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Deliberation

Get a second opinion in Claude Code from GPT, Gemini, and Grok - plus 400+ more models through OpenRouter, including Qwen, Kimi, and DeepSeek. Seven domain experts (Architect, Code Reviewer, Security Analyst, and four more) review your plans, find bugs, and debate edge cases until they agree.

Four chairs at the table: Claude, GPT, Gemini, Grok - one verdict you can shipRecent blog post: Meet Deliberation: 400+ models is easy, knowing which ones earn a place is hard.

Round 1: reviewers disagree

A Few Moments Later

Round 5: convergence reached

/ask-all: three architects walk into a repo, two ship bugs walk out

When three models argue, the real bug reveals itself. Round 1 = independent top findings. Round 2 = each model dunks on the others' picks. The disagreement matrix shows where they diverge; the conclusion shows what to actually fix first.

What is Deliberation?

Claude can ask GPT, Gemini, Grok, or any OpenAI-compatible model (via OpenRouter) for help through MCP. The plugin handles the wiring for each provider so you just write the prompt. Each expert has a distinct specialty and can advise or implement.

You can use any subset of the providers. The plugin detects which are configured and routes accordingly. OpenRouter is advisory-only and config-driven: models are declared in ~/.config/deliberation/config.json (Windows: %APPDATA%\deliberation\config.json; override with DELIBERATION_CONFIG) and hot-reload without restarting Claude Code.

What you get

Why it matters

7 domain experts

The right specialist for each problem type

GPT, Gemini, Grok, or OpenRouter models

Use your preferred provider(s)

Dual mode

Experts analyze (read-only) or implement (write)

Auto-routing

Claude detects when to delegate from your request

Synthesized responses

Claude interprets expert output, never raw passthrough

Related MCP server: Agents Council

Install

1. Add the marketplace - antonbabenko/agent-plugins

/plugin marketplace add antonbabenko/agent-plugins

2. Install the plugin

/plugin install deliberation@antonbabenko

3. Run setup

/deliberation:setup

Claude now routes complex tasks to your GPT, Gemini, Grok, and OpenRouter experts (Grok and OpenRouter advise; GPT and Gemini can also implement).

Setup is a one-time step. The MCP servers are registered by the plugin manifest, so they load automatically and stay current across updates.

Updating (Claude Code)

/plugin marketplace update antonbabenko  # pull the new version from the marketplace
/reload-plugins                          # reconnect the MCP servers (or just restart Claude Code)

Updating on non-Claude hosts: hosts that run the standalone server via npx -y @antonbabenko/deliberation-mcp get the latest published version on each fresh resolve. npx caches resolved packages, so if a host serves an old build, clear the npx cache (rm -rf ~/.npm/_npx) or pin/refresh the version.

Alternative: Use deliberation MCP server (standalone, works with any agents)

The orchestration server is also published on its own - npm @antonbabenko/deliberation-mcp, Official MCP Registry name io.github.antonbabenko/deliberation.

One-click install:

Install in Cursor Install in VS Code Install in Kiro

Add this to your host's MCP config (most hosts use the mcpServers key):

{
  "mcpServers": {
    "deliberation": {
      "command": "npx",
      "args": ["-y", "@antonbabenko/deliberation-mcp"],
      "env": {
        "XAI_API_KEY": "xai-...",
        "OPENROUTER_API_KEY": "sk-or-v1-..."
      }
    }
  }
}

The env block is how you set provider keys outside Claude Code. GPT and Gemini do not read keys here - they use the codex and agy CLIs (logged in separately), so drop those lines if you only use GPT/Gemini. XAI_API_KEY enables Grok; OPENROUTER_API_KEY enables OpenRouter (which also needs models declared in ~/.config/deliberation/config.json - the canonical XDG path, Windows %APPDATA%\deliberation\config.json - or point elsewhere with DELIBERATION_CONFIG). The one-click buttons above cannot carry secrets - add the env block by hand after installing.

Per-host config location and the key it expects:

Host

Config

Key

Claude Code

claude mcp add deliberation -- npx -y @antonbabenko/deliberation-mcp (or project .mcp.json)

mcpServers

Claude Desktop

~/Library/Application Support/Claude/claude_desktop_config.json (macOS), %APPDATA%\Claude\claude_desktop_config.json (Windows)

mcpServers

Cursor

~/.cursor/mcp.json (global) or .cursor/mcp.json (project)

mcpServers

VS Code

.vscode/mcp.json - note: each entry needs "type": "stdio"

servers

Codex CLI

~/.codex/config.toml - TOML, e.g. [mcp_servers.deliberation]

mcp_servers

Gemini CLI

~/.gemini/settings.json

mcpServers

Windsurf

~/.codeium/windsurf/mcp_config.json

mcpServers

Zed

settings.json

context_servers

Cline

the extension's MCP settings (Cline panel -> MCP Servers)

mcpServers

Provider prerequisites are the same as the plugin (see Requirements): the Codex CLI for GPT, agy for Gemini, XAI_API_KEY for Grok, and OPENROUTER_API_KEY plus ~/.config/deliberation/config.json for OpenRouter (Windows: %APPDATA%\deliberation\config.json; override the config path with DELIBERATION_CONFIG).

Tools exposed: ask-all, consensus (the full convergence loop in one call, or a single synthesis pass with synthesizeAlways:true), consensus-step (drive the loop yourself, one action per call), ask-gpt / ask-gemini / ask-grok / ask-openrouter, panel + ask-one (discover the active provider set, then call providers individually - issue them in parallel for visible per-provider progress), analyze (read-only run analytics over the debug log + sessions: per-model latency / tokens + verdict agreement, with advisory tuning suggestions; configuredOnly and since keep the report to models you still run and a period you choose), the seven experts (architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, debugger), and the session tools (session-get / session-revisit / session-annotate). Every result carries ms + the effective reasoningEffort (HTTP providers add token usage). An optional debug log ("debug": { "enabled": true }) records latency / tokens / votes - never prompts or responses. These are server-side, so they work on every MCP host, not just Claude Code (see AGENTS.md).

The package also ships a deliberation-setup bin. Run it once with npx -y --package @antonbabenko/deliberation-mcp deliberation-setup to write a starter ~/.config/deliberation/config.json (it never overwrites an existing one). The plain npx -y @antonbabenko/deliberation-mcp form runs the default bin (the server), which is what your MCP host launches. For host rule wiring, see AGENTS.md and the per-host snippets in examples/.

Run in Docker

The repo ships a Dockerfile for running the standalone server in a container. It wraps the stdio server in mcp-proxy, the same shape MCP hosting providers expect:

docker build -t deliberation-mcp .
docker run -i --rm \
  -e XAI_API_KEY -e OPENROUTER_API_KEY \
  -v ~/.config/deliberation:/home/node/.config/deliberation:ro \
  deliberation-mcp

Grok and OpenRouter work from the keys alone. GPT and Gemini do not - they shell out to the codex and agy CLIs, which are not in the image, so those two providers report not-found / missing-cli inside the container.

Native plugins per host (Cursor / Codex / Kiro / OpenCode)

Beyond the raw MCP config above, deliberation ships native plugin artifacts for four hosts so the experience matches the Claude Code plugin (persona-bearing experts + when-to-delegate guidance, not just bare tools). All of these are generated from the canonical sources by node scripts/sync-hosts.js and committed, so they never drift (a CI drift test enforces it). Each host scans the repo for its own files:

Host

Native artifacts (in this repo)

Install

Cursor

.cursor/rules/deliberation.mdc

Use the one-click MCP button above, then copy the .mdc into your project's .cursor/rules/.

Codex CLI

plugins/deliberation/ (.codex-plugin/plugin.json + .mcp.json + skills/) and a repo-scoped .agents/plugins/marketplace.json

codex plugin marketplace add antonbabenko/deliberation, then install deliberation from /plugins.

Kiro

POWER.md + mcp.json + steering/ (a "Kiro Power")

In Kiro, "Add power from GitHub" -> this repo URL. Submit to the registry at kiro.dev/powers/submit.

OpenCode

.opencode/commands/*.md + .opencode/agents/*.md

Add the MCP server to opencode.json (mcp key, type: "local", command: ["npx","-y","@antonbabenko/deliberation-mcp"]), then copy .opencode/commands/ and .opencode/agents/ into your project.

Provider credentials work the same as the standalone server (GPT via the Codex CLI, Gemini via agy, XAI_API_KEY for Grok, OPENROUTER_API_KEY for OpenRouter) - set only the providers you use. The MCP server already injects each expert persona server-side, so these native files add the host's command/steering surface, not duplicated logic.

Full per-host install guides: docs/hosts/ - Cursor, Codex CLI, Kiro, OpenCode.

Requirements

You need at least one provider:

  • Codex CLI (GPT): npm install -g @openai/codex, then codex login.

  • Antigravity CLI: Getting Started with Antigravity CLI and Migrating from Gemini CLI, then run agy and login.

  • Grok (xAI): no CLI to install; the bridge ships with the plugin (needs Node 18+). Set XAI_API_KEY (get a key at https://console.x.ai).

  • OpenRouter: no CLI; the bridge ships with the plugin (needs Node 18+). Set OPENROUTER_API_KEY (get a key at https://openrouter.ai/keys), then declare models in ~/.config/deliberation/config.json (Windows: %APPDATA%\deliberation\config.json; override with DELIBERATION_CONFIG). Works with any OpenAI-compatible endpoint (Ollama, vLLM, LM Studio, HuggingFace Inference) - auth is skipped automatically when the key env var is empty.

Windows note (CLI providers). npm install -g on Windows installs a codex.cmd shim, not an executable, and Node cannot launch a .cmd directly - so GPT calls used to fail with nothing but a spawn error. deliberation now resolves the CLI itself (PATHEXT, falling back to the package's own entry point) and keeps it out of a shell. If resolution ever misses on your machine, point CODEX_BIN (GPT) or AGY_BIN (Gemini) at the real executable. Grok and OpenRouter are unaffected - they are HTTP bridges and spawn nothing.

Commands

Bundled with the plugin (available once installed):

Command

Purpose

/deliberation:setup

Configure Codex/Gemini/Grok/OpenRouter MCP servers + orchestration rules

/deliberation:help

How to use deliberation on your host, with paste-ready example prompts

/deliberation:doctor

Health check (config, provider CLIs, sessions/debug, path drift) with fixes; read-only

/deliberation:consensus

🔥🔥🔥 Arbiter-mediated GPT + Gemini + Grok + Claude convergence loop

/deliberation:ask-all

🔥 GPT + Gemini + Grok (+ configured OpenRouter models) in parallel, synthesized

/deliberation:ask-gpt

One-shot GPT (Codex) second opinion

/deliberation:ask-gemini

One-shot Gemini second opinion

/deliberation:ask-grok

One-shot Grok (xAI) second opinion (advisory-only)

/deliberation:ask-openrouter

One-shot OpenRouter model second opinion (advisory-only)

/deliberation:analyze

Analyze recent runs (latency, tokens, verdict agreement) and suggest model/reasoning/fanout tuning (advisory)

/deliberation:uninstall

Remove MCP config, rules, and aliases

/deliberation:grok-files

List, prune, or gc Grok-uploaded files (storage + local cache cleanup)

/setup can also install short aliases (/ask-gpt, /ask-gemini, /ask-grok, /ask-openrouter, /ask-all, /consensus) into ~/.claude/commands/. This is opt-in. Existing same-named commands are kept by default; setup asks before overwriting any of them. /deliberation:uninstall removes an alias only if it is byte-identical to the bundled copy.

analyze is deliberately excluded: /analyze is a common name and a bare copy collides with any other plugin that ships one. Use /deliberation:analyze, which is always available. If an earlier setup installed ~/.claude/commands/analyze.md, setup now points out the path so you can delete it. /deliberation:uninstall also lists analyze, but its byte-identical guard only matches a copy of the current bundled file - an alias copied from an older release will differ and is deliberately left alone rather than deleted on a guess.

The Experts

Expert

What they do

Example triggers

Architect

System design, tradeoffs, complex debugging

"How should I structure this?" / "What are the tradeoffs?"

Plan Reviewer

Validate plans before you start

"Review this migration plan" / "Is this approach sound?"

Scope Analyst

Catch ambiguities early

"What am I missing?" / "Clarify the scope"

Code Reviewer

Find bugs, improve quality

"Review this PR" / "What's wrong with this?"

Security Analyst

Vulnerabilities, threat modeling

"Is this secure?" / "Harden this endpoint"

Researcher

External libraries, docs, best practices

"How do I use X?" / "Find examples of Y"

Debugger

Root-cause analysis, minimal fixes

"Why does this crash?" / "Debug this failing test"

When experts help most

  • Architecture decisions - "Should I use Redis or in-memory caching?"

  • Stuck debugging - after two or more failed attempts, get a fresh perspective

  • Pre-implementation - validate a plan before writing code

  • Security concerns - "Is this auth flow safe?"

  • Code quality - a second opinion on your implementation

When not to use experts

  • Simple file operations (Claude handles these directly)

  • First attempt at any fix (try yourself first)

  • Trivial questions (no need to delegate)

How to Use

Describe your task. Claude detects when an expert helps and delegates automatically:

You: "Is this authentication flow secure?"
Claude: routes to the Security Analyst, then synthesizes the findings.

You can also ask explicitly: "Ask GPT to review this architecture", "Ask Gemini to...", or "Ask Grok to...". Each expert runs read-only for analysis or with write access to apply fixes, and Claude picks the mode from your request.

Or invoke the slash commands directly - see Commands above.

How /consensus and /ask-* keep models honest

/ask-gpt, /ask-gemini, /ask-grok, and /ask-all are the quick commands: each dispatches one or three external models, Claude reads the output, and you get one synthesized answer. Single shot, no loop, no peer round.

/consensus is the heavy one. Same parallel dispatch, but with a peer-review round and a multi-round loop that stops only when the models agree. The cost: the orchestrator (Claude) writes the review prompt, casts a vote, decides which objections are real, and runs the loop. Left alone, that setup can quietly rubber-stamp its own plan. Four guards stop that.

/consensus 3-stage flow

See the detailed diagram with bias guards and per-model flow

The four guards:

  • Blind verdict. Claude posts its own verdict (APPROVE / REQUEST CHANGES / REJECT) in a message sent before the one that calls the panel. The pre-commitment sits in the transcript, so Claude cannot reshape its opinion after seeing the others. The engine enforces this: the panel is not revealed until the blind verdict is recorded.

  • Peer review. Each external model reviews the plan independently and returns a verdict plus categorized critical issues; Claude weighs them as the arbiter. The models vote, Claude adjudicates.

  • No self-approval. A round converges only when every responding external approves and at least one external actually answered. Claude's own approval never carries a round by itself. A provider that errors (an unconfigured Grok returning missing-auth, for example) drops out of the count instead of jamming the loop.

  • No silent dismissal. Every critical issue that gets dismissed or deferred ships with a one-line reason in the final report, including the times Claude walks back one of its own blind objections. The engine rejects an adjudication that dismisses an issue without a reason.

The /ask-* commands carry a lighter version of the same rule. The external model only advises: Claude reads the output, applies its own judgment, and owns the synthesized answer. When the models agree, that is input, not a verdict.

/consensus is a thin driver over the core convergence engine (core/consensus-loop.js); the loop mechanics - round counting, the convergence rule, the configurable max-rounds cap, history, and the confidence label - live in the engine, not the command. Each round:

  1. Blind verdict. Claude commits its own verdict (transcript-visible) BEFORE the panel is revealed; the engine gates the reveal on it.

  2. Panel review. GPT, Gemini, Grok (and any configured OpenRouter delegates) review the plan in parallel and emit APPROVE / REQUEST CHANGES / REJECT plus categorized critical issues. The server parses each verdict.

  3. Arbiter adjudication + revision. Claude reconciles the panel verdicts and its own blind verdict; for each critical issue it picks accept, dismiss (reason required), or defer, then revises the plan for the next round.

The loop converges when at least one responding external approves, none reject, zero critical issues remain accepted, and Claude adjudicates APPROVE - so Claude cannot self-approve. It otherwise stops at consensus.maxRounds (default 5, configurable) as unresolved. The confidence label reflects how fast it settled (round 1 = high, 2-3 = medium, 4-5 = low).

A round only pays for voices that can still answer: a peer that fails 2 rounds running is dropped from the panel (reported once as droppedProviders, then never dispatched again), and the whole loop stops at consensus.maxWallMs (default 20 min) rather than starting another round. Both apply on every driver. See TECHNICAL.md.

The same engine backs the entry points other hosts use: the consensus tool (runs the whole loop server-side in one call with a provider arbiter, or a single synthesis pass with synthesizeAlways:true) and consensus-step (drive it yourself, one action per call). See TECHNICAL.md for the taxonomy and the engine contract.

An earlier revision ran an extra "Stage 2" anonymized peer cross-review (each model scoring the others' answers blind, adapted from karpathy/llm-council). The engine-driven rewrite removed it to keep one source of truth; it may return as an engine feature.

Configuration

Full setup and configuration reference lives in SETUP.md. It covers:

  • Expert modes - advisory (read-only) vs implementation (workspace-write), chosen automatically from your request

  • Config file - location (~/.config/deliberation/config.json), the DELIBERATION_CONFIG override, and hot-reload

  • The six config sections - providers, models, routing, consensus, sessions, debug - with a minimal example

  • OpenRouter models - declaring records, askAll / consensus eligibility, fan-out, reasoningEffort, and arbiter selection; consensus also configures the round cap (maxRounds) and wall-time budget (maxWallMs, default 20 min)

  • Timeouts - providers.defaults.timeout raises the per-call ceiling for every provider at once; providers.<name>.timeout overrides one, and a pinned model's models.<id>.timeout still wins. A rate-limited (HTTP 429) call is retried once, honoring the upstream's Retry-After

  • Debug log - opt-in latency / token / voting trace

  • Session persistence - opt-in on-disk run history (incl. the host-driven /consensus loop) and the session-* tools; sessions.captureText (default off) additionally stores provider response bodies (scrubbed)

For provider internals, environment variables, and manual MCP setup, see TECHNICAL.md.

Author

Maintained by Anton Babenko - LinkedIn, X/Twitter.

Contributing

Contributions welcome. See CONTRIBUTING.md for the workflow, commit conventions, and the automated release process.

License

MIT

Available Tools

20 tools
analyzeA
Read-only

Analyze recent runs from the opt-in debug log (latency/tokens/reasoning-effort per model) plus the session store (verdict agreement rate), and return advisory tuning suggestions (disable a slow/redundant model in ask-all, lower an OpenRouter model's reasoning, adjust maxFanout). Two lenses reported side by side - timing and agreement are NOT joined (no shared run id). Requires debug.enabled for the timing lens. Local and read-only (no provider calls, writes nothing); returns a text-wrapped JSON envelope with the two lenses + suggestions. The /deliberation:analyze slash command renders this for humans.

ParametersJSON Schema
NameRequiredDescriptionDefault
sinceNoOnly analyze runs newer than this window, e.g. "30m", "24h", "7d", or a bare number of seconds. Gates BOTH lenses so timing and agreement cover the same period. Omit for all time. Max 10 years; an invalid or out-of-range value is an error, never a silent fallback.
sessionsNoHow many recent session records to read for the agreement lens. Default -1 (no caller cap), still bounded to 500 parsed records; truncation is reported in meta.truncated.sessions.
limitBytesNoTail size of the debug log to read, in bytes (default 1048576, or 33554432 when `since` is set). Clamped to 33554432.
configuredOnlyNoReport only models present in the current config (default true). Excluded rows and the reason each was dropped are listed in meta.excluded. Set false to include retired/unconfigured models.

TDQS

A4.9/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare `readOnlyHint: true` and `destructiveHint: false`. The description goes far beyond this by explaining nuances: the opt-in nature of the log, the local execution ('no provider calls, writes nothing'), the two lenses not being joined, the requirement for `debug.enabled`, and the exact return format ('text-wrapped JSON envelope'). This is exemplary behavioral disclosure for a read-only analysis tool.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single dense paragraph, which given the complexity of the tool (two lenses, two data sources, exclusions, return format) is justifiable and efficient. Every sentence carries meaningful information: purpose, caveats, requirements, execution model, return format, and human-friendly alternative. Front-loaded with the primary action, with critical caveats following naturally, then closing with the alternative rendering.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a complex analysis tool with 4 parameters, no output schema, and rich sibling context available, the description covers: the input sources, the analysis logic, the output format, the caveats (not joined), the requirement (debug.enabled), side effects (none), and the alternative. The overloading of parameters is documented in the schema, and the description ties it all together. There is no practical gap an agent would face when deciding to call this tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% and each parameter already has rich descriptions. The description adds high-level context by explaining the two data sources and the 'two lenses' concept that maps to the parameters (`since` gates both lenses, `sessions` for agreement, `limitBytes` for tail size, `configuredOnly` for filtering). It doesn't fully explain every parameter's interaction (e.g., limitBytes default changes with `since`), but the schema handles that. A 4 is warranted because the high-level semantics add value on top of the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description starts with 'Analyze recent runs from the opt-in debug log... plus the session store' and clearly specifies the two data sources, the two lenses (timing and agreement), and the deliverable (advisory tuning suggestions). It explicitly notes the lenses are NOT joined, which distinguishes its analytical scope. The description also names a sibling renderer (`/deliberation:analyze`) and differentiates from its siblings by being local and read-only.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description explicitly states when to use it ('Analyze recent runs from the opt-in debug log...') and includes critical caveats: 'timing and agreement are NOT joined (no shared run id)', 'Requires `debug.enabled` for the timing lens', and 'Local and read-only (no provider calls, writes nothing)'. It also names the alternative format for humans ('The `/deliberation:analyze` slash command renders this for humans'), which helps an agent decide between calling the tool directly versus delegating to the human-facing command. This replaces potentially harmful default assumptions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

architectA
Read-only

Software architect for system design, tradeoff analysis, and complex decisions. Use for architecture, API/schema design, multi-service interactions, or when a fix has failed twice and needs a fresh perspective. Fans out to the configured provider panel with this persona (advisory; each provider needs its key/CLI, rate limits apply) and returns a text-wrapped JSON envelope { results[] }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.5/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description discloses key behaviors beyond annotations: it fans out to a configured provider panel with an advisory persona, requires each provider's key/CLI, has rate limits, and returns a text-wrapped JSON envelope with a results array. This complements the readOnlyHint (true), destructiveHint (false), and openWorldHint (true) annotations effectively.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise (three sentences) and front-loaded with purpose, followed by usage and behavioral details. Every sentence adds value without redundancy or filler.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's complexity (6 parameters, no output schema, 18 sibling tools), the description is remarkably complete. It covers purpose, usage scenarios, behavioral model, return format, and prerequisites (keys, rate limits). No gaps are apparent.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema has 100% description coverage for all parameters, so the baseline is 3. The tool description adds context about the advisory persona and fan-out behavior, but does not significantly enhance the meaning of individual parameters beyond what the schema already provides.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly identifies the tool as a software architect for system design, tradeoff analysis, and complex decisions. It lists specific use cases (architecture, API/schema design, multi-service interactions, or after two failed fixes) and distinguishes itself from siblings by noting that the 'expert' parameter's persona is overridden on named expert tools.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides explicit guidance on when to use the tool (e.g., architecture, complex decisions, fresh perspective after two failed fixes). It also indirectly advises against using it when a more specific expert tool is appropriate (since the persona is overridden). However, it lacks explicit 'when not to use' statements, which would improve clarity.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

ask-allA
Read-only

Fan out one question to GPT, Gemini, Grok, and any configured OpenRouter models in parallel for independent second opinions, then return all results (advisory, no cross-contamination). Pass expert to apply a persona to every delegate. Calls external LLM providers (each needs its key/CLI; provider rate limits apply); returns a text-wrapped JSON envelope { results[], omitted[] } and persists a session record only when sessions.persist is enabled (default off).

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.7/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Discloses external provider calls, key/CLI requirements, rate limits, return format (JSON envelope with results/omitted), and session persistence condition. Adds significant value beyond readOnlyHint annotation.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two well-structured sentences front-load the core action and include all key caveats without superfluous content.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given 6 parameters, no output schema, and complex multi-provider behavior, the description adequately covers purpose, behavior, output format, and configuration details.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema covers all 6 params (100% coverage). Description adds context: expert applies persona, reasoningEffort ignored by some providers, cwd resolution, and default persistence behavior. Enhances understanding beyond schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Clearly states the tool fans out a question to multiple LLM providers (GPT, Gemini, Grok, OpenRouter) in parallel for independent second opinions, distinguishing it from single-provider siblings.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Indicates use for independent second opinions and advisory results. Implicitly contrasts with single-provider tools via sibling names, but lacks explicit when-not or alternative references.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

ask-geminiA
Read-only

Single-provider second opinion via gemini (advisory, single-shot). Pass expert to apply one of the expert personas. Calls the external gemini provider (via the Gemini CLI; rate limits apply) and returns a text-wrapped JSON envelope { result }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.5/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description discloses that the tool returns a 'text-wrapped JSON envelope { result }' and that it calls an external provider with rate limits. Annotations already indicate readOnlyHint=true and destructiveHint=false, so the description adds value without contradiction.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences front-loading the purpose and key guidance. Every sentence adds value with no redundancy. Efficient and well-structured.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given 6 parameters, no output schema, and annotations providing safety context, the description covers return format, rate limits, and single-shot nature. It does not detail error handling or pagination, but for a single-shot advisory tool this is sufficient.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The description adds meaning beyond the schema: it explains that 'expert' applies personas, 'developerInstructions' overrides built-in persona, and that 'reasoningEffort' is ignored for Gemini. Since schema coverage is 100%, the description enriches understanding of parameter behavior.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states 'Single-provider second opinion via gemini (advisory, single-shot)' which includes a specific verb (ask/consult), resource (gemini), and scope (single-provider). It distinguishes from sibling tools like ask-all, ask-gpt, etc. by emphasizing it is only for Gemini.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description advises passing 'expert' for personas and notes that for named expert tools the tool's own persona wins. It also mentions rate limits and that reasoningEffort is ignored for Gemini, providing context on when to use. However, it does not explicitly state when not to use this tool versus alternatives, though it is implied by the single-provider nature.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

ask-gptA
Read-only

Single-provider second opinion via codex (advisory, single-shot). Pass expert to apply one of the expert personas. Calls the external codex provider (via the Codex CLI; rate limits apply) and returns a text-wrapped JSON envelope { result }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A3.5/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Beyond the annotations (readOnlyHint, destructiveHint, openWorldHint), the description discloses that it calls an external provider 'via the Codex CLI' with rate limits, and returns 'a text-wrapped JSON envelope { result }.' This adds meaningful behavioral context about side effects and output format.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is extremely concise: two sentences plus a brief note on return format. Every sentence adds value—purpose, expert usage, provider details, rate limit caveat, and output structure. No filler or redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool has 6 parameters (all described in schema) and no output schema, the description covers the return format and a key behavioral detail (rate limits). However, it lacks usage context and guidance on when to pick this tool over siblings, leaving the agent without a complete picture for selection.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so the baseline is 3. The description adds only minimal parameter semantics by mentioning that `expert` applies personas, but does not elaborate on `prompt`, `files`, or other parameters beyond what the schema already provides.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool provides a 'Single-provider second opinion via codex (advisory, single-shot),' specifying the provider and nature. It distinguishes itself from sibling 'ask-*' tools by naming 'codex' as the provider, but does not explicitly contrast with other single-provider alternatives like ask-gemini or ask-one, so it lacks full sibling differentiation.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides no guidance on when to use this tool versus its many siblings (e.g., ask-gemini, ask-all, or expert tools). It mentions that on a named expert tool the persona is ignored, but this is a behavioral note, not a usage guideline. There is no when-not-to-use or alternative recommendation.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

ask-grokA
Read-only

Single-provider second opinion via grok (advisory, single-shot). Pass expert to apply one of the expert personas. Calls the external grok provider (needs XAI_API_KEY; rate limits apply) and returns a text-wrapped JSON envelope { result }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.2/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description adds context beyond annotations: it labels the tool as 'advisory, single-shot' and notes external provider call, API key requirement, rate limits, and return format (text-wrapped JSON envelope). No contradiction with annotations (readOnlyHint=true, destructiveHint=false, openWorldHint=true).

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise with only two sentences, front-loading the core purpose. Every sentence adds value without redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given 6 parameters and no output schema, the description covers purpose, behavior, parameter details, and external dependencies. It lacks explicit error handling but is otherwise complete for a well-annotated tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline 3. The description adds meaning: it explains that 'expert' applies a persona and is ignored on named expert tools, 'developerInstructions' overrides persona, 'reasoningEffort' applies only to certain providers, and 'files' attachment behavior per provider.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool is a 'Single-provider second opinion via grok (advisory, single-shot),' identifying the provider and the one-time advisory nature. It distinguishes from sibling tools by specifying 'single-provider' and 'grok,' and mentions 'expert' personas.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies use for a 'second opinion' but does not explicitly state when to use this tool versus alternatives like 'ask-gpt' or 'ask-gemini.' It mentions external dependencies (XAI_API_KEY, rate limits) but lacks explicit when-not or alternative tool comparisons.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

ask-oneA
Read-only

Second opinion from ONE named provider in the active panel (e.g. codex, gemini, grok, openrouter:<alias> - get the names from panel). Issue N in parallel (one per panel name) so each renders independently as it lands. Calls one external LLM provider (needs its key/CLI; rate limits apply); returns a text-wrapped JSON envelope { result }, or { error, panel } when the name is not in the panel. Advisory, single-shot.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
providerYesA name from `panel` (e.g. "codex", "gemini", "grok", "openrouter:<alias>").
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already indicate readOnly, non-destructive, and open-world. The description adds behavioral details about external API calls, key/CLI requirements, rate limits, and the return envelope format with error handling. No contradictions with annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is somewhat lengthy but every sentence adds information. It front-loads the core purpose and provides structured details. Minor redundancy could be trimmed, but overall it is clear and well-organized.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With 7 parameters, no output schema, and moderate complexity, the description adequately covers all parameters, return format, error cases, and usage notes. It lacks an explicit list of return fields but is sufficient for an advisory tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% with descriptions. The description adds value by explaining the provider parameter with examples, clarifying the expert parameter's behavior with named tools, and describing file attachment modes per provider type. This goes beyond the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool provides a second opinion from ONE named provider in the active panel, lists example provider names, and distinguishes from sibling tools like ask-all and provider-specific tools. It also notes the advisory, single-shot nature.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description advises issuing N calls in parallel for multiple providers and clarifies the need for provider keys/CLI and rate limits. It also explains the return format and error case. While it doesn't explicitly state when not to use, it provides sufficient contextual guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

ask-openrouterA
Read-only

Single-provider second opinion via openrouter (advisory, single-shot). Pass expert to apply one of the expert personas. Calls the external openrouter provider (needs the OpenRouter API key env; rate limits apply) and returns a text-wrapped JSON envelope { result }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Adds context that it calls external provider, requires API key env, and has rate limits. No contradiction with annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences covering purpose, key feature, technical requirements, and return format. No unnecessary words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Covers purpose, external dependency, return format, and key parameters. Could mention what the result envelope contains but sufficient for a simple call.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, but description adds value by explaining that expert persona is ignored on named expert tools and that files attachment works differently.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Clearly states it's a single-provider second opinion via openrouter, advisory and single-shot. Distinguishes from sibling tools like ask-all and specific expert tools.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Indicates advisory, single-shot usage and mentions external dependency with API key. Implicitly contrasts with multi-provider tools but lacks explicit when-not-to-use.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

code-reviewerA
Read-only

Senior engineer doing code review for bugs, security holes, and maintainability - not style nitpicks. Use to review a diff or file before merging. Fans out to the configured provider panel with this persona (advisory; each provider needs its key/CLI, rate limits apply) and returns a text-wrapped JSON envelope { results[] }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true and destructiveHint=false. The description adds beyond that by revealing the tool fans out to external providers (each needing keys/CLI and subject to rate limits), returns a text-wrapped JSON envelope with results[], and operates in an advisory persona. This informs the agent about dependencies and output format.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise at three sentences, each serving a distinct purpose: stating the persona and scope, specifying when to use, and explaining the behavior and output. It is front-loaded and contains no redundant information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the moderate complexity (6 parameters, no output schema), the description covers all essential aspects: purpose, usage, behavior, and output format (JSON envelope with results[]). It does not detail error handling or edge cases, but the annotations and schema fill remaining gaps, making it sufficiently complete for an agent to invoke correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3. The description adds value by explaining that on a named expert tool like this, the tool's own persona wins over the 'expert' parameter and that 'developerInstructions' overrides the built-in persona. This clarifies parameter behavior beyond the schema's field descriptions.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool performs code review focusing on bugs, security holes, and maintainability, distinguishing it from style nitpicks. It specifies the action (reviewing a diff or file before merging) and the resource (code), making the purpose immediately understandable.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description explicitly states when to use the tool: 'to review a diff or file before merging.' It also clarifies what not to do ('not style nitpicks'). However, it does not mention when to use alternative sibling tools like security-analyst or architect, missing an opportunity to guide the agent on tool selection.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

consensusA
Read-only

Run the FULL multi-round consensus convergence loop server-side with a provider arbiter (blind pass + peer fan-out -> adjudicate -> revise) and return the converged verdict. Default depth is consensus.maxRounds (config, default 5); pass maxRounds to override. Pass synthesizeAlways:true for a SINGLE arbiter synthesis pass instead of the loop (best for open questions, not plan convergence): it returns a free-text synthesis and maxRounds is ignored. Configure the arbiter via consensus.arbiter - a concrete provider/openrouter alias runs server-side; host mode returns the opinions for YOU to synthesize. Advisory; pass expert to apply a persona. Calls external providers (keys/CLI; rate limits apply); returns a text-wrapped JSON envelope (split verdict/synthesis, loop fields nullable) and persists a session record only when sessions.persist is enabled (default off). NOTE (Claude Code): use the /consensus slash command for the transcript-visible host-arbiter loop (it drives consensus-step); this tool is the provider-arbiter path for any host.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
maxRoundsNoOverride consensus.maxRounds for this call (loop mode only; ignored when synthesizeAlways is true). Clamped to 50.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
synthesizeAlwaysNoRun ONE arbiter synthesis pass instead of the convergence loop. Returns a free-text `synthesis` (verdict/converged/confidence are null, rounds is 1). Best for open questions.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.8/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Discloses important behavioral traits: calls external providers with rate limits, returns a text-wrapped JSON envelope with split verdict/synthesis, and persists session only when enabled. No contradiction with annotations (readOnlyHint, destructiveHint, openWorldHint).

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is dense with information and front-loaded with the core purpose. Every sentence provides necessary context. The NOTE at the end is somewhat audience-specific but does not detract significantly. Could be slightly trimmed, but overall efficient for the tool's complexity.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given 8 parameters, no output schema, and moderate complexity, the description covers purpose, usage, parameters, behavior, and return format (JSON envelope). It is self-contained and eliminates ambiguity for the agent invoking the tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% with descriptions for all 8 parameters. The description adds value beyond schema by explaining default behavior (e.g., maxRounds default from config, synthesizeAlways overrides loop, expert persona overriding, file delivery modes). Reduces cognitive load for the agent.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it runs a 'multi-round consensus convergence loop server-side' and returns a converged verdict. It distinguishes from sibling tool 'consensus-step' via the NOTE about using the /consensus slash command for the host-arbiter loop, and from other single-provider tools by the loop mechanism.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly describes when to use the full loop vs. the single synthesis pass (synthesizeAlways), and advises on open questions vs. plan convergence. Also mentions the alternative /consensus slash command for host-arbiter loop, providing clear selection criteria.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

consensus-stepA

Client-driven consensus loop where YOU (the host model) are the arbiter, one action per call: init (returns sessionId + blind prompt) -> record_blind (your pre-commit verdict) -> dispatch_peers (server fans out to the providers) -> submit_adjudication (your verdict + per-issue accept/dismiss/defer) -> submit_revision (your revised plan), looping until converged or consensus.maxRounds rounds (default 5). Only the dispatch_peers action calls external providers; the others are local transitions on the ephemeral per-session loop store (keyed by sessionId, lost on server restart). Each call returns a text-wrapped JSON envelope with the next status/round (plus blindPrompt, opinions[], or finalReport by action). Advisory to the outside world, but mutates server loop state on every call.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNodispatch_peers only: working directory the peer providers run in.
actionYesWhich loop step to run this call, in order: init -> record_blind -> dispatch_peers -> submit_adjudication -> submit_revision.
expertNoinit only: optional persona for the peer panel (see the expert tools).
promptNoinit only: the plan/proposal under review.
verdictNosubmit_adjudication only: your adjudicated verdict after weighing the panel.
decisionsNosubmit_adjudication only: per-issue rulings, each { source, category, description, action: accept|dismiss|defer, reason }; dismiss/defer require a reason.
sessionIdNoLoop id returned by init; required on every action except init.
diffSummaryNosubmit_revision only: one line summarizing what changed.
revisedPlanNosubmit_revision only: the full revised plan addressing accepted issues.
blindVerdictNorecord_blind only: your pre-commit verdict text, written before the panel is revealed.

TDQS

A3.9/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description transparently discloses critical behavioral traits: it mutates server loop state, is advisory but mutates on every call, state is ephemeral (lost on server restart), and only dispatch_peers calls external providers. This goes well beyond the annotations (readOnlyHint=false, destructiveHint=false, openWorldHint=true) by adding context about state persistence and external calls.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is packed with necessary detail, but it is somewhat dense and could benefit from clearer structure (e.g., breaking into sections). It front-loads the overall purpose but the subsequent list of actions and constraints is a bit sprawling. Still, every sentence adds value.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the complexity (10 parameters, no output schema), the description provides a comprehensive overview of the workflow, state management, and expected replies (text-wrapped JSON envelope). It covers edge cases (sessionId required after init, convergence loop) and parameter constraints per action. However, it does not explain return values in detail.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3. The description adds meaningful context beyond the schema by grouping parameters by action (e.g., 'init only', 'record_blind only') and explaining semantics like 'blindVerdict: your pre-commit verdict text, written before the panel is revealed'. This helps the agent understand usage constraints.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool implements a consensus loop with a specific sequence of actions (init, record_blind, dispatch_peers, submit_adjudication, submit_revision). It explains the role of the host model as arbiter. However, while it distinguishes the tool from abstract siblings like 'consensus' by detailing the step-by-step protocol, it doesn't explicitly contrast with related tools in the sibling list.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description specifies the required order of actions and that only one action per call is allowed. It implies usage context (client-driven loop) but does not provide explicit guidance on when to use this tool vs alternatives like the simpler 'consensus' tool. No exclusions or when-not-to-use scenarios are mentioned.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

debuggerA
Read-only

Debugging specialist that produces ranked root-cause hypotheses and the smallest safe fix from a bug report, logs, and code - or says honestly that the evidence shows no bug. Use for crashes, failing tests, or wrong output. Fans out to the configured provider panel with this persona (advisory; each provider needs its key/CLI, rate limits apply) and returns a text-wrapped JSON envelope { results[] }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.2/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description discloses that the tool 'fans out to the configured provider panel' with a specific persona, that each provider needs key/CLI and rate limits apply. This adds behavioral context beyond the annotations (readOnlyHint=true, destructiveHint=false, openWorldHint=true). No contradictions with annotations; the description provides useful transparency about external dependencies and response format.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is two sentences: first clearly states the purpose and output, second provides usage guidance and behavioral notes. It is concise with no unnecessary words, effectively front-loading the key information. Every sentence earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's complexity (debugging analysis using external providers), the description covers purpose, usage, behavioral notes (provider dependency, rate limits), and output format. It mentions return structure (JSON envelope with results array) but does not detail the results schema, which is acceptable without an output schema. Generally complete for effective use.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema has 6 parameters with 100% description coverage, so the schema already explains each parameter. The description does not add new meaning beyond what the schema provides (e.g., it doesn't elaborate on how 'prompt' should be structured for best results). Baseline score of 3 is appropriate since the schema carries the burden.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool is a debugging specialist that produces ranked root-cause hypotheses and small safe fixes from bug reports, logs, and code. It specifies the output format (JSON envelope with results array) and when to use it (crashes, failing tests, wrong output). This distinguishes it from sibling tools like 'code-reviewer' or 'researcher', which have different focus areas.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description explicitly says 'Use for crashes, failing tests, or wrong output', providing clear usage context. It does not explicitly state when not to use, but the tool's name and specialization implicitly exclude other tasks. It mentions the tool returns 'says honestly that the evidence shows no bug', which guides appropriate usage. No direct comparison to alternatives, but the scope is reasonably defined.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

panelA
Read-only

Return the names of the providers ask-all WOULD dispatch for the current config + expert (enabled built-ins + eligible OpenRouter aliases, fanout cap applied), WITHOUT calling them. Use this to discover the panel, then issue one ask-one call per provider in parallel for visible per-provider progress. Local and read-only (no provider calls); returns a text-wrapped JSON envelope { providers[], omitted[] }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
expertNoOptional persona to preview the panel for; affects which providers/aliases are eligible.

TDQS

A4.3/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true and destructiveHint=false. The description adds value by confirming it is 'local and read-only (no provider calls)' and describing the return envelope, though annotations cover the safety profile well.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, zero waste. First sentence delivers purpose and behavior, second gives usage guidance. Efficient and well-structured.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple 2-param optional tool with rich annotations, the description covers purpose, behavior, return format, and usage flow. No gaps given the context.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so baseline is 3. The description repeats the schema text for parameters without adding new meaning or syntax details beyond the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it 'returns the names of the providers... WITHOUT calling them', distinguishing it from ask-all. It identifies the specific verb and resource (discover panel) and differentiates from siblings like ask-one.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly states when to use: 'Use this to discover the panel, then issue one ask-one call per provider in parallel'. Provides clear context but lacks explicit exclusions or alternatives.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

plan-reviewerA
Read-only

Work-plan reviewer that verifies a plan is executable before anyone builds. Use to validate an implementation plan for clarity, completeness, and gaps before starting significant work. Fans out to the configured provider panel with this persona (advisory; each provider needs its key/CLI, rate limits apply) and returns a text-wrapped JSON envelope { results[] }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.2/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already indicate read-only and non-destructive behavior. The description adds value by disclosing that it fans out to a provider panel, requires keys/CLI, has rate limits, and returns a JSON envelope with results. This goes beyond the annotations without contradicting them.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is relatively concise (2 sentences plus a brief return format note). It front-loads the purpose and usage. The technical details about fan-out and return envelope could be slightly more structured but do not hinder readability.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description mentions the return format as 'text-wrapped JSON envelope { results[] }', which is helpful. However, it lacks details on error handling, provider configuration, and edge cases. Given the tool's complexity (fan-out, multiple providers), more completeness would be beneficial.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% with clear parameter descriptions. The description adds contextual meaning, such as the 'expert' parameter being ignored on named expert tools and the persona being advisory. This supplements the schema without redundancy.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly identifies the tool as a plan reviewer that validates implementation plans before building. It uses specific verbs ('verifies', 'validate') and distinguishes itself from siblings like 'architect' or 'code-reviewer' by focusing on plan review before execution.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description advises using the tool 'to validate an implementation plan before starting significant work', providing clear context. However, it does not explicitly state when not to use it or mention alternative tools for other phases of the development process.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

researcherA
Read-only

Research specialist for external libraries, frameworks, APIs, and open-source code. Use for 'how do I use X', best-practice, or 'why does this dependency behave this way' questions, with evidence and honest unverified flags. Fans out to the configured provider panel with this persona (advisory; each provider needs its key/CLI, rate limits apply) and returns a text-wrapped JSON envelope { results[] }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.4/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already indicate readOnlyHint=true and openWorldHint=true. The description adds valuable behavioral details: it fans out to a provider panel with advisory persona, requires keys/CLI per provider, rate limits apply, returns a text-wrapped JSON envelope with results, and includes evidence and honest unverified flags. No contradiction with annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is four sentences long, front-loaded with the main purpose, and includes necessary technical details without redundancy. It is efficient but could be slightly more concise by combining some clauses.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's complexity (multiple providers, six parameters, no output schema), the description thoroughly covers behavior: provider fan-out, return envelope format, file attachments, reasoning effort, and persona override. It provides sufficient context for an AI agent to use the tool correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the input schema already fully describes each parameter. The description adds minimal value for parameter semantics, only mentioning that the expert parameter is ignored on named expert tools. It does not explain parameter details beyond what the schema provides.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly identifies the tool as a research specialist for external libraries, frameworks, APIs, and open-source code, and specifies concrete use cases like 'how do I use X' and 'why does this dependency behave this way'. This distinguishes it from sibling tools such as architect, code-reviewer, and debugger.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides clear context for when to use the tool (e.g., best-practice questions) and mentions that on a named expert tool the tool's own persona wins. However, it does not explicitly list when not to use it or recommend specific alternatives among the many sibling tools.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

scope-analystA
Read-only

Pre-planning consultant that catches ambiguities, hidden requirements, and pitfalls before planning begins. Use when a request is vague or could be interpreted multiple ways. Fans out to the configured provider panel with this persona (advisory; each provider needs its key/CLI, rate limits apply) and returns a text-wrapped JSON envelope { results[] }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.2/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Disclosed behaviors include 'fans out to configured provider panel', 'advisory persona', 'each provider needs its key/CLI, rate limits apply', and 'returns text-wrapped JSON envelope { results[] }'. This adds context beyond annotations (readOnlyHint, openWorldHint) without contradiction.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences only: first sentence states purpose and use condition, second explains behavior and output. Front-loaded, no redundancy, every sentence adds value.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given no output schema, the description covers the return envelope shape. It also mentions provider dependencies. However, the structure of results[] is not detailed, but acceptable given the tool's advisory role.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so baseline is 3. The description does not add any meaning or usage guidance for individual parameters beyond what the schema already provides.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool is a 'pre-planning consultant' that 'catches ambiguities, hidden requirements, and pitfalls before planning begins.' It specifies when to use ('vague or could be interpreted multiple ways'), distinguishing it from sibling tools like architect or plan-reviewer.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly states 'Use when a request is vague or could be interpreted multiple ways.' Provides clear context but does not explicitly mention when not to use or suggest alternative sibling tools.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

security-analystA
Read-only

Security engineer for threat modeling and vulnerability assessment. Use for auth/authorization changes, untrusted input handling, new endpoints, or a focused security audit. Fans out to the configured provider panel with this persona (advisory; each provider needs its key/CLI, rate limits apply) and returns a text-wrapped JSON envelope { results[] }.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNoWorking directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory.
filesNoOptional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url.
expertNoOptional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored.
promptYesThe question or task for the provider(s)/expert.
reasoningEffortNoReasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it.
developerInstructionsNoOptional system/developer instructions injected verbatim; overrides the built-in persona for `expert`.

TDQS

A4.4/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description adds significant context beyond annotations: it explains the fan-out to providers, advisory persona, provider requirements (keys/CLI), rate limits, and return format as a JSON envelope. This is valuable as annotations only indicate readOnly and openWorld hints.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is three sentences, front-loaded with purpose, then use cases, then behavior. Every sentence adds value without redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The description covers purpose, use cases, behavior, and return format. While it could detail the results structure more, it sufficiently complements the annotations and schema, leaving minor ambiguity about the exact output shape.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so the schema already describes all parameters well. The description does not add substantial parameter-specific guidance beyond the schema, so a baseline score of 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool is a security engineer for threat modeling and vulnerability assessment, with specific use cases like auth/authorization changes and security audits. This distinguishes it from sibling tools such as code-reviewer or architect.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description explicitly lists when to use: for auth/authorization changes, untrusted input handling, new endpoints, or a focused security audit. It does not mention when not to use or alternative tools, but the context is clear.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

session-annotateA

Append a freeform note to a persisted session's audit trail - an additive local write, no provider calls. Requires sessions.persist. Returns a text-wrapped JSON envelope { session } (the updated record), or { error } when persistence is off or the id is unknown.

ParametersJSON Schema
NameRequiredDescriptionDefault
noteYesFreeform text appended to the record's audit trail.
sessionIdYesId of the persisted session record to annotate.

TDQS

A4.5/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description details the additive, non-destructive nature of the operation and states that it is a local write with no provider calls. This adds valuable context beyond the annotations (which already indicate non-read-only and non-destructive). It also explains error conditions and return format.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise: two sentences that efficiently convey purpose, prerequisites, and return behavior. Every sentence serves a distinct purpose with no redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the simplicity of the tool (two required params, no output schema), the description provides complete information: it explains the action, prerequisites, side effects (additive local write), error conditions, and return format. No additional context is needed.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% and both parameters have clear descriptions. The description does not add additional parameter-level detail beyond what the schema provides. As per guidelines, with high schema coverage the baseline is 3, and the description does not increase it.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the verb ('Append'), the resource ('persisted session's audit trail'), and key characteristics ('additive local write, no provider calls'). It distinguishes from sibling tools, which are about analysis, consultation, or retrieval, not annotation.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description explicitly mentions the prerequisite 'Requires sessions.persist', which provides a clear condition for when to use this tool. It also notes that an error occurs when persistence is off. However, it does not provide explicit alternatives or when-not-to-use scenarios, which would elevate the score to 5.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

session-getA
Read-only

Fetch a persisted consensus/ask-all session record by id (opinions, verdict, arbiter, annotations). Requires sessions.persist; local and read-only (no provider calls). Returns a text-wrapped JSON envelope { session }, or { error } when persistence is off or the id is unknown.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNosession-revisit only: working directory for resolving the original file refs on the re-run; session-get ignores it.
sessionIdYesId of a persisted session record.

TDQS

A4.5/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, destructiveHint=false. The description adds details about being local, no provider calls, error cases, and that cwd is ignored, which goes beyond annotations without contradicting them.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, front-loaded with the core action, then return format and error handling. No wasted words, every sentence adds value.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple fetch tool, the description covers prerequisites, behavior, return format, and error scenarios. With good annotations and no output schema needed, it is fully informative.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3. The description adds value by explaining that cwd is irrelevant for session-get and clarifying the role of sessionId, enhancing understanding beyond the schema text.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly specifies the action (Fetch), resource (persisted consensus/ask-all session record), and method (by id). It lists the contents (opinions, verdict, arbiter, annotations) and prerequisites, making the purpose unambiguous and differentiated from siblings.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description states it is read-only, local, and requires sessions.persist, giving context on appropriate usage. It lacks explicit comparison to siblings like session-annotate or session-revisit, but the read-only nature and mention of ignoring cwd provide implicit guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

session-revisitA

Re-run a persisted session's ORIGINAL question with the CURRENT providers/config, linking the new run to its source by parentId. Requires sessions.persist; re-runs through the original tool path (which dispatches external providers) and persists a linked child record on success. Returns a text-wrapped JSON envelope (the re-run payload + parentId), or { error } when persistence is off or the id is unknown.

ParametersJSON Schema
NameRequiredDescriptionDefault
cwdNosession-revisit only: working directory for resolving the original file refs on the re-run; session-get ignores it.
sessionIdYesId of a persisted session record.

TDQS

A4.3/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already indicate non-read-only and non-destructive, but the description adds important behavioral details: it persists a linked child record, requires persistence, and returns a JSON envelope or error. No contradiction with annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise with four sentences, each adding value: core action, requirements and process, return format, and error case. Front-loaded with the essential purpose.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's complexity (2 parameters, no output schema), the description covers all necessary context: the action, prerequisites, side effects, return format, and error conditions. Sufficient for an agent to select and invoke the tool correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the baseline is 3. The description does not add new information about parameters beyond what the schema provides; the schema already includes good descriptions for both sessionId and cwd.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the action ('Re-run a persisted session's ORIGINAL question with the CURRENT providers/config'), the resource ('persisted session'), and differentiates from siblings like session-get by mentioning linking via parentId and the requirement for persistence.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description indicates when to use (to re-run a session with current config) and notes prerequisites (sessions.persist must be on), but does not explicitly contrast with other tools in the sibling list beyond stating it uses the original tool path.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. 1 tool updatev3.14.1
    • Changedanalyze4 fields changed
      • addedInput schema / properties / configuredOnly
        Added value: +{
        +  "description": "Report only models present in the current config (default true). Excluded rows and the reason each was dropped are listed in meta.excluded. Set false to include retired/unconfigured models.",
        +  "type": "boolean"
        +}
      • changedInput schema / properties / limitBytes / description
        Previous value: -"Tail size of the debug log to read, in bytes (default 1048576)."New value: +"Tail size of the debug log to read, in bytes (default 1048576, or 33554432 when `since` is set). Clamped to 33554432."
      • changedInput schema / properties / sessions / description
        Previous value: -"How many recent session records to read for the agreement lens (default 50)."New value: +"How many recent session records to read for the agreement lens. Default -1 (no caller cap), still bounded to 500 parsed records; truncation is reported in meta.truncated.sessions."
      • addedInput schema / properties / since
        Added value: +{
        +  "description": "Only analyze runs newer than this window, e.g. \"30m\", \"24h\", \"7d\", or a bare number of seconds. Gates BOTH lenses so timing and agreement cover the same period. Omit for all time. Max 10 years; an invalid or out-of-range value is an error, never a silent fallback.",
        +  "type": "string"
        +}
  2. 19 tool updatesv3.8.1
    • Changedarchitect11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedask-all11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedask-gemini11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedask-gpt11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedask-grok11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedask-one12 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • changedInput schema / properties / provider / description
        Previous value: -"A name from `panel` (e.g. \"codex\", \"openrouter:<alias>\")"New value: +"A name from `panel` (e.g. \"codex\", \"gemini\", \"grok\", \"openrouter:<alias>\")."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedask-openrouter11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedcode-reviewer11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedconsensus11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedconsensus-step10 fields changed
      • addedInput schema / properties / action / description
        Added value: +"Which loop step to run this call, in order: init -> record_blind -> dispatch_peers -> submit_adjudication -> submit_revision."
      • addedInput schema / properties / blindVerdict / description
        Added value: +"record_blind only: your pre-commit verdict text, written before the panel is revealed."
      • addedInput schema / properties / cwd / description
        Added value: +"dispatch_peers only: working directory the peer providers run in."
      • addedInput schema / properties / decisions / description
        Added value: +"submit_adjudication only: per-issue rulings, each { source, category, description, action: accept|dismiss|defer, reason }; dismiss/defer require a reason."
      • addedInput schema / properties / diffSummary / description
        Added value: +"submit_revision only: one line summarizing what changed."
      • addedInput schema / properties / expert / description
        Added value: +"init only: optional persona for the peer panel (see the expert tools)."
      • addedInput schema / properties / prompt / description
        Added value: +"init only: the plan/proposal under review."
      • addedInput schema / properties / revisedPlan / description
        Added value: +"submit_revision only: the full revised plan addressing accepted issues."
      • addedInput schema / properties / sessionId / description
        Added value: +"Loop id returned by init; required on every action except init."
      • addedInput schema / properties / verdict / description
        Added value: +"submit_adjudication only: your adjudicated verdict after weighing the panel."
    • Changeddebugger11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedpanel2 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona to preview the panel for; affects which providers/aliases are eligible."
    • Changedplan-reviewer11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedresearcher11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedscope-analyst11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedsecurity-analyst11 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"Working directory the provider runs in (used to resolve relative file refs). Defaults to the server process directory."
      • addedInput schema / properties / developerInstructions / description
        Added value: +"Optional system/developer instructions injected verbatim; overrides the built-in persona for `expert`."
      • addedInput schema / properties / expert / description
        Added value: +"Optional persona: architect, plan-reviewer, scope-analyst, code-reviewer, security-analyst, researcher, or debugger. On a named expert tool the tool's own persona wins and this is ignored."
      • addedInput schema / properties / files / description
        Added value: +"Optional attachments for providers that read files (Grok/OpenRouter; inlined as context for Codex/Gemini). Each item is EXACTLY ONE of path/dir/file_id/file_url."
      • addedInput schema / properties / files / items / properties / dir / description
        Added value: +"Directory to attach; expanded recursively by providers that support it."
      • addedInput schema / properties / files / items / properties / file_id / description
        Added value: +"Id of a file already uploaded to the provider (e.g. Grok Files API)."
      • addedInput schema / properties / files / items / properties / file_url / description
        Added value: +"Public URL for the provider to fetch."
      • addedInput schema / properties / files / items / properties / mode / description
        Added value: +"Delivery: auto (size-based), inline (embed as text), or upload (provider Files API)."
      • addedInput schema / properties / files / items / properties / path / description
        Added value: +"Path to a single file to attach (resolved against cwd)."
      • addedInput schema / properties / prompt / description
        Added value: +"The question or task for the provider(s)/expert."
      • addedInput schema / properties / reasoningEffort / description
        Added value: +"Reasoning depth where the provider supports it (Grok, OpenRouter): low, medium, high, or none. CLI providers (Codex, Gemini) ignore it."
    • Changedsession-annotate2 fields changed
      • addedInput schema / properties / note / description
        Added value: +"Freeform text appended to the record's audit trail."
      • addedInput schema / properties / sessionId / description
        Added value: +"Id of the persisted session record to annotate."
    • Changedsession-get2 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"session-revisit only: working directory for resolving the original file refs on the re-run; session-get ignores it."
      • addedInput schema / properties / sessionId / description
        Added value: +"Id of a persisted session record."
    • Changedsession-revisit2 fields changed
      • addedInput schema / properties / cwd / description
        Added value: +"session-revisit only: working directory for resolving the original file refs on the re-run; session-get ignores it."
      • addedInput schema / properties / sessionId / description
        Added value: +"Id of a persisted session record."
  3. 20 tool updatesv0.1.0
    • First observedanalyze
    • First observedarchitect
    • First observedask-all
    • First observedask-gemini
    • First observedask-gpt
    • First observedask-grok
    • First observedask-one
    • First observedask-openrouter
    • First observedcode-reviewer
    • First observedconsensus
    • First observedconsensus-step
    • First observeddebugger
    • First observedpanel
    • First observedplan-reviewer
    • First observedresearcher
    • First observedscope-analyst
    • First observedsecurity-analyst
    • First observedsession-annotate
    • First observedsession-get
    • First observedsession-revisit

TDQS

A3.6/5.0
Disambiguation3/5

Many tools overlap in purpose: ask-all and persona tools (architect, debugger, etc.) all fan out to providers, differing only by persona; ask-one duplicates ask-gpt/ask-gemini/ask-grok/ask-openrouter. The detailed descriptions help, but the sheer number of near-identical actions creates ambiguity for an agent.

Naming Consistency2/5

Naming is inconsistent: some tools use verb-first hyphenated names (ask-all, session-get) while others are noun personas (architect, debugger) or single verbs (analyze). There's no uniform pattern for verbs, nouns, or hyphenation, making the set feel ad hoc.

Tool Count2/5

20 tools is high and largely redundant. The specific provider tools (ask-gpt, ask-gemini, etc.) and the many persona tools (architect, plan-reviewer, etc.) could easily be consolidated into ask-one and ask-all with a persona parameter, reducing the surface without losing capability.

Completeness4/5

The tool set covers the deliberation lifecycle well: asking for opinions (ask-all, ask-one, personas), reaching consensus (consensus, consensus-step), session persistence (session-annotate, session-get, session-revisit), and performance analysis (analyze). Minor gaps like listing all sessions are not critical, so completeness is strong.

Maintenance

ActivityActive
ResponsivenessWithin a week

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