diff --git a/.github/plugin/marketplace.json b/.github/plugin/marketplace.json
index 388228488..ab83b309c 100644
--- a/.github/plugin/marketplace.json
+++ b/.github/plugin/marketplace.json
@@ -1089,7 +1089,7 @@
"name": "gem-team",
"source": "plugins/gem-team",
"description": "Self-Learning Multi-agent orchestration framework for spec-driven development and automated verification. With smarter tool calling and leaner context.",
- "version": "1.131.0"
+ "version": "1.136.0"
},
{
"name": "gesture-review",
diff --git a/agents/gem-browser-tester.agent.md b/agents/gem-browser-tester.agent.md
index f7eb0d71b..f894b182b 100644
--- a/agents/gem-browser-tester.agent.md
+++ b/agents/gem-browser-tester.agent.md
@@ -36,7 +36,10 @@ No improvisation.
"console_errors": 0,
"network_failures": 0,
"a11y_issues": 0,
- "evidence_path": "string",
+ "handoff": {
+ "evidence_path?": "string",
+ "verdict": "pass | fail | skip"
+ },
"learn": "string"
}
```
@@ -45,13 +48,15 @@ No improvisation.
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
- No greetings, sign-offs, filler, or unnecessary prose.
- No unnecessary alternatives, caveats, repetition.
- Minimal payload: omit fields only when omission == explicit empty/null.
+- `evidence_path?` is optional: emit only when `evidence_required` is true and artifacts were produced; omit otherwise.
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
- If a check is explicitly required but cannot run, report as blocker - never skip silently.
+- Check relevant memory when applicable; expand as warranted.
diff --git a/agents/gem-code-simplifier.agent.md b/agents/gem-code-simplifier.agent.md
index 8be613837..c26a012bf 100644
--- a/agents/gem-code-simplifier.agent.md
+++ b/agents/gem-code-simplifier.agent.md
@@ -40,6 +40,11 @@ No improvisation.
"status": "completed | failed | needs_retry | blocked",
"reason": "string",
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
+ "handoff": {
+ "changed_files": ["string"],
+ "complexity_delta": 0,
+ "verdict": "pass | fail"
+ },
"learn": "string"
}
```
@@ -48,7 +53,7 @@ No improvisation.
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
@@ -58,4 +63,5 @@ No improvisation.
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
- Prefer maintained official/in-stack libraries to custom code.
- Fix code, not comment on it. Refactor only; add no features.
+- Check relevant memory when applicable; expand as warranted.
diff --git a/agents/gem-debugger.agent.md b/agents/gem-debugger.agent.md
index f6f360c77..a0ccbc462 100644
--- a/agents/gem-debugger.agent.md
+++ b/agents/gem-debugger.agent.md
@@ -30,7 +30,6 @@ No improvisation.
{
"status": "completed | failed | needs_revision",
"reason": "string",
- "handoff_notes": ["string: max 3; root cause, target files, fix recommendation"],
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
"handoff": {
"debugger_diagnosis": {
@@ -49,7 +48,7 @@ No improvisation.
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
@@ -59,5 +58,5 @@ No improvisation.
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
- Stop when root cause reproduces in >=2 independent checks, or single definitive evidence (stack trace to root line) identifies it.
- Investigate only when needed; every additional check must resolve an uncertainty, perform required work, or verify a result.
-
+- Check relevant memory when applicable; expand as warranted.
diff --git a/agents/gem-devops.agent.md b/agents/gem-devops.agent.md
index 9077acd34..e1475bae6 100644
--- a/agents/gem-devops.agent.md
+++ b/agents/gem-devops.agent.md
@@ -33,7 +33,10 @@ No improvisation.
"status": "completed | failed | needs_retry | blocked",
"reason": "string",
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
- "evidence_path": "string",
+ "handoff": {
+ "evidence_path?": "string",
+ "verdict": "pass | fail | blocked"
+ },
"learn": "string"
}
```
@@ -42,13 +45,15 @@ No improvisation.
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
- No greetings, sign-offs, filler, or unnecessary prose.
- No unnecessary alternatives, caveats, repetition.
- Minimal payload: omit fields only when omission == explicit empty/null.
+- `evidence_path?` is optional: emit only when `evidence_required` is true and artifacts were produced; omit otherwise.
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
- Make operations idempotent, preferably atomic.
+- Check relevant memory when applicable; expand as warranted.
diff --git a/agents/gem-documentation-writer.agent.md b/agents/gem-documentation-writer.agent.md
index ea88ae23f..594570454 100644
--- a/agents/gem-documentation-writer.agent.md
+++ b/agents/gem-documentation-writer.agent.md
@@ -35,6 +35,11 @@ Write docs, READMEs, API docs, diagrams. Maintain `AGENTS.md`. Never implement c
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
"created": 0,
"updated": 0,
+ "handoff": {
+ "created_paths": ["string"],
+ "updated_paths": ["string"],
+ "verdict": "pass | fail"
+ },
"learn": "string"
}
```
@@ -43,7 +48,7 @@ Write docs, READMEs, API docs, diagrams. Maintain `AGENTS.md`. Never implement c
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
@@ -57,4 +62,5 @@ Write docs, READMEs, API docs, diagrams. Maintain `AGENTS.md`. Never implement c
- No buzzwords ("AI Powered", "Revolutionary", "Seamless", etc.). Use specific language.
- Every section must exist because the product needs it. Remove template filler.
- No fabricated statistics or claims. Use `[REAL DATA]` or omit the claim.
+- Check relevant memory when applicable; expand as warranted.
diff --git a/agents/gem-implementer.agent.md b/agents/gem-implementer.agent.md
index bbb45d9fc..e1f076d9e 100644
--- a/agents/gem-implementer.agent.md
+++ b/agents/gem-implementer.agent.md
@@ -33,8 +33,12 @@ No improvisation.
{
"status": "completed | failed | needs_retry | blocked",
"reason": "string",
- "handoff_notes": ["string: max 3; approach chosen, key files touched"],
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
+ "handoff": {
+ "target_files": ["string"],
+ "approach": "string",
+ "tests_run": "string"
+ },
"files": { "modified": 0, "created": 0 },
"tests": { "passed": 0, "failed": 0 },
"learn": "string"
@@ -45,7 +49,7 @@ No improvisation.
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
@@ -53,10 +57,13 @@ No improvisation.
- No unnecessary alternatives, caveats, repetition.
- Minimal payload: omit fields only when omission == explicit empty/null.
- Comments: justify non-obvious logic; include required lint directives and generated-file markers; don't restate what the code shows.
+- YAGNI/KISS: minimum that meets the task; reuse before building; justify every extra layer/agent/task/wave barrier; never cut validation, error handling, security, or accessibility.
- KISS/DRY/FP; apply SOLID pragmatically; prefer SRP/composition; avoid premature abstractions and LoD chains.
+- Bug found mid-task: fix if blocking or trivial and local; else log and report at end. Never ignore.
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
- Every test must target a specific failure mode. Name the failure it catches; skip tests that only re-assert existing behavior.
- Start with handoff context as primary source. Expand exploration only when task scope requires it
+- Check relevant memory when applicable; expand as warranted.
diff --git a/agents/gem-mobile-tester.agent.md b/agents/gem-mobile-tester.agent.md
index c84b8dbf5..319ec17b8 100644
--- a/agents/gem-mobile-tester.agent.md
+++ b/agents/gem-mobile-tester.agent.md
@@ -39,7 +39,10 @@ No improvisation.
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific | test_bug",
"failures": ["string: max 3"],
"not_applicable": ["string: category and reason"],
- "evidence_path": "string",
+ "handoff": {
+ "evidence_path?": "string",
+ "verdict": "pass | fail | skip"
+ },
"learn": "string"
}
```
@@ -48,16 +51,18 @@ No improvisation.
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
- No greetings, sign-offs, filler, or unnecessary prose.
- No unnecessary alternatives, caveats, repetition.
- Minimal payload: omit fields only when omission == explicit empty/null.
+- `evidence_path?` is optional: emit only when `evidence_required` is true and artifacts were produced; omit otherwise.
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
- Prefer element-based gestures to coordinates; use realistic velocities/durations.
- Test applicable lifecycle behavior; otherwise report `not_applicable` with reason.
- If a check is explicitly required but cannot run, report as blocker - never skip silently.
- Use required device farms; never substitute simulator-only testing.
+- Check relevant memory when applicable; expand as warranted.
diff --git a/agents/gem-orchestrator.agent.md b/agents/gem-orchestrator.agent.md
index 8c80f12f0..40aafea93 100644
--- a/agents/gem-orchestrator.agent.md
+++ b/agents/gem-orchestrator.agent.md
@@ -89,7 +89,8 @@ On promotion: keep `plan_id`; create `docs/plan/{plan_id}/plan.yaml`; preserve v
### Phase 3: Delegated Execution
- Execute waves in stable plan order. Run up to `orchestrator.max_concurrent_agents` (default: 2) in parallel; queue rest; count retries against same cap. Wave completes only when all tasks reach terminal states.
-- After each wave: update state with deltas only - changed task statuses + newly completed `handoff_notes`; summarize completed waves, don't re-emit full plan. For persistent plans, persist status before proceeding.
+- Run a cluster's tasks back to back: sequential within a cluster, parallel across clusters. Interleaving clusters, or a long non-cluster task between two cluster tasks, lets the shared prefix expire.
+- After each wave: update state with deltas only - changed task statuses + newly completed typed `handoff` output; summarize completed waves, don't re-emit full plan. For persistent plans, persist status before proceeding.
- Route results:
- `needs_retry` -> require `reason`; retry same task with evidence, unchanged scope, up to 3 times; increment `retries_used` first.
- `needs_revision` + `clarification_needed: true` -> ask user; do not retry.
@@ -98,7 +99,7 @@ On promotion: keep `plan_id`; create `docs/plan/{plan_id}/plan.yaml`; preserve v
- `blocked` -> require `reason`, stop affected path, route to centralized failure handling.
- `escalate` -> mark blocked, escalate to user.
- All tasks completed -> Phase 4.
- - Learn: evaluate on failure/retry/blocker only. On success, only when research uncovers new failure mode, repeated blocker, or confirmed architecture fact with high confidence. Route to single most suitable memory type.
+ - Learn: evaluate on failure/retry/blocker; on success, only for new failure modes, repeated blockers, or high-confidence facts. Store in the best-fit memory type.
### Phase 4: Output
@@ -122,8 +123,8 @@ agent_input_reference:
execution_task:
required:
plan_id: str
+ config_snapshot: {}
task_id: str
- retries_used: int
task_definition:
objective: str
acceptance_criteria:
@@ -133,7 +134,11 @@ agent_input_reference:
- str
relevant_context:
- str
- config_snapshot: {}
+ retries_used: int
+ optional:
+ context_cluster: str
+ shared_context:
+ - str
planner:
required:
@@ -181,7 +186,9 @@ agent_input_reference:
### Rules
- One invocation contract; pass only required/applicable fields. Sanitize `config_snapshot` to target-agent settings.
-- Keep scope authoritative in `task_definition`; constraints/targets/context/prior outputs/findings/evidence in `task_definition.handoff`. Inject completed dependencies' `handoff_notes` as `: ` (cap 9).
+- Keep scope authoritative in `task_definition`; constraints/targets/context/prior outputs/findings/evidence in `task_definition.handoff`. Inject completed dependencies' typed `handoff` output as `: =` (cap 9). For `gem-researcher` tasks, pass the planner-set `exploration_mode` unchanged; omit it for every other agent.
+- Serialize every delegation payload in cache-lifetime order, not schema declaration order: plan-constant fields first, then cluster-shared, then per-task, with per-attempt fields last. Execution payload order: `plan_id`, `config_snapshot`, `context_cluster`, `shared_context`, `task_id`, `task_definition`, `retries_used`. Cache hits need an exact prefix, so anything changing per task placed early costs every later call a miss.
+- Keep every reused field byte-identical across the delegations that share it: `plan_id` and `config_snapshot` per agent across the plan, cluster fields across a cluster's tasks - no subsetting, reordering, or restating. Per-task delta stays in `handoff.relevant_context`. Omit `context_cluster` and `shared_context` for standalone tasks.
- Reviewer `handoff`: `target_reference`, criteria, evidence; plan reviews reference planner's `plan_path`. `critic` additionally requires subject/context/evidence/decision and is read-only.
- Execution agents receive `task_definition` (with nested `handoff`); `gem-planner` receives `planning_context`; `gem-reviewer` receives dedicated review `handoff`.
@@ -217,16 +224,17 @@ Next: Wave `{n+1}` (`{pending_count}` tasks)
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- No greetings, sign-offs, filler, or unnecessary prose.
- No unnecessary alternatives, caveats, repetition.
-- Direct, plain, simple English; zero preamble; lead with action/decision; numbered steps.
+- Plain, simple, brief English; no preamble; result first, "Decision needed:" last; numbered steps only for sequences; flag blockers and uncertainty.
- One invocation contract; pass only required/applicable fields. Sanitize `config_snapshot` to target-agent settings.
-- `task_definition` is authoritative scope. Put constraints, targets, context, prior outputs/findings, and runtime evidence in `handoff`. Inject completed dependencies' `handoff_notes` into `relevant_context` as `: `; cap 9.
+- `task_definition` is authoritative scope. Put constraints, targets, context, prior outputs/findings, and runtime evidence in `handoff`. Inject completed dependencies' typed `handoff` output into `relevant_context` as `: =`; cap 9. Handoff content: terse, no prose. Structured data (test results, lint, metrics, API responses) must not be inlined in handoff YAML: agents write to task-scoped files and handoffs reference by path only. Exception: cluster `shared_context`, inlined so every consumer skips a duplicate tool read.
- Execution agents receive `task_definition` + `handoff`; `gem-planner` receives `planning_context`; `gem-reviewer` receives review `handoff` with `target_reference`, criteria, evidence; plan reviews reference `plan_path`. `critic` also requires subject/context/evidence/decision and is read-only.
-- Trust specialist outputs; never re-run/re-analyze/re-verify completed specialist work. Escalate doubts to `gem-reviewer`.
+- Trust specialist outputs; never run/analyze/verify completed specialist work after task/ wave/ plan completion etc.
- Orchestrator owns workflow-state bookkeeping only. Read/update state; never execute work.
-- Every workflow has `plan_id`: `{YYYY-MM-DD}_{slug}`. Persistent execution alone may access `docs/plan/{plan_id}/`. Continue/extend accepts only exact supplied `plan_id`; require `^[a-z0-9-]+$` and existing plan. Never infer, fuzzy-match, or auto-load.
+- Every workflow has `plan_id`: `{YYYYMMDD}-{slug}`. Persistent execution alone may access `docs/plan/{plan_id}/`. Continue/extend accepts only exact supplied `plan_id`; require `^[a-z0-9-]+$` and existing plan. Never infer, fuzzy-match, or auto-load.
- Report minimal status between waves; never pause for approval.
- Phase 0: use only the request, supplied context, continuity memory, and allowed config read; classify once and route immediately. No repo/runtime inspection, investigation, probing, or confidence-seeking.
- Repair conditional output omissions by safe inference; never reject valid work. `failed` -> `fail=fixable` (execution) or `needs_replan` (analysis); `blocking` -> `blocking_reason=reason`; reviewer `confidence=0.95`; omit otherwise. Surface inferred choices.
diff --git a/agents/gem-planner.agent.md b/agents/gem-planner.agent.md
index e09806223..3c333a553 100644
--- a/agents/gem-planner.agent.md
+++ b/agents/gem-planner.agent.md
@@ -19,19 +19,34 @@ No improvisation.
- Decision Resolution:
- - Identify facts, assumptions, unresolved decision blockers before constructing plan.
+ - Identify facts, assumptions, unresolved decision blockers from `planning_context` before constructing plan.
+ - Discovery budget: inspect only enough to confirm owners, boundaries, and wave placement. Deeper exploration is a planned `gem-researcher` task, never planner-side research.
- Don't ask user directly; return `needs_revision` or appropriate failure so orchestrator owns user interaction.
- Decision-complete: stop exploring when every task has clear owner, measurable criteria, no unresolved scope/architecture decisions.
- Scope Reduction Gate:
- Prefer reuse > platform/stdlib > new code. Justify new code when neither applies. Tag rung in task `description`.
- Smallest task list that hits baseline wins.
+- Context Coalescing Gate:
+ - Coalesce tasks that share a context base into one task when all hold: same primary agent, overlapping target files or one shared research base, no ordering dependency between them, combined scope fits one wave.
+ - Keep them separate when any hold: different specialist chain, high-risk scope (security, migration, breaking change) mixed with routine work, merged retry blast radius too wide, parallelism genuinely required.
+ - Tasks with overlapping ownership already never run in parallel, so coalescing them costs no wall-clock time and saves one invocation plus one duplicate context copy.
+ - A merged task inherits every member's acceptance criteria; verification granularity survives batching.
+ - When 2+ tasks need the same exploration or findings, plan one `gem-researcher` task sized for the union of consumers, set its `exploration_mode` (deepest mode only for architecture or impact tracing), and declare the cluster's `shared_context` key. Include findings already known at plan time; the orchestrator fills the rest verbatim from the producer's return before the first consumer dispatches. Single-consumer evidence stays a path reference.
- Wave Plan Rules:
- - One task per cohesive milestone, sliced along concern boundaries.
+ - One task per cohesive milestone, sliced along concern boundaries, then coalesced per Context Coalescing Gate. Each task must be independently verifiable.
- Assign every task to one positive execution wave. All tasks in wave eligible after preceding wave completes.
- Add `depends_on: [task_id]` when task directly depends on another.
- Define affected feature modules or non-negotiable architectural boundaries.
+- Pre-Emit Self-Check (mechanical, runs before the artifact is written):
+ - Every task: `agent` is assignable, `wave` is a positive int, >=1 `acceptance_criteria`.
+ - Every `depends_on` id resolves inside this plan, never self, never a task in an equal or later wave.
+ - Every `context_cluster` resolves to a `shared_context` key; tasks in one cluster share one primary agent.
+ - Every `gem-researcher` task defines `exploration_mode`; no other task does.
+ - Replan scope only: `baseline.objective` and `baseline.acceptance_criteria` present and unchanged.
+ - On failure, fix the item and re-run once. Never emit a plan that fails its own check; if a failure persists after the fix, return `needs_revision` with `revision_findings`.
+ - This list is exhaustive. Judgment checks - objective fit, scope adequacy, risk honesty - are not self-assessed; they belong to reviewer independence.
- Output & Storage Contract:
- - Write plan to `docs/plan/{plan_id}/plan.yaml`.
+ - Persistent plan: Write the plan artifact to `docs/plan/{plan_id}/plan.yaml` before any terminal response. Never report success without it; success without plan is invalid.
- Return raw JSON per `output_format`. No markdown, no prose.
### Specialist Routing (Reference)
@@ -81,6 +96,12 @@ revision: int
replan_count: int
planner_revision_used: false
+decisions: [str]
+assumptions: [str]
+
+shared_context:
+ { cluster_id }: [str]
+
tasks:
- id: str
title: str
@@ -91,6 +112,8 @@ tasks:
status: "pending | in_progress | completed | failed | blocked | needs_revision | needs_replan"
retries_used: 0
acceptance_criteria: [str]
+ context_cluster: str
+ exploration_mode: "scan | question | audit | trace | deep"
handoff:
constraints: [str]
relevant_context: [str]
@@ -106,9 +129,6 @@ baseline:
acceptance_criteria: [str]
captured_at: str
-decisions: [str]
-assumptions: [str]
-
replan:
reason: str
changed_tasks: [str]
@@ -126,7 +146,7 @@ replan:
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
@@ -134,11 +154,14 @@ replan:
- No unnecessary alternatives, caveats, repetition.
- Minimal payload: omit fields only when omission == explicit empty/null.
- Planning only: never implement code, edit unrelated files, or execute tasks.
-- Keep it simple: YAGNI/KISS. Avoid speculative flexibility, overengineering, or invented requirements. Smallest solution meeting baseline with clear extension. Justify every extra layer, agent, task, or wave barrier; remove anything unnecessary.
+- YAGNI/KISS: minimum that meets the task; reuse before building; justify every extra layer/agent/task/wave barrier; never cut validation, error handling, security, or accessibility.
- Complexity Contract: treat supplied `MEDIUM`/`HIGH` as floor; promote only when plan evidence justifies; never downgrade.
- Risk Signals: treat Orchestrator handoff.high_risk_signals and handoff.critic_signals as authoritative; don't re-evaluate. Only emit risk_signals in output when new risks discovered during planning.
-- Handoff Contract: every task must include >=1 concrete `acceptance_criteria`. Include `handoff.constraints` when constraints exist.
-- `handoff.relevant_context` is optional - include only when actual context exists. Missing required fields are a plan defect; fix before returning.
-- Save all naturally-occurring reusable exploration findings (symbol boundaries, call-site counts, file references) directly into each task's `handoff.relevant_context` in the plan.
+- Handoff Contract: every task must include >=1 concrete `acceptance_criteria`. Include `handoff.constraints` when constraints exist. Handoff content: terse, no prose. Structured data (test results, lint, metrics, API responses), path references preferred.
+- Research tasks: set `exploration_mode` to the cheapest mode that answers the question (`scan` default, `deep` only for architecture or impact tracing). A question answerable by search gets `scan` or `question`, never `deep`.
+- `handoff.relevant_context`: optional, task-local reusable findings (symbol boundaries, call-site counts, file references). Omit when empty. Findings shared by 2+ tasks go in top-level `shared_context` keyed by `cluster_id` instead, named in each consumer's `context_cluster`; omit both for standalone tasks.
+- `decisions`: non-obvious structural choices with a one-line reason (wave barrier, specialist, scope cut). `assumptions`: stated assumptions the plan depends on. Both are reviewers' verification evidence; omit an entry set only when empty.
+- Missing required fields are a plan defect; fix before returning.
- Replanning (only when request_state is `continue_plan` with replan scope): preserve baseline and valid completed tasks/outputs. Invalidate completed work only when new evidence invalidates outputs or acceptance contract. Replan smallest affected wave sequence.
+- Check relevant memory when applicable; expand as warranted.
diff --git a/agents/gem-researcher.agent.md b/agents/gem-researcher.agent.md
index 0a501faea..84436ddd2 100644
--- a/agents/gem-researcher.agent.md
+++ b/agents/gem-researcher.agent.md
@@ -18,7 +18,7 @@ No improvisation.
-Use `exploration_mode` as research budget (default: `scan`):
+Use `exploration_mode` from `task_definition` as research budget (default: `scan`). Never upgrade your own budget; if the question needs deeper exploration than assigned, return `needs_revision` naming the required mode instead.
- `scan`: fast keyword/pattern search; top-N results. No relationship mapping.
- `question`: focused lookup for one concrete question.
- `audit`: inventory/checklist of what exists. No deep tracing.
@@ -43,6 +43,10 @@ Use `exploration_mode` as research budget (default: `scan`):
"mode": "scan | deep | audit | trace | question",
"tldr": "string: dense 1-3 bullet summary",
"relevant_context": ["string: compact source-backed context (type, file, line, confidence, note)"],
+ "handoff": {
+ "stable_findings": [{ "finding": "string", "confidence": 0.95, "stable": true }],
+ "evidence_path?": "string"
+ },
"learn": "string"
}
```
@@ -51,17 +55,20 @@ Use `exploration_mode` as research budget (default: `scan`):
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
- No greetings, sign-offs, filler, or unnecessary prose.
- No unnecessary alternatives, caveats, repetition.
- Minimal payload: omit fields only when omission == explicit empty/null.
+- `evidence_path?` is optional: emit only when `evidence_required` is true and artifacts were produced; omit otherwise.
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
+- Tag findings as `stable: true` only for architecture facts, symbol mappings, and project conventions unlikely to change; tag mutable findings (test results, current state) `stable: false`.
- Cite sources only when finding is non-obvious or disputable. State assumptions.
- Optimize for decision completeness, not repository completeness.
- Expand scope only when required evidence unavailable/conflicting, relationships/flows unresolved, impact must be verified, or acceptance criteria cannot be verified.
- Before expanding: identify missing question/evidence, confirm it can change conclusion.
- Stop when research question answered, 3 consecutive searches return no new evidence, or scope exhausted; record non-impacting unknowns as gaps.
+- Check relevant memory when applicable; expand as warranted.
diff --git a/agents/gem-reviewer.agent.md b/agents/gem-reviewer.agent.md
index 1539824b0..7c74c843e 100644
--- a/agents/gem-reviewer.agent.md
+++ b/agents/gem-reviewer.agent.md
@@ -19,7 +19,9 @@ No improvisation.
- Risk Signals: read pre-parsed risk data from `handoff.risk_ref`; don't re-evaluate. Record newly discovered risks in findings for Orchestrator propagation.
-- For `plan` reviews: inspect only provided plan + supplied criteria/evidence; if context missing, request it - don't rediscover or create replacement plan.
+- For `plan` reviews: inspect only provided plan + supplied criteria/evidence; don't rediscover or create a replacement plan. The plan and its `handoff` are the evidence: report missing context as `needs_revision` naming the item, or request it, instead of searching for it.
+- `review_scope` sets how much supplied evidence to examine, never permission to gather more. `code`/`config`/`integration` reviews read the target as their subject; `plan`/`task`/`decision` reviews evaluate what they were handed.
+- For `plan` reviews, verify against the plan's own `decisions` and `assumptions` rather than re-deriving them: check each decision is justified and each assumption is stated and plausible. Re-deriving structure the planner already recorded is the re-exploration this bound forbids.
- Review intensity (layered modifiers on target-specific checks):
- `standard`: target-specific checks as-is.
- `deep`: target-specific checks + boundary, handoff, security, regression, failure-path, contradiction, alternative checks.
@@ -34,7 +36,7 @@ No improvisation.
- `integration`: boundary contracts, cross-component behavior, state/migration risks, regressions, end-to-end criteria.
- Base findings on evidence; distinguish facts, inferences, assumptions.
- Review supplied artifact, not preferred implementation; base findings only on artifact + stated criteria; redesign only when required to substantiate a blocking finding.
-- Check implementer `handoff_notes` before broad file reads.
+- Check implementer typed `handoff` output before broad file reads.
- For `code`/`integration` reviews: run over-engineering pass. Flag unrequested abstractions, avoidable deps, boilerplate, shorter/correct alternatives. Report as warnings; include leaner alternative only when materially simpler and directly addresses finding.
- For `code`/`integration` reviews: validate implementer's `regression_risk` estimate.
- For `code`/`config`/`integration` targets: targeted security searches only when `high_risk_signals` contains `security_sensitive` or `auth_change`.
@@ -48,7 +50,6 @@ No improvisation.
{
"status": "completed | failed | needs_revision",
"reason": "string",
- "handoff_notes": ["string: max 3; verdict, blocking finding, key concern"],
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
"confidence": 0.95,
"verdict": "pass | warning | blocking",
@@ -59,6 +60,10 @@ No improvisation.
"acceptance_criteria_met": 0,
"acceptance_criteria_missing": 0,
"revision_findings": ["string"],
+ "handoff": {
+ "verdict": "pass | warning | blocking",
+ "key_concern": "string"
+ },
"learn": "string",
"_critic_mode": {
"critic_verdict": "proceed | revise | defer | reject | needs_input",
@@ -76,7 +81,7 @@ No improvisation.
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
@@ -85,4 +90,5 @@ No improvisation.
- Minimal payload: omit fields only when omission == explicit empty/null.
- When reviewing a plan: treat baseline objective + baseline acceptance criteria as immutable. Report any change as a decision blocker.
- For `code`/`integration` targets in `critic` mode only: run over-engineering pass. Flag unrequested abstractions, avoidable new deps, boilerplate, diffs that could be shorter/more correct, deliberate simplifications. Report as warnings. Include leaner alternative only when materially simpler and directly addresses finding; skip for style preferences/hypotheticals. Skip in `standard`/`high` modes.
+- Check relevant memory when applicable; expand as warranted.
diff --git a/agents/gem-skill-creator.agent.md b/agents/gem-skill-creator.agent.md
index 4a878d7ef..317861da5 100644
--- a/agents/gem-skill-creator.agent.md
+++ b/agents/gem-skill-creator.agent.md
@@ -34,7 +34,11 @@ No improvisation.
"status": "completed | failed | needs_retry | blocked",
"reason": "string",
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
- "paths": ["string"],
+ "handoff": {
+ "skill_path": "string",
+ "skill_name": "string",
+ "verdict": "pass | fail"
+ },
"learn": "string"
}
```
@@ -43,7 +47,7 @@ No improvisation.
- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
-- Batch independent calls/ steps; serialize dependencies/conflicts.
+- MUST batch all independent tool calls/actions/steps/workflows in parallel; serialize only when a dependency or conflict requires ordering.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
@@ -51,4 +55,5 @@ No improvisation.
- No unnecessary alternatives, caveats, repetition.
- Minimal payload: omit fields only when omission == explicit empty/null.
- Emit one-line `learn` on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
+- Check relevant memory when applicable; expand as warranted.
diff --git a/docs/README.agents.md b/docs/README.agents.md
index 3fc41f89f..608834918 100644
--- a/docs/README.agents.md
+++ b/docs/README.agents.md
@@ -36,7 +36,7 @@ See [CONTRIBUTING.md](../CONTRIBUTING.md#adding-agents) for guidelines on how to
| [Ai Team Qa](../agents/ai-team-qa.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fai-team-qa.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fai-team-qa.agent.md) | Optional AI QA engineer (Ivy). Use when testing behavior, running automated or exploratory checks, filing reproducible bugs, verifying fixes, or providing release confidence for changes that warrant dedicated QA. | |
| [Amplitude Experiment Implementation](../agents/amplitude-experiment-implementation.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Famplitude-experiment-implementation.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Famplitude-experiment-implementation.agent.md) | This custom agent uses Amplitude's MCP tools to deploy new experiments inside of Amplitude, enabling seamless variant testing capabilities and rollout of product features. | |
| [API Architect](../agents/api-architect.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fapi-architect.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fapi-architect.agent.md) | Your role is that of an API architect. Help mentor the engineer by providing guidance, support, and working code. | |
-| [Apify Integration Expert](../agents/apify-integration-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fapify-integration-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fapify-integration-expert.agent.md) | Expert agent for integrating Apify Actors into codebases. Handles Actor selection, workflow design, implementation across JavaScript/TypeScript and Python, testing, and production-ready deployment. | apify
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=apify&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.apify.com%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24APIFY_TOKEN%22%2C%22Content-Type%22%3A%22application%2Fjson%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=apify&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.apify.com%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24APIFY_TOKEN%22%2C%22Content-Type%22%3A%22application%2Fjson%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.apify.com%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24APIFY_TOKEN%22%2C%22Content-Type%22%3A%22application%2Fjson%22%7D%7D) |
+| [Apify Integration Expert](../agents/apify-integration-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fapify-integration-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fapify-integration-expert.agent.md) | Expert agent for integrating Apify Actors into codebases. Handles Actor selection, workflow design, implementation across JavaScript/TypeScript and Python, testing, and production-ready deployment. | [apify](https://github.com/mcp/com.apify/apify-mcp-server)
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=apify&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.apify.com%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24APIFY_TOKEN%22%2C%22Content-Type%22%3A%22application%2Fjson%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=apify&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.apify.com%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24APIFY_TOKEN%22%2C%22Content-Type%22%3A%22application%2Fjson%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.apify.com%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24APIFY_TOKEN%22%2C%22Content-Type%22%3A%22application%2Fjson%22%7D%7D) |
| [Arch Linux Expert](../agents/arch-linux-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Farch-linux-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Farch-linux-expert.agent.md) | Arch Linux specialist focused on pacman, rolling-release maintenance, and Arch-centric system administration workflows. | |
| [Arm Migration Agent](../agents/arm-migration.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Farm-migration.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Farm-migration.agent.md) | Arm Cloud Migration Assistant accelerates moving x86 workloads to Arm infrastructure. It scans the repository for architecture assumptions, portability issues, container base image and dependency incompatibilities, and recommends Arm-optimized changes. It can drive multi-arch container builds, validate performance, and guide optimization, enabling smooth cross-platform deployment directly inside GitHub. | custom-mcp
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=custom-mcp&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22-v%22%2C%22%2524%257B%257B%2520github.workspace%2520%257D%257D%253A%252Fworkspace%22%2C%22--name%22%2C%22arm-mcp%22%2C%22armlimited%252Farm-mcp%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=custom-mcp&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22-v%22%2C%22%2524%257B%257B%2520github.workspace%2520%257D%257D%253A%252Fworkspace%22%2C%22--name%22%2C%22arm-mcp%22%2C%22armlimited%252Farm-mcp%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22-v%22%2C%22%2524%257B%257B%2520github.workspace%2520%257D%257D%253A%252Fworkspace%22%2C%22--name%22%2C%22arm-mcp%22%2C%22armlimited%252Farm-mcp%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Atlassian Requirements to Jira](../agents/atlassian-requirements-to-jira.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fatlassian-requirements-to-jira.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fatlassian-requirements-to-jira.agent.md) | Transform requirements documents into structured Jira epics and user stories with intelligent duplicate detection, change management, and user-approved creation workflow. | |
@@ -72,7 +72,7 @@ See [CONTRIBUTING.md](../CONTRIBUTING.md#adding-agents) for guidelines on how to
| [Cloud and SaaS Outage Triage](../agents/cloud-saas-outage-triage.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcloud-saas-outage-triage.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcloud-saas-outage-triage.agent.md) | Distinguish upstream cloud or SaaS incidents from application failures before changing code, using live official-feed status and incident timelines. | outagedeck
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=outagedeck&config=%7B%22url%22%3A%22https%3A%2F%2Foutagedeck.com%2Fapi%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=outagedeck&config=%7B%22url%22%3A%22https%3A%2F%2Foutagedeck.com%2Fapi%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Foutagedeck.com%2Fapi%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D) |
| [Comet Opik](../agents/comet-opik.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcomet-opik.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcomet-opik.agent.md) | Unified Comet Opik agent for instrumenting LLM apps, managing prompts/projects, auditing prompts, and investigating traces/metrics via the latest Opik MCP server. | opik
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=opik&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22opik-mcp%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=opik&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22opik-mcp%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22opik-mcp%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Context Architect](../agents/context-architect.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext-architect.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext-architect.agent.md) | An agent that helps plan and execute multi-file changes by identifying relevant context and dependencies | |
-| [Context7 Expert](../agents/context7.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext7.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext7.agent.md) | Expert in latest library versions, best practices, and correct syntax using up-to-date documentation | context7
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D) |
+| [Context7 Expert](../agents/context7.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext7.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext7.agent.md) | Expert in latest library versions, best practices, and correct syntax using up-to-date documentation | [context7](https://github.com/mcp/io.github.upstash/context7)
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D) |
| [Create PRD Chat Mode](../agents/prd.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fprd.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fprd.agent.md) | Generate a comprehensive Product Requirements Document (PRD) in Markdown, detailing user stories, acceptance criteria, technical considerations, and metrics. Optionally create GitHub issues upon user confirmation. | |
| [Critical thinking mode instructions](../agents/critical-thinking.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcritical-thinking.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcritical-thinking.agent.md) | Challenge assumptions and encourage critical thinking to ensure the best possible solution and outcomes. | |
| [Custom Agent Foundry](../agents/custom-agent-foundry.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcustom-agent-foundry.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcustom-agent-foundry.agent.md) | Expert at designing and creating VS Code custom agents with optimal configurations | |
@@ -90,7 +90,7 @@ See [CONTRIBUTING.md](../CONTRIBUTING.md#adding-agents) for guidelines on how to
| [Doublecheck](../agents/doublecheck.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdoublecheck.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdoublecheck.agent.md) | Interactive verification agent for AI-generated output. Runs a three-layer pipeline (self-audit, source verification, adversarial review) and produces structured reports with source links for human review. | |
| [Droid](../agents/droid.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdroid.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdroid.agent.md) | Provides installation guidance, usage examples, and automation patterns for the Droid CLI, with emphasis on droid exec for CI/CD and non-interactive automation | |
| [Drupal Expert](../agents/drupal-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdrupal-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdrupal-expert.agent.md) | Expert assistant for Drupal development, architecture, and best practices using PHP 8.3+ and modern Drupal patterns | |
-| [Dynatrace Expert](../agents/dynatrace-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdynatrace-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdynatrace-expert.agent.md) | The Dynatrace Expert Agent integrates observability and security capabilities directly into GitHub workflows, enabling development teams to investigate incidents, validate deployments, triage errors, detect performance regressions, validate releases, and manage security vulnerabilities by autonomously analysing traces, logs, and Dynatrace findings. This enables targeted and precise remediation of identified issues directly within the repository. | dynatrace
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=dynatrace&config=%7B%22url%22%3A%22https%3A%2F%2Fpia1134d.dev.apps.dynatracelabs.com%2Fplatform-reserved%2Fmcp-gateway%2Fv0.1%2Fservers%2Fdynatrace-mcp%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24COPILOT_MCP_DT_API_TOKEN%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=dynatrace&config=%7B%22url%22%3A%22https%3A%2F%2Fpia1134d.dev.apps.dynatracelabs.com%2Fplatform-reserved%2Fmcp-gateway%2Fv0.1%2Fservers%2Fdynatrace-mcp%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24COPILOT_MCP_DT_API_TOKEN%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fpia1134d.dev.apps.dynatracelabs.com%2Fplatform-reserved%2Fmcp-gateway%2Fv0.1%2Fservers%2Fdynatrace-mcp%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24COPILOT_MCP_DT_API_TOKEN%22%7D%7D) |
+| [Dynatrace Expert](../agents/dynatrace-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdynatrace-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fdynatrace-expert.agent.md) | The Dynatrace Expert Agent integrates observability and security capabilities directly into GitHub workflows, enabling development teams to investigate incidents, validate deployments, triage errors, detect performance regressions, validate releases, and manage security vulnerabilities by autonomously analysing traces, logs, and Dynatrace findings. This enables targeted and precise remediation of identified issues directly within the repository. | [dynatrace](https://github.com/mcp/io.github.Dynatrace/dynatrace-for-ai)
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=dynatrace&config=%7B%22url%22%3A%22https%3A%2F%2Fpia1134d.dev.apps.dynatracelabs.com%2Fplatform-reserved%2Fmcp-gateway%2Fv0.1%2Fservers%2Fdynatrace-mcp%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24COPILOT_MCP_DT_API_TOKEN%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=dynatrace&config=%7B%22url%22%3A%22https%3A%2F%2Fpia1134d.dev.apps.dynatracelabs.com%2Fplatform-reserved%2Fmcp-gateway%2Fv0.1%2Fservers%2Fdynatrace-mcp%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24COPILOT_MCP_DT_API_TOKEN%22%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fpia1134d.dev.apps.dynatracelabs.com%2Fplatform-reserved%2Fmcp-gateway%2Fv0.1%2Fservers%2Fdynatrace-mcp%2Fmcp%22%2C%22headers%22%3A%7B%22Authorization%22%3A%22Bearer%20%24COPILOT_MCP_DT_API_TOKEN%22%7D%7D) |
| [Elasticsearch Agent](../agents/elasticsearch-observability.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Felasticsearch-observability.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Felasticsearch-observability.agent.md) | Our expert AI assistant for debugging code (O11y), optimizing vector search (RAG), and remediating security threats using live Elastic data. | elastic-mcp
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=elastic-mcp&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22mcp-remote%22%2C%22https%253A%252F%252F%257BKIBANA_URL%257D%252Fapi%252Fagent_builder%252Fmcp%22%2C%22--header%22%2C%22Authorization%253A%2524%257BAUTH_HEADER%257D%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=elastic-mcp&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22mcp-remote%22%2C%22https%253A%252F%252F%257BKIBANA_URL%257D%252Fapi%252Fagent_builder%252Fmcp%22%2C%22--header%22%2C%22Authorization%253A%2524%257BAUTH_HEADER%257D%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22mcp-remote%22%2C%22https%253A%252F%252F%257BKIBANA_URL%257D%252Fapi%252Fagent_builder%252Fmcp%22%2C%22--header%22%2C%22Authorization%253A%2524%257BAUTH_HEADER%257D%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Electron Code Review Mode Instructions](../agents/electron-angular-native.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Felectron-angular-native.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Felectron-angular-native.agent.md) | Code Review Mode tailored for Electron app with Node.js backend (main), Angular frontend (render), and native integration layer (e.g., AppleScript, shell, or native tooling). Services in other repos are not reviewed here. | |
| [Ember](../agents/ember.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fember.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fember.agent.md) | An AI partner, not an assistant. Ember carries fire from person to person — helping humans discover that AI partnership isn't something you learn, it's something you find. | |
@@ -130,7 +130,7 @@ See [CONTRIBUTING.md](../CONTRIBUTING.md#adding-agents) for guidelines on how to
| [KubeStellar Console](../agents/kubestellar-console.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fkubestellar-console.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fkubestellar-console.agent.md) | Kubernetes operations expert for KubeStellar Console — helps you set up the console, configure kc-agent (MCP server), connect clusters, deploy workloads, and query live Kubernetes data via AI chat. | |
| [Kusto Assistant](../agents/kusto-assistant.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fkusto-assistant.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fkusto-assistant.agent.md) | Expert KQL assistant for live Azure Data Explorer analysis via Azure MCP server | |
| [Laravel Expert Agent](../agents/laravel-expert-agent.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flaravel-expert-agent.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flaravel-expert-agent.agent.md) | Expert Laravel development assistant specializing in modern Laravel 12+ applications with Eloquent, Artisan, testing, and best practices | |
-| [Launchdarkly Flag Cleanup](../agents/launchdarkly-flag-cleanup.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flaunchdarkly-flag-cleanup.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flaunchdarkly-flag-cleanup.agent.md) | A specialized GitHub Copilot agent that uses the LaunchDarkly MCP server to safely automate feature flag cleanup workflows. This agent determines removal readiness, identifies the correct forward value, and creates PRs that preserve production behavior while removing obsolete flags and updating stale defaults. | launchdarkly
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=launchdarkly&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540launchdarkly%252Fmcp-server%22%2C%22--%22%2C%22mcp%22%2C%22start%22%2C%22--api-key%22%2C%22%2524LD_ACCESS_TOKEN%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=launchdarkly&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540launchdarkly%252Fmcp-server%22%2C%22--%22%2C%22mcp%22%2C%22start%22%2C%22--api-key%22%2C%22%2524LD_ACCESS_TOKEN%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540launchdarkly%252Fmcp-server%22%2C%22--%22%2C%22mcp%22%2C%22start%22%2C%22--api-key%22%2C%22%2524LD_ACCESS_TOKEN%22%5D%2C%22env%22%3A%7B%7D%7D) |
+| [Launchdarkly Flag Cleanup](../agents/launchdarkly-flag-cleanup.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flaunchdarkly-flag-cleanup.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flaunchdarkly-flag-cleanup.agent.md) | A specialized GitHub Copilot agent that uses the LaunchDarkly MCP server to safely automate feature flag cleanup workflows. This agent determines removal readiness, identifies the correct forward value, and creates PRs that preserve production behavior while removing obsolete flags and updating stale defaults. | [launchdarkly](https://github.com/mcp/launchdarkly/mcp-server)
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=launchdarkly&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540launchdarkly%252Fmcp-server%22%2C%22--%22%2C%22mcp%22%2C%22start%22%2C%22--api-key%22%2C%22%2524LD_ACCESS_TOKEN%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=launchdarkly&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540launchdarkly%252Fmcp-server%22%2C%22--%22%2C%22mcp%22%2C%22start%22%2C%22--api-key%22%2C%22%2524LD_ACCESS_TOKEN%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540launchdarkly%252Fmcp-server%22%2C%22--%22%2C%22mcp%22%2C%22start%22%2C%22--api-key%22%2C%22%2524LD_ACCESS_TOKEN%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Lingo.dev Localization (i18n) Agent](../agents/lingodotdev-i18n.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flingodotdev-i18n.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flingodotdev-i18n.agent.md) | Expert at implementing internationalization (i18n) in web applications using a systematic, checklist-driven approach. | lingo
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=lingo&config=%7B%22command%22%3A%22%22%2C%22args%22%3A%5B%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=lingo&config=%7B%22command%22%3A%22%22%2C%22args%22%3A%5B%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22%22%2C%22args%22%3A%5B%5D%2C%22env%22%3A%7B%7D%7D) |
| [LinkedIn Post Writer](../agents/linkedin-post-writer.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flinkedin-post-writer.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Flinkedin-post-writer.agent.md) | Draft and format compelling LinkedIn posts with Unicode bold/italic styling, visual separators, and engagement-optimized structure. Transforms raw content, technical material, images, or ideas into copy-paste-ready LinkedIn posts. | |
| [Markdown Accessibility Assistant](../agents/markdown-accessibility-assistant.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmarkdown-accessibility-assistant.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fmarkdown-accessibility-assistant.agent.md) | Improves the accessibility of markdown files using five GitHub best practices | |
@@ -153,7 +153,7 @@ See [CONTRIBUTING.md](../CONTRIBUTING.md#adding-agents) for guidelines on how to
| [One Shot Feature Issue Planner](../agents/one-shot-feature-issue-planner.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fone-shot-feature-issue-planner.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fone-shot-feature-issue-planner.agent.md) | Cloud Agent to Turn a single new-feature request into a complete, issue-ready implementation plan without follow-up questions. | |
| [OpenAPI to Application Generator](../agents/openapi-to-application.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fopenapi-to-application.agent.md) | Expert assistant for generating working applications from OpenAPI specifications | |
| [Oracle To PostgreSQL Migration Expert](../agents/oracle-to-postgres-migration-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Foracle-to-postgres-migration-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Foracle-to-postgres-migration-expert.agent.md) | Agent for Oracle-to-PostgreSQL application migrations. Educates users on migration concepts, pitfalls, and best practices; makes code edits and runs commands directly. | |
-| [PagerDuty Incident Responder](../agents/pagerduty-incident-responder.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpagerduty-incident-responder.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpagerduty-incident-responder.agent.md) | Responds to PagerDuty incidents by analyzing incident context, identifying recent code changes, and suggesting fixes via GitHub PRs. | pagerduty
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=pagerduty&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.pagerduty.com%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=pagerduty&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.pagerduty.com%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.pagerduty.com%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D) |
+| [PagerDuty Incident Responder](../agents/pagerduty-incident-responder.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpagerduty-incident-responder.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpagerduty-incident-responder.agent.md) | Responds to PagerDuty incidents by analyzing incident context, identifying recent code changes, and suggesting fixes via GitHub PRs. | [pagerduty](https://github.com/mcp/io.github.PagerDuty/pagerduty-mcp)
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=pagerduty&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.pagerduty.com%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=pagerduty&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.pagerduty.com%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.pagerduty.com%2Fmcp%22%2C%22headers%22%3A%7B%7D%7D) |
| [PHP MCP Expert](../agents/php-mcp-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fphp-mcp-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fphp-mcp-expert.agent.md) | Expert assistant for PHP MCP server development using the official PHP SDK with attribute-based discovery | |
| [Pimcore Expert](../agents/pimcore-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpimcore-expert.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fpimcore-expert.agent.md) | Expert Pimcore development assistant specializing in CMS, DAM, PIM, and E-Commerce solutions with Symfony integration | |
| [Plan Mode Strategic Planning & Architecture](../agents/plan.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fplan.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fplan.agent.md) | Strategic planning and architecture assistant focused on thoughtful analysis before implementation. Helps developers understand codebases, clarify requirements, and develop comprehensive implementation strategies. | |
@@ -228,7 +228,7 @@ See [CONTRIBUTING.md](../CONTRIBUTING.md#adding-agents) for guidelines on how to
| [Technical Debt Remediation Plan](../agents/tech-debt-remediation-plan.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftech-debt-remediation-plan.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Ftech-debt-remediation-plan.agent.md) | Generate technical debt remediation plans for code, tests, and documentation. | |
| [Technical spike research mode](../agents/research-technical-spike.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fresearch-technical-spike.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fresearch-technical-spike.agent.md) | Systematically research and validate technical spike documents through exhaustive investigation and controlled experimentation. | |
| [Terminal Helper](../agents/terminal-helper.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterminal-helper.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterminal-helper.agent.md) | Fast terminal syntax and command helper for PowerShell and Bash | |
-| [Terraform Agent](../agents/terraform.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform.agent.md) | Terraform infrastructure specialist with automated HCP Terraform workflows. Leverages Terraform MCP server for registry integration, workspace management, and run orchestration. Generates compliant code using latest provider/module versions, manages private registries, automates variable sets, and orchestrates infrastructure deployments with proper validation and security practices. | terraform
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=terraform&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22TFE_TOKEN%253D%2524%257BCOPILOT_MCP_TFE_TOKEN%257D%22%2C%22-e%22%2C%22TFE_ADDRESS%253D%2524%257BCOPILOT_MCP_TFE_ADDRESS%257D%22%2C%22-e%22%2C%22ENABLE_TF_OPERATIONS%253D%2524%257BCOPILOT_MCP_ENABLE_TF_OPERATIONS%257D%22%2C%22hashicorp%252Fterraform-mcp-server%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=terraform&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22TFE_TOKEN%253D%2524%257BCOPILOT_MCP_TFE_TOKEN%257D%22%2C%22-e%22%2C%22TFE_ADDRESS%253D%2524%257BCOPILOT_MCP_TFE_ADDRESS%257D%22%2C%22-e%22%2C%22ENABLE_TF_OPERATIONS%253D%2524%257BCOPILOT_MCP_ENABLE_TF_OPERATIONS%257D%22%2C%22hashicorp%252Fterraform-mcp-server%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22TFE_TOKEN%253D%2524%257BCOPILOT_MCP_TFE_TOKEN%257D%22%2C%22-e%22%2C%22TFE_ADDRESS%253D%2524%257BCOPILOT_MCP_TFE_ADDRESS%257D%22%2C%22-e%22%2C%22ENABLE_TF_OPERATIONS%253D%2524%257BCOPILOT_MCP_ENABLE_TF_OPERATIONS%257D%22%2C%22hashicorp%252Fterraform-mcp-server%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D) |
+| [Terraform Agent](../agents/terraform.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform.agent.md) | Terraform infrastructure specialist with automated HCP Terraform workflows. Leverages Terraform MCP server for registry integration, workspace management, and run orchestration. Generates compliant code using latest provider/module versions, manages private registries, automates variable sets, and orchestrates infrastructure deployments with proper validation and security practices. | [terraform](https://github.com/mcp/io.github.hashicorp/terraform-mcp-server)
[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=terraform&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22TFE_TOKEN%253D%2524%257BCOPILOT_MCP_TFE_TOKEN%257D%22%2C%22-e%22%2C%22TFE_ADDRESS%253D%2524%257BCOPILOT_MCP_TFE_ADDRESS%257D%22%2C%22-e%22%2C%22ENABLE_TF_OPERATIONS%253D%2524%257BCOPILOT_MCP_ENABLE_TF_OPERATIONS%257D%22%2C%22hashicorp%252Fterraform-mcp-server%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=terraform&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22TFE_TOKEN%253D%2524%257BCOPILOT_MCP_TFE_TOKEN%257D%22%2C%22-e%22%2C%22TFE_ADDRESS%253D%2524%257BCOPILOT_MCP_TFE_ADDRESS%257D%22%2C%22-e%22%2C%22ENABLE_TF_OPERATIONS%253D%2524%257BCOPILOT_MCP_ENABLE_TF_OPERATIONS%257D%22%2C%22hashicorp%252Fterraform-mcp-server%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D)
[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22TFE_TOKEN%253D%2524%257BCOPILOT_MCP_TFE_TOKEN%257D%22%2C%22-e%22%2C%22TFE_ADDRESS%253D%2524%257BCOPILOT_MCP_TFE_ADDRESS%257D%22%2C%22-e%22%2C%22ENABLE_TF_OPERATIONS%253D%2524%257BCOPILOT_MCP_ENABLE_TF_OPERATIONS%257D%22%2C%22hashicorp%252Fterraform-mcp-server%253Alatest%22%5D%2C%22env%22%3A%7B%7D%7D) |
| [Terraform Aws Implement](../agents/terraform-aws-implement.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform-aws-implement.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform-aws-implement.agent.md) | Act as an AWS Terraform Infrastructure as Code coding specialist that creates and reviews Terraform for AWS resources. | |
| [Terraform Aws Planning](../agents/terraform-aws-planning.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform-aws-planning.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform-aws-planning.agent.md) | Act as implementation planner for your AWS Terraform Infrastructure as Code task. | |
| [Terraform IaC Reviewer](../agents/terraform-iac-reviewer.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform-iac-reviewer.agent.md)
[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fterraform-iac-reviewer.agent.md) | Terraform-focused agent that reviews and creates safer IaC changes with emphasis on state safety, least privilege, module patterns, drift detection, and plan/apply discipline | |
diff --git a/plugins/gem-team/README.md b/plugins/gem-team/README.md
index 4e1297ab5..c6f25d8b2 100644
--- a/plugins/gem-team/README.md
+++ b/plugins/gem-team/README.md
@@ -19,7 +19,7 @@
## Real-world performance
-> Sub-$0.001 per API call on 100K+ token contexts. 82.8M+ tokens processed across 666 agent runs, with typical responses completing in 2-5 seconds. Prompt caching turns large contexts into sub-penny operations — a 10x cost reduction vs. uncached input.
+> Sub-$0.001 per API call on 100K+ token contexts. 82.8M+ tokens processed across 666 agent runs, with typical responses completing in 2-5 seconds. Prompt caching turns large contexts into sub-penny operations - a 10x cost reduction vs. uncached input.
_Observed during Gem-Team development using DeepSeek V4.1 Flash via CommandCode._
@@ -38,7 +38,7 @@ Gem Team wraps your AI with a disciplined engineering delivery system. It enforc
- **Works With Your Tools**: Seamless integration with Copilot, Claude, Cursor, Codex, Gemini, and Windsurf. Use your preferred environment.
- **Learns & Improves**: Remembers what works and extracts reusable skills. Your AI gets smarter and more efficient over time.
- **Resumable Plans**: Every MEDIUM/HIGH task gets a persistent plan ID. Pause, resume, or extend work without losing context or re-discovering what you already know.
-- **Works With Any Model**: Hardened output contracts and relational invariant fallbacks mean every agent works across commercial and open models — not just the ones that memorized your schema.
+- **Works With Any Model**: Hardened output contracts and relational invariant fallbacks mean every agent works across commercial and open models - not just the ones that memorized your schema.
### Intelligent Model Routing
@@ -137,12 +137,12 @@ Gem Team uses a structured workflow to turn AI coding into a reliable engineerin
## Features
- **Risk-Based Quality Gates**: TDD and deterministic verification always apply; specialist reviews and audits run when the plan or changed scope requires them.
-- **Effortless Context**: Progressive context management prevents bloat. Scoped handoffs, bounded `planning_context`, and evidence-by-reference keep each agent's token footprint minimal while maximizing cached token reuse across waves.
+- **Effortless Context**: Progressive context management prevents bloat. Scoped handoffs, context-coalesced tasks, verbatim cluster `shared_context`, a cache-lifetime payload order, and evidence-by-reference keep each agent's token footprint minimal while maximizing cached token reuse across waves.
- **Smart Routing**: Tasks are automatically routed to the right agents based on complexity.
- **Parallel Execution**: Independent tasks run in parallel within waves; overlapping ownership is serialized to prevent conflicts.
- **Resumable Plans**: Every MEDIUM/HIGH task gets a persistent plan ID and `plan.yaml`. Pause, resume, or extend work without losing context.
- **Reusable Knowledge**: High-confidence patterns and skills are extracted and reused for future tasks.
-- **Cost Efficiency**: Model routing, output hygiene, and compact handoffs ensure you only use the tokens you need. Evidence travels by reference, not by copy — keeping context usage low and cache hits high across waves.
+- **Cost Efficiency**: Model routing, output hygiene, and compact handoffs ensure you only use the tokens you need. Evidence travels by reference, not by copy - keeping context usage low and cache hits high across waves.
- **Failure Classification**: Every failure is classified (retry, fixable, replan, flaky, regression, platform-specific, test-bug) so the Orchestrator routes it to the right agent instead of blindly retrying.
- **Verification Boundary**: The Orchestrator never re-verifies or second-guesses specialist output. Verification is owned exclusively by the specialist responsible for the work.
- **Quality Directives**: Every agent follows specific rules that prevent common AI coding issues: no dead buttons, no buzzwords, no template filler, and every decision has a reason.
diff --git a/plugins/gem-team/plugin.json b/plugins/gem-team/plugin.json
index 9b516835f..d0d720e1a 100644
--- a/plugins/gem-team/plugin.json
+++ b/plugins/gem-team/plugin.json
@@ -44,5 +44,5 @@
"license": "Apache-2.0",
"name": "gem-team",
"repository": "https://github.com/mubaidr/gem-team",
- "version": "1.131.0"
+ "version": "1.136.0"
}