 4.5 VL)local_query talks to Ollama, LM Studio, llama.cpp, or vLLM. Zero-cost, offline, private; Ollama uses the native API so long contexts workgrok,deepseek,kimi,openai/lens (256K long-context analysis), /reflect (grounded reflexion), /tot (Tree-of-Thought with jury pruning). 12 skills totalGemini 3.5 Flash — New Flash + Search Tier
gemini-3.5-flash shipped at Google I/O (May 19). Agentic/coding focus, 1M context, $1.50/$9 per M. SWE-bench Verified 78.8%gemini_search grounding and the flash variant now route to 3.5 Flashgemini-3.1-pro-preview. Gemini 3.5 Pro is not out yet (expected June 2026)GPT-5.5 + Kimi K2.6 — Frontier Refresh
gpt-5.5-pro for premium tier ($30/$180)qwen/qwen3.6-plus registered ($0.325/$1.95). Coder stays on qwen3-coder-next until 3.6-coder ships/v1/models, OpenRouter, and xAI before releasegpt-5.4-mini retained for code/explain (no 5.5-mini yet)Auto-Alias Param Names — LLMs Stop Failing on Wrong Keys
query ↔ problem ↔ prompt ↔ question ↔ topic auto-mapped before Zod validationz.preprocess() hook in safeAddTool. Every tool benefits automaticallyGrok 4.20 Flagship — Lower Hallucination, 16-Agent Swarm
grok-4.20-0309-reasoning for reason/search (low hallucination, 2M ctx)grok_architect now runs grok-4.20-multi-agent-0309 (4–16 parallel agents)AbortController on OpenAI (90s default, 180s high-reasoning) + Grok (60–180s by mode). Stops hung calls deadgrok-4-0709 + gpt-4-mini refs across 6 scattered filesMiniMax M2.7 — Self-Evolving AI
AI That Proves Its Work
Stop babysitting LLMs. Deploy a pipeline that reads actual files, cross-examines across five models, and demands passing tests before moving forward.
files parameter. Models judge implementations, not stories about themFiles Parameter Rollout + Smart File Reader
files on 8 more tools — grok_architect, grok_brainstorm, openai_explain, openai_search, kimi_code, kimi_long_context, gemini_judge, gemini_brainstormsrc/tools/ to read all code files in a directoryfiles parameterSmart Task Decomposition
GPT-5.4-mini + Model Cleanup
openai_code_review now uses gpt-5.4-mini — 94% of flagship quality, 70% cheapergpt-5.3-codex and gpt-5.3 removed; coding capabilities absorbed into gpt-5.4gpt-5.4 (flagship), gpt-5.4-mini (coding/fast), gpt-5.4-pro (expert)Gemini 3.1 Pro Migration
gemini-3-pro-preview to gemini-3.1-pro-preview before March 9 retirementGPT-5.4 Upgrade + Brainstorm Fix
openai_brainstorm fixed — eliminated fragile duplicate API function; now uses shared retry/fallback logicFull Audit: 6 More Fixes + Cost Optimization
usage_stats, openrouter_multi, gemini_judge, planner_maker, planner_runner, create_workflow. All fixedgemini_judge — had zero required params. Made perspectives required as primary content paramperplexity_reason downgraded — sonar-pro ($3/$15/M) → sonar-reasoning ($1/$5/M), 3x cheaperperplexity_research removed — sonar-deep-research ($5/$25/M) was burning $12 in 3 daysTool Parameter Fixes + Gemini Stability
qwen_coder, kimi_code, minimax_code — AI clients were misusing required enum task param. Added query as required primary param, made task optional with defaultskimi_long_context — task enum now optional (default: analyze)gemini-3-pro-preview (3.1 had timeout/503 issues)31 Prompt Techniques + /blueprint Skill + MiniMax M2.5
reflexion (Shinn 2023), react (Yao 2022), scot (Li 2025, +13.79% HumanEval), pre_mortem, rubber_duck, test_driven, pre_post, bdd_spec, least_to_most. Total: 31 techniques/blueprint skill — Multi-model council → bite-sized TDD implementation plans. 7-step pipeline: Grok search → Qwen+Kimi analysis → GPT pre-mortem → Gemini final TDD outputplanner_maker now outputs bite-sized TDD steps (exact files, test-first, commit points)Gemini Judge + Multi-Model Jury
gemini_judge — Science-backed LLM-as-a-Judge evaluation (arXiv:2411.15594). 4 modes: synthesize, evaluate, rank, resolvejury — Multi-model jury panel. Configurable jurors (grok, openai, qwen, kimi, perplexity, minimax) run in parallel, Gemini synthesizes verdict. Based on "Replacing Judges with Juries" (Cohere, arXiv:2404.18796)sonar-pro model ID corrected (was using lightweight sonar by mistake)perplexity_research — Removed in v2.15.6 (cost too high)Qwen3-Coder-Next
qwen_coder upgraded — Qwen3-Coder-Next (80B/3B MoE, 262K context, SWE-Bench >70%)Claude Code Integration
Multi-Model Planner
qwen_reason, minimax_code, minimax_agent, gemini_searchPrompt Techniques
first_principles, tree_of_thoughts, council_of_experts, and moreSearch Grounding
qwen_algo — O(1)-first algorithm analysis with Qwen3-235B-Thinking (235B MoE, LiveCodeBench 91.4)gemini_search — Google Search grounding with dynamic retrievalEnhanced Thinking
"none", "recent", "all" instead of magic numbersusage_stats tool for tracking tool usage and costsGateway Mode
Major Rewrite
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