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Most reliable planning AI agent tools

As of the latest check, Glimind tracks 10 planning AI agent (MCP) tools, of which 1 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
execute_best_route
io.agentlot/marketplace
healthyRoute a goal to best available suppliers. Planning only; no automatic spend.alternatives
plan_policy_changes
@vulnify/mcp
unknownDry-run policy changes without saving.alternatives
create_implementation_plan
moodle-mcp
unknownBuild a step-by-step plan with timeline, resources, milestones, and risksalternatives
plan
abdul-hamid-achik/Cortex
unknownRequires a testable hypothesis with a disproof path, a change boundary, and a verification planalternatives
make_plan
aiarghya1/manifestation-mcp
unknownGenerate the repo-aware TDD plan; returns full task bodies. Does not start execution.alternatives
approve_plan
aiarghya1/manifestation-mcp
unknownRecord the user's sign-off and advance to EXECUTE.alternatives
plan
Salatik98/tilda-mcp
unknownPlans a dry-run ChangeSet for a semantic mutation.alternatives
Plan
deploymenttheory/windows-mcp-server
unknownProposes a sequence of actions for approval.alternatives
plan
codex-delegate-mcp
unknownReturns schema-validated implementation steps for approval before building.alternatives
decompose_task
moodle-mcp
unknownBreak an assignment into subtasks with effort, dependencies, and critical pathalternatives

FAQ

What are the most reliable planning MCP tools right now?

As of the latest check, Glimind tracks 10 planning AI agent (MCP) tools, of which 1 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank planning tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a planning tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.

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